Abstract It is of significance to develop an active, efficient electrocatalyst for the oxygen evolution reaction (OER) as this determines the efficiency and cost of water/seawater electrolysis. Here, a cost‐effective Ni─Fe hydroxide as a promising OER catalyst is developed by 1 min ultrafast method. The catalyst shows low OER overpotentials of 240 and 254 mV at 10 mA cm −2 in both 1 m KOH and alkaline seawater, respectively. It also exhibits excellent electrochemical stability. In situ Raman spectra and other physical characterizations prove the incorporation of Fe and the transformation of Ni(Fe)(OH) 2 to Ni(Fe)OOH are responsible for the enhancement of the OER performance. Furthermore, the Ni─Fe hydroxide catalyst can be readily scaled up and synthesized within 1 min. The catalyst with a size of 2000 cm 2 still remains electrochemically uniform. The alkaline electrolysis cell integrated with the Ni─Fe catalyst as the anode and commercialized porous NiMo foam as the cathode has demonstrated a current density of 200 mA cm −2 at 2.3 and 2.9 V in 6 m KOH and alkaline seawater at 60 °C, respectively. Therefore, the ultrafast synthesized, earth‐abundant Ni─Fe catalyst is scalable, economical, and highly active for OER, which is promising for industrial water/seawater splitting applications.