Abstract The pursuit of cost‐effective and sustainable sodium‐ion batteries (SIBs) necessitates innovative electrolyte designs to address the limitations of conventional sodium salts (e.g., NaPF 6 , NaFSI), which suffer from complex synthesis, atmospheric instability, and high production costs. Inorganic sodium salts such as NaNO 3 offer a promising alternative due to their low cost, air stability, and thermal robustness, but their poor solubility in non‐aqueous solvents and inadequate reduction stability hinder practical application. Herein, we propose a novel electrolyte system utilizing NaNO 3 as the sole sodium salt, dissolved in a dual‐solvent formulation of trimethyl phosphate (TMP) and tris‐(2,2,2‐trifluoroethyl) phosphate (TFEP). TMP enables high NaNO 3 solubility via its high Gutmann donor number and permittivity, while TFEP modulates ion‐solvent coordination to enhance reduction stability and promote the formation of a stratified inorganic NaF/NaN x O y ‐rich SEI film on hard carbon (HC) anodes. Attributed to the enhanced reduction resistance of the solvation structure and the robust SEI film, the HC electrode achieves a high initial Coulombic efficiency (78.6%) and impressive cycling stability with 99.4% capacity retention after 200 cycles, while the Na 4 Fe 3 (PO 4 ) 2 (P 2 O 7 ) (NFPP) cathode retains 87.5% capacity after 400 cycles. Additionally, HC//NFPP pouch cells confirmed the system's viability, even discharged under ignition conditions. This study provides a strategic blueprint for designing low‐cost, high‐safety electrolytes for advanced SIBs, highlighting the promise of NaNO 3 in achieving sustainable energy storage solutions.