Rhubarb shortcake is best served fresh, immediately after assembly. For an added touch, consider garnishing with mint leaves for color and freshness. To store, keep the components separate. Baked scones can be stored at room temperature for up to three days, while rhubarb compote can be refrigerated for up to a week.