There are around 5 days left before your departure date. So, you would better book the tickets as early as possible. Train ticket online booking should be made at least 8 days in advance. Besides, Shanghai Hongqiao train station is situated just close to the terminal 2 of Hongqiao airport. And subway line 2 has a sop at the station.