If you are streaming music while on cellular, expect a big hit. That’s why it’s preferable to download music to the watch and then play through AirPods.
The most common use case for people is doing a workout while leaving their phone behind i.e. on cellular only and playing music while tracking the workout and this should eat up a fair bit. If only using cellular for normal use it will still be high usage but probably not kill the battery.