Pizza Scabs Share definition Flag Small pieces of cheese that land on the crust. During the cooking process they become hard, crispy, and easy to remove. I like to pull off and eat the Pizza Scabs before I finish my crust. Pizza Scabs by OX_Bigly August 2, 2016 Get the Pizza Scabs mug.