Ah, manufacturers' claims, as reliable as a unicycle on ice . Quite right, varying terrains, weather, and pace can indeed affect bike light battery life. A formula considering average speed, lumens, and claimed efficiency might help, but don't forget about the importance of personal testing. After all, reality can sometimes be as elusive as a unicycle on a tightrope. #BikeLightRealityCheck