Gods, I feel like such a geek for this, but here goes:
According to the Avatar Wiki page on Pandora, the the gas giant the planet's in orbit around (named "Poluphemus", apparently) is itself in orbit around Alpha Centauri A.
The planet's atmosphere is 18% CO2 with a total pressure of 0.9 atmospheres at sea level. That much CO2 would cause a substantial greenhouse effect, warming the planet substantially -- yet the surface temperature is in the range where liquid water can exist. This, coupled with the fact that Alpha Centauri A is 1.5 times as bright as our Sun, means that Pandora/Polyphemus would have to orbit Alpha Centauri A substantially farther away than Earth orbits the Sun.
BUT, Alpha Centauri is a binary star system (trinary if you count Proxima), and at periastron, Alpha Centauri B is only 11.4 A.U. away from Alpha Centauri A. This means ANY object orbiting Alpha Centauri A can't be more than about 2.8 A.U. away from it, or else the perturbations from Alpha Centauri B would throw it out of the star system.
With as much off a greenhouse effect as an 18% CO2 nearly-Earth-pressure atmosphere would have, would 2.8 A.U. even be within the liquid water zone?


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And as stated previously, the time scale was about 3 months. Plenty of time for rain, even if it was offscreen.
But I could be wrong. I recall hearing some groups are doing higher-precision analysis of Kepler data to find Earth-size exomoons, although I doubt they'll find any.
