Early morning to Pudong Airport

Hi there, my flight from Pudong Airport is happening at 7.10am. Have to be at the airport by around 5am. Am I able to book a taxi in advance the night before to pick me up at around 4am - 4.15am? What are the chances of the taxi canceling on me in the morning?