Datalogger using SD cards vs EEPROM

You can definately store more data on a SD card cf. EEPROM chips.  MOre expensive but more functionality. A introduction to SD and the arduino

External EEPROM - writing temperature data

Having negative numbers and also floats, writing bytes to external EEPROM is problematic.  An excellent thread on LSB and MSB splits is really helpful