Bring the arduin's output lines low, then turn off power.
Maybe use SPI.end();
then digitalWrite the 4 pins low. CS for sure, the others may be already depending on what SPI mode you are using.
When powering back up, bring up power first, then SPI.begin(), and CS back high.