I bumped up the dry spices by 50% and swapped tapioca starch for the arrowroot starch. I use a store bought gluten free graham cracker crust. I also use some combo of white and brown sugars instead of the coconut sugar, but I love the simplicity of this pie. It's a holiday favorite at my house and it's foolproof for even me.