Abstract Rechargeable aqueous Zinc‐ion batteries (AZIBs) hold great promise for sustainable storage, yet their practical deployment is impeded by dendrite growth and hydrogen evolution reaction (HER). Hydrogel electrolytes offer a potential solution to stabilization but suffer from a trade‐off in ionic conductivity and mechanical robustness. Herein, by leveraging the Hofmeister effect, the way ions influence the solubility, stability, and structure of polymers in aqueous solutions, a concentration gradient hydrogel electrolyte (CGHE) is designed to reconcile these challenges. By integrating two hydrogels with high (1.5 m OAc − ) and low (0.3 m ) acetate concentrations, the CGHE achieves a high Zn 2 ⁺ transference number ( = 0.88) and excellent mechanical strength ( σ = 1.7 MPa, ɛ max = 310%). The quasi‐solid gradient architecture regulates Zn 2+ transport and cation selectivity, promoting uniform Zn (002) deposition while suppressing HER through reduced water activity in the networks. Consequently, symmetric Zn//Zn cells exhibit ultrastable cycling over 2,500 h at 1 mA cm −2 , and Zn//Cu asymmetric cells deliver a coulombic efficiency of 99.1%. The Zn//hydrogel//V 2 O 5 full batteries retain 91% of capacity after 500 cycles at 2 A g −1 , while the quasi‐solid electrolyte offers flexibility and flame resistance, enabling potential safe operation in wearable devices. The gradient electrolyte design provides a general strategy for constructing advanced electrolytes in metal‐based energy systems.