is corned beef a deli meat? deli meats are potentially unsafe because of the way they are stored and displayed, rather than what meat they're made from. "deli meat" is usually cold, cooked meat, often pre-sliced or sliced to order. for the purposes of pregnancy safety, corned beef should be treated like deli meat.