Preheat your oven to 350°F (175°C) and line 2 baking sheets with parchment paper or a silicone mat.
Combine the strawberry cake mix, eggs, and vegetable oil in a large bowl. Stir until everything is well mixed and you have a thick dough.
Scoop out a tablespoon of dough and roll it into a ball. If you're using powdered sugar, roll each dough ball in it until fully coated.
Place the dough balls onto the prepared baking sheet, spacing them about 2 inches apart.
Bake for 10-12 minutes, or until the cookies start to crinkle and the edges are set. The centers should still be soft.
Allow the cookies to cool on the baking sheet for a few minutes before transferring them to a wire rack to cool completely.