The cloudiness from a bacterial bloom is usually very short lived and when it passes, the tanks do become crystal clear. Is not harmful to fish.
Some folks get it from adding driftwood and in some cases just setting up a new tank, the fresh tap water will cloud over for a few days.
In a natural enviroment one would have to assume that the bacterial actions are done while the water is leaching through the peat and leaf litter.