Markets like video streaming services in which buyers purchase more than one good at the same time pose substantial problems to Conjoint practitioners. We present and discuss ways to properly model these choices. Based on real projects we show advantages and disadvantages of different approaches and guide users on how to make the most of the choice data that they collected.