In a small bowl, whisk the eggs, milk, salt and pepper. Set aside.
Heat oil in a medium non-stick skillet over medium heat. Add broccoli and onions, cook until tender. Stir in the olives.
Pour the egg mixture into the skillet, without stirring, and sprinkle with cheese on top. Cover and cook until the eggs are set, 3 to 4 minutes. Serve.