storing data from ADXL345 with high data rate on sd card and FFT

That is too much for the normal Arduino boards.
The Arduino Due is a lot faster, but the Due still like a normal Arduino without an operating system, memory managment or file system.
The Raspberry Pi should be able to do that, or perhaps you can connect the sensor to a computer with some kind of interface.