IMHO, for low port counts I2C is preferable but for hi-speed aquisition (eg.
(eg. A/D) or low code space and overhead SPI is preferable.

In SPI EEPROMs you can read the whole device just inssuing clks to SPI,
quick and simple.

Luiz Marques