Preheat oven to 375 degrees. Beat coconut oil and sugars with an electric mixer at medium speed until light and creamy. Beat in eggs, combine well.
Combine flour and next 5 ingredients; add to sugar mixture, beating at low speed until blended. Stir in almonds and crystallized ginger.
Divide dough in half. Using floured hands, shape each portion into a log 3-inches wide and 1-inch high. Place on a parchment-lined cookie sheet.
Bake 25 minutes. Cool 5 minutes on cookie sheet; remove to a wire rack, and set aside until cool to the touch. Reduce oven temperature to 325 degrees.
Cut each log crosswise into ½-inch slices with a serrated knife. Place slices on the same parchment-lined cookie sheet. If you want long cookies, cut on the diagonal.
Bake 7-8 minutes; turn cookies over, and bake 7-8 more minutes. If you cut them thick, you will probably have to bake them a little longer. Cool completely on wire racks.