you could try finding a stepper motor driver used for 3d printer, Those are really cheap and could do the job well since you do use a small stepper motor. The stepper motor driver you link are used for the big guns ( Very big stepper motor ) unless you have plans to change the motor into somthing bigger in the future.
maybe a good google search term is " Stepper motor driver 3d printer"