In-N-Out offers three shake flavors: Chocolate, vanilla, and strawberry. All of them are classics on their own but, when Tasting Table ranked 13 fast food milkshakes from worst to best, we did lament the lack of choices compared to places like Shake Shack, which offers all of those same flavors plus six more at the time of writing (though it should be noted that three are limited edition).