The sluggish kinetics of an air cathode has limited the wide application of zinc‐air batteries. As novel powerful electrocatalysts, atomic Fe‐N‐C materials have attracted immense research interest. However, creating Fe‐N‐C and Fe3O4 dual‐sites catalysts is still challenging. Here, we employ a facile and raw‐material‐sparse strategy to construct a zeolitic imidazolate frameworks (ZIF)‐8‐derived N‐doped carbon catalyst configured by embedded Fe‐Nx‐C/Fe3O4 dual sites on highly flexible carbon clothe. By soaking the precursor in the iron solution followed by pyrolysis at an optimized temperature, Fe species can translate into dual sites. Our results reveal that the optimal Fe‐NC‐950 catalyst displays an impressive quasi‐four‐electron‐transfer oxygen reduction reaction pathway exhibiting half‐wave potential (E1/2) of 0.89 V and onset potential (Eonset) of 1.04 V. Moreover, Fe‐NC‐950 based zinc‐air cell reached a high open‐circuit voltage of 1.54 V and a power density of 165.0 mW cm−2. Our results also showed that the trace amount of Zn species inherited from ZIF‐8 does not affect the catalyst performance.