They are different heights and angles.
As an example this is SP's DCS, which is reasonably close to OEM profile:
Show Image
(http://keycapsdirect.com/images/key-caps/angle3.jpg)
They can be interchanged, as in they will fit on the switch, but it will be uncomfortable to type on and look pretty terrible in most cases.
There are some caps which have all the same profile regardless of row, such as DSA, also made by SP.
Any idea if it would look bad if I fit in 6 R4 keys instead of 3 R4 and 3 R3 in the INST-DEL-HM-END-PageUp-PageDown R4-R3 area?
Edit: Nvm, tried for myself and they looked really awkward.