 One constant characteristic of coconut cake is the use of shredded coconut (often toasted and/or sweetened) to cover the frosting.One popular variation of coconut cake is coconut poke cake.While traditional coconut cake is round and multi-layered, coconut poke cake is either a white or yellow cake that is rectangular and single-layered.