we have to buy web server or physcial server, which one is secure? confusion?

I have to develop a web application that get payment from million of users, 10 million user will hit web application in 1 month, so web traffic will be very high.

So, the question is:

1. which type server we need to purchase?
2. we have to buy web server space or physical server which is secure ?