In a large bowl, combine strawberry cake mix, eggs, oil, and flour if using. With a spatula, mix together until combined. Using a medium OXO cookie scoop, scoop out cookie dough balls 3 inches apart.
When the cookies have cooled down completely, glaze the cookies while they are still on the wire rack, so that the glaze can drip off of the cookies if needed. Leave to set until dry.