Snow in Memphis. Its snowing in Memphis! We don't get snow in Memphis this time of year. Heck we only get 4" a year. This has been one of the craziest years ever. Oh, all this snow and it is currently 41 degrees. Those leaves are getting harder to deal with all the time.