atime is the time a file was last accessed (read). From the terminal, you can see this time with the ls -lu command. Since many files are being read all the time, keeping atime up-to-date can add up to being very expensive.
Disabling atime is usually referred to as "setting the noatime option". Doing this can show significant performance gains on networked file systems & moderate gains on local file systems.
