Preheat oven to 350°F (175°C) and line three baking sheets with parchment paper.
In the bowl of a stand mixer fitted with the paddle attachment, cream together the softened butter and granulated sugar on medium speed until light and fluffy, about 2-3 minutes.
Add the eggs, one at a time, mixing well after each addition.
Add the maple syrup and vanilla extract, mixing until fully incorporated.
In a separate medium bowl, whisk together flour, cream of tartar, baking soda, and salt.
With the mixer on low, gradually add the dry ingredients. Mix until just combined. Avoid overmixing.