Wash and dry zucchinis thoroughly, trim ends, and slice into uniform 1/4-inch rounds using a mandoline slicer or knife.
Arrange slices on a paper towel-lined baking sheet, sprinkle both sides lightly with salt, let sit for 10 minutes to draw out moisture, then pat completely dry with fresh paper towels.
Set up three shallow bowls: first with flour, second with beaten eggs, third with panko, Parmesan, garlic powder, Italian seasoning, salt, and pepper mixed together.
Dredge each zucchini slice in flour, shaking off excess, then dip in beaten egg, and finally press firmly into panko-Parmesan mixture until evenly coated.
Preheat air fryer to 400°F (200°C) for 3-5 minutes.
Lightly spray the air fryer basket with cooking spray, arrange breaded zucchini slices in a single layer without overlapping, and spray tops lightly with cooking spray.
Air fry at 400°F (200°C) for 6 minutes, then carefully flip each chip, spray the other side, and continue air frying for another 5-6 minutes until golden brown and crispy.
Remove cooked chips to a wire cooling rack and repeat the process with remaining batches.
Serve immediately while hot and crispy with your favorite dipping sauce.