A popular euphemism for a parent (usually the Dad) walking out and abandoning their kids/family, where the abandonment takes place under the cover of a harmless, non-suspicious errand like going to get cigarettes.
Last time I was my Dad I was 3; he told us he was going out for cigarettes and he never came back.