Preheat your oven to 350°F (175°C). Line a baking sheet with parchment paper.
In a large bowl, combine the red velvet cake mix, eggs, vegetable oil, and vanilla extract. Mix until the ingredients are well incorporated and a thick dough forms.
Scoop tablespoon-sized portions of the dough and place them onto the prepared baking sheet, spacing them about 2 inches apart.
Bake for 10-12 minutes, or until the edges are set and the centers are still slightly soft. Allow the cookies to cool on the baking sheet for 5 minutes before transferring them to a wire rack to cool completely.
For an extra touch of indulgence, you can add a cream cheese frosting or a sprinkle of powdered sugar on top of the cooled cookies. These cookies can be stored in an airtight container at room temperature for up to 5 days.