Yes, there are natural alternatives for controlling goutweed. These include using organic mulches like cardboard or newspaper layers, planting aggressive ground covers to outcompete goutweed, and manual removal by digging out the roots. However, keep in mind that these methods may require more time and effort to achieve effective control.