Arduino compatible is misleading in a lot of these cases. It usually means it works with the standard library included with the Arduino IDE, but most of the 3rd party external libraries (note...interesting and useful, and almost always necessary when connecting devices/screens, etc) don't end up working without changes to the libraries themselves.
Take a look at the amount of work that the Teensy3 community has done to make Arduino (atmel) specific libraries compatible with the ARM chip on the Teensy3. They're one of the few communities that have wide-ranging support with an ARM chip, but have put in a lot of time and effort to get it there.