Fully thaw the hashbrowns and remove any excess liquid.
Combine the hashbrowns with the remaining ingredients and mix well.
Preheat the air fryer to 400 degrees F, air fryer setting.
Form the mixture into patties ¼ cup each. The mixture will be somewhat damp. Squeeze out any excess liquid.
Add parchment paper to the basket of the air fryer to prevent sticking. Add as many latkes as will fit and spray lightly with cooking oil—Cook for 8 minutes.
After 8 minutes, flip the latkes, spray again with cooking oil and cook for an additional 5 minutes. Remove to a plate and repeat with any remaining mixture.