Preheat oven to 425°F (220°C). Line a baking sheet with parchment paper or place a wire rack on top.
Wash zucchini, trim ends, and cut into fry-shaped sticks. Pat dry with paper towels.
In a bowl, beat the eggs. In another bowl, mix breadcrumbs, Parmesan, garlic powder, paprika, salt, and pepper.
Dip each zucchini stick into the egg, then coat evenly in the breadcrumb mixture.
Arrange fries in a single layer on the baking sheet, leaving space between each one.
Lightly spray or brush with olive oil.
Bake for 10 minutes, flip fries, then bake another 10 minutes until golden and crisp.
Let cool for a few minutes before serving.