Spray a large baking sheet with olive oil cooking spray.
Combine the riced cauliflower, olive oil, garlic, and salt on the prepared baking sheet, spread out in a single layer, and roast in the oven 25 minutes, mixing halfway until golden.
Remove from the oven and top with fresh lemon juice and parsley.