Cut bread lengthwise in half. Use a fork to scoop out soft bread from each half, leaving a ½-inch shell; reserve crumbs for another use.
Spoon olive salad into both bread halves. Layer salami, mortadella and cheese over bottom half of bread; top with remaining bread. Cut into four wedges. Serve immediately or wrap in plastic wrap and refrigerate up to 4 hours before serving.