Comment by CamouflagedKiwi

At some point you start to get far away from reality though. If the cards have fake numbers then other auth information is also incorrect - e.g. the CVC won't match, the PIN won't either (depending on the format in use maybe). You can fake all that stuff too but now how much of that system are you really testing?