P‐type polymers are polymeric semiconducting materials that conduct holes and have extensive applications in optoelectronics such as organic photovoltaics. Taking the advantage of intrinsic discontinuous light absorption of organic semiconductors, semitransparent organic photovoltaics (STOPVs) present compelling opportunities in various potential applications such as building‐integrated photovoltaics, agrivoltaics, automobiles, and wearable electronics. The characteristics of p‐type polymers, including optical, electronic, and morphological properties, determine the performance of STOPVs, and the requirements for p‐type polymers differ between opaque organic photovoltaics and STOPVs. Hence, in this Minireview, recent advances of p‐type polymers used in STOPVs are systematically summarized, with emphasis on the effects of chemical structures, conformation structures, and aggregation structures of p‐type polymers on the performance of STOPVs. Furthermore, new design concepts and guidelines are also proposed for p‐type polymers to facilitate the future development of high‐performance STOPVs.