Often they're so remote, or in such inconvenient spots, there's no easy way to pop in a fresh battery when they run down, or fix their power source should it degrade or break.
Creating a 'living' power source that converts material in the environment, such as methane, makes for a greener, simpler power cell that won't weaken as the Sun sets.Algae could be the solution that provides a middle-ground option, acting as a solar cell and living battery to provide a reliable current without a need for nutrient top-ups. Already being explored as a source of energy for larger operations, algae could provide power for countless tiny devices as well.