Preheat & Prep: Preheat your oven to 425°F (218°C). Line a standard muffin tin with paper liners. Pro-tip: Fill every other muffin well to give the tops more room to expand outward.
Whisk Dry: In a large bowl, whisk together the flour, sugar, baking powder, baking soda, and salt.
Mix Wet: In a separate medium bowl, whisk the sourdough discard, eggs, melted butter, sour cream, and vanilla until smooth.
Combine: Pour the wet ingredients into the dry. Fold gently with a spatula until just combined. Do not overmix—the batter should be thick and slightly lumpy.
The Blueberries: Gently fold in the flour-dusted blueberries.
The Scoop: Divide the batter into the 12 muffin cups. Fill them all the way to the top (this is how you get those "Baker Style" muffin tops). Sprinkle the tops generously with the sparkling sugar.