A stochastic radiative transfer model for retrieving clouds/ozone is designed.
Errors of independent pixel approximation (IPA) for O3 total column are small.
The error of IPA for ozone profile retrieval may become large.
The use of stochastic model reduces the error of ozone profile retrieval.