We study radiative transfer through a weakly polarizing medium, i.e., a med
ium in which the degree of polarization of the absorbed, retarded, and emit
ted light is always weak. In this case, the general radiative transfer equa
tion for the Stokes parameters yields very simple formal solutions. The int
ensity does not depend on the polarization, and the other Stokes parameters
are uncoupled from each other. It is shown how this simplified radiative t
ransfer equation holds in many realistic cases relevant for solar and stell
ar magnetometry. It can be applied whenever the weak magnetic held approxim
ation works, i.e., for weakly split lines. In addition, it handles weak spe
ctral lines, structures with complex magnetic topology, chromospheric lines
formed under non-LTE conditions, etc. The merits of the approximation, whi
ch we call the weakly polarizing medium (WPM) approximation, are illustrate
d by means of several LTE and non-LTE line syntheses in realistic solar mod
el atmospheres. The WPM approximation should be useful in planning and unde
rstanding measurements based on polarization. It simplifies the relationshi
p between the observed polarization and the physical structure that one tri
es to retrieve. The approximation may also be used in numerical problems re
quiring extensive polarized radiative transfer (inversion codes, syntheses
of stellar spectra, self-consistent multilevel non-LTE Zeeman line transfer
with atomic polarization, etc.).