The secret is simple. Go to iconfinder.com, find a decent flat icon. It is usually in fairly muted tones. Download the SVG, open it in Sketch. Add gradients and shadows to the elements, and you get a contrasty, punchy icon. At least it is better than it was :)

Icon before and after