Add all of the ingredients to a food processor and pulse until the mixture comes together to form a dough. You may need to scrape down the sides of the food processor half way through.
Transfer the dough to a bowl and use your hands to form it into a ball. Put the dough in the refrigerator and let it chill for 30 minutes. This helps it to firm up, it will be easier to roll out.
In the meantime, preheat the oven to 350 degrees.
Once the dough has chilled in the fridge, place the dough on a piece of parchment paper and use a rolling pin to roll the dough out until it is about 1/4 of an inch thick. Make sure you do this immediately after you take it out of the fridge because as the dough warms up, it will become more difficult to work with.
Use a cookie cutter or the rim of a glass to cut out the cookie shapes, and place the cookies on a lined baking sheet.
Once you are only left with scraps from the cutouts, bring the pieces together to create a ball, then roll it out again to the same thickness and continue cutting the cookies out.
Bake for 14-16 minutes, until just slightly golden around the edges. Transfer the cookies to a wire rack to cool.