How many hours of battery life do I actually need?

For day-trip use, 10–12 hours is enough — you'll rarely run a speaker at full volume continuously. For camping, beach days, or two-day trips without an outlet, look at the 24+ hour class. Manufacturer ratings assume mid-volume; expect roughly 40–60% of the rated time at high volume with bass boost engaged.