It appears that an SD card with the Autonomo uses about 13-14mAs when idle (possibly more during certain operations).
In order to have an efficient sleep cycle, you will want to shut down the SPI bus (SPI.end()) before entering sleep.
You will need to start the SPI bus again before using the SD card using SPI.begin().