Yes and no. While the two are both delicious in a green salad, they each bring different flavors and textures to the dinner table. Arugula is often described as peppery and can even lean toward bitter, and has a thin texture. Spinach on the other hand is quite mild, sometimes sweet, with a fuller, more substantial texture. So while you can easily exchange one for the other in a salad, it will taste quite different.