Place melted butter in a medium bowl. Mix in lemon juice, garlic granules, and salt. Add shrimp and toss to coat.
Line air fryer basket with perforated parchment paper. Place shrimp in the air fryer basket and sprinkle with Parmesan cheese.
Cook shrimp in the air fryer at 400 degrees F (200 degrees C) until shrimp are bright pink on the outside and the meat is opaque, about 8 minutes.
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