The main difference between Challenge and Practice is that in Challenge, your dance will be rated and recorded for you to upload, whereas in Practice, you can play a song for unlimited rounds, but you won’t be scored.
If you are trying to dance to a new song, we recommend starting off with a round of Challenge. Depending on your dance score, you can decide whether you’d like to continue with the Challenge mode or fine-tune your moves with the Practice mode.