Should you use ginger or fennel? It depends. There are several versions of Chinese Five Spice Powder recipes out there. When I’m making sweet dishes, I tend to use the ginger to bring out the sharpness of its flavor. When I’m using it on meat dishes, I tend to mix in the fennel. Both with work fine.