Is there a way to book/purchase the bullet train ticket from Shenzen to Guangzhou in the net ?

The train travels frequently from Shenzhen to Guangzhou. You have no need to book it and you can buy it at the train station upon your arrival. Well, it is also available for you to buy it online. There are many online agents selling train ticket, but you need to pay added commission charge.