Beat unsalted softened butter with powdered sugar until fluffy. You can use a stand mixer with the paddle attachment or a hand beater.
Add in anise extract, nutmeg, salt, and flour.
Beat on low speed until a soft cookie dough forms. You may have to scrape down the sides of the bowl a few times with a spatula to bring all ingredients to the center of the bowl.
If too dry or crumbly, beat in 1-2 tablespoons of milk. The dough should be buttery, sticky, and soft.
Wrap the dough in plastic wrap, shape the dough into a brick shape, and chill it for 1 hour.
Preheat the oven to 350°F (180°C). Line a large cookie sheet with parchment paper and oil with cooking oil spray.
Flour a work surface, add the chilled dough on it, sprinkle extra flour on top of the dough, and start rolling into a 1/4-inch thickness.
Use cookie cutters to shape cookies, then transfer them to the prepared baking sheet.
Sprinkle some jingle color sprinkles on top of each cookie.
Bake in the center rack of the oven for 10-12 minutes. You don't want them to be golden brown or they get too crunchy.