Sodium ion capacitors (SICs) have drawn enormous interest due to their cost efficiency, superb power/energy densities, and long-span service life. Nevertheless, the imbalance of two involved electrodes in both kinetics and stability, mainly originating from battery-type anodes, restricts their practical application. Herein, we first propose a heterointerface engineering strategy to design a flexible self-supporting hybrid film anode, where metallic Mo 2 C quantum dots (QDs, ∼41.1 wt %) selfencapsulated in N-doped carbon nanofibers (N-CNFs) thanks to the interfacial interactions, toward advanced SICs. The synergistic effect of structural/compositional merits is highlighted with the induced interface coupling Mo−N−C toward enhanced electrochemical kinetics/stability and reinforced electrode structural integrity. The accelerating mechanism of electron migration at the heterogeneous interfaces is unveiled with density functional theory calculations. The obtained Mo 2 C QDs@N-CNFs film electrode is rendered with a competitive capacity of ∼160.9 mAh g −1 at 5.0 A g −1 , robust pseudocapacitive contribution, and long-duration cycling stability. Besides, the Mo 2 C QDs@N-CNFs-based SICs exhibit exceptional electrochemical properties. More significantly, the in-depth insights into the unique Na + -(de)intercalation mechanism of Mo 2 C QDs@N-CNFs are rationally proposed with in situ X-ray diffraction and electrochemical techniques. This promises the enormous potential of our designed carbon-matrix-confined Mo 2 C QDs nanohybrid for SICs and beyond.