The air medium does add noise to the measurement depending on wavelength but it’s also small things adding up like the repeatability of the angle the satellite is at when it measures that same point. An arc-second of error at 400km is over a meter so even a fraction of an arc-second is enough to introduce a lot of noise between measurements.