This rapid review summarises international evidence on how out of home (OOH) food businesses have responded to mandatory and voluntary menu calorie labelling policies. The review focuses on business compliance, operational and implementation impacts, and changes in the calorie content of menu items. Evidence was identified from peer-reviewed literature published between 2015 and 2025, supplemented by targeted grey literature.