You can absolutely use kettlebells and resistance bands instead of dumbbells, provided you are comfortable with the equipment. 

It is worth bearing in mind however, that our instructions are based on dumbbell usage and there MAY be very slight adjustments you'll need to make to get the most from the sessions.