Mn3O4 is a promising candidate for aqueous zinc ion batteries (ZIBs) due to its high theoretical capacity (468.5 mAh g−1) and environmental friendliness, while its practical application is hindered by slow kinetics and rapid capacity degradation. Herein, a porous Mn3O4 with segregated and interlaced carbon framework (HCF‐Mn3O4) is introduced. The in situ hydro‐assembled interlaced carbon nanotube (CNT) forms a porous structure enhancing electron conduction and accelerating Zn2+ transport; while the segregated CNT network serves as an encapsulation layer to improve mechanical stability. Together, these features facilitate the simultaneous insertion and transformation of H+/Zn2+ and enhance Zn2+ diffusion kinetics. As a result, HCF‐Mn3O4 achieves a high specific capacity of 474 mAh g−1 at 0.05 A g−1, excellent rate performance of 178 mAh g−1 at 1.50 A g−1, and stable cycling over 3000 cycles with minimal capacity decay (≈0.02% per cycle). This design offers new opportunities for developing high‐rate, long‐lasting ZIBs.