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Preheat the oven to 350°F (175°C). Line a 9×9 inch (or 8×8-inch) baking pan with parchment paper.
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Cream the butter and sugar together in a large bowl until light and fluffy (about 2–3 minutes). You can use a hand mixer or stand mixer for this step.
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Add the egg, sourdough starter, and vanilla extract to the bowl. Mix until well combined and smooth.
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In a separate bowl, whisk together the flour, baking powder, salt, and cornstarch.
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Gradually mix the dry ingredients into the wet mixture, stirring just until combined. Be careful not to overmix.
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Fold in the sprinkles using a spatula, making sure they’re evenly distributed throughout the dough.
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Spread the dough evenly into the prepared baking pan. Use a spatula or an icing tool to spread it into the corners and smooth the top. Note: this is a wetter sugar cookie bar dough, this is normal. It helps achieve optimal texture.
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Bake for 28-35 minutes, or until the edges are lightly golden and a toothpick inserted into the center comes out clean. Note: if using an 8×8 inch pan you may need to bake the sugar cookie bars a little longer.
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Let the bars cool completely in the pan before shaping & frosting.