Representatively, the ORR/ OER delivers the discharge/charge process of both aqueous Zn-air batteries and aprotic Li-air batteries which are promising power source candidates for prevailing portable devices and electric vehicles. [7][8][9][10][11][12][13][14] However, the sluggish kinetics of molecular oxygen electrocatalytic reduction and evolution lead to high overpotentials, poor rate capability and short cycle life, severely hampering the widespread implementation of these systems. [15][16][17] Exploring efficient and stable electrocatalysts for ORR/OER is crucial to overcome these issues. [18,19] Currently, there exist difficulties to find a favorable electrocatalyst to stimulate both reactions because elegant OER catalysts usually exhibit poor catalytic activity toward ORR and vice versa.The representative examples are single atoms catalysts (SACs) and layered double hydroxides (LDHs). [20][21][22] There has been significant progress on SACs and LDHs with successfully exploration of various catalysts, such as MnNC, [23] Fe SAs/NC, [24] CoAl LDH, [25] and CoNiFe LDH, [26,27] etc.; however, SACs and LDHs exhibit dedicated catalytic activity toward ORR and OER, respectively. Take the noble metal catalysts for another example, Ru and Ir based materials are prominent OER catalysts while poor for ORR. Oppositely, Pt based materials are elegant toward ORR but poor for OER. Interface engineering is an efficient strategy to enhance the electrocatalytic activity of hybrid materials by taking advantage of the synergistic effect of double or even multiple active sites. Here, the rational design of a Pd/NiO atomic interface with well patterned Pd arrays imbedded into NiO thin films are reported to boost the catalytic activity toward the oxygen reduction/ evolution reaction. Theoretical analysis elucidates that the Pd (111)/NiO (111) interface with minimized lattice mismatch effectively adsorbs intermediates (OH * , LiO 2 * , Li 2 O 2 * , and Li 2 O * ) and induces the growth/decomposition of electrochemical reaction products, which greatly lowers the Gibbs energy barrier of crucial steps and boosts the reaction kinetics. As expected, such hybrid thin films exhibit high catalytic activity for both the oxygen reduction reaction and oxygen evolution reaction, with performance comparable to the benchmarked Pt/C and RuO 2 catalysts. Moreover, favorable performance is also achieved in both aqueous Zn-air batteries and aprotic Li-air batteries with an overpotential of only 0.69 and 0.50 V, respectively. This work suggests the great potential of such particularly morphological hybrid thin films in the development of high-performance catalysts for energy storage and conversion.