Abstract Iron‐based pyrophosphates are attractive cathodes for sodium‐ion batteries due to their large framework, cost‐effectiveness, and high energy density. However, the understanding of the crystal structure is scarce and only a limited candidates have been reported so far. In this work, we found for the first time that a continuous solid solution, Na 4− α Fe 2+ α /2 (P 2 O 7 ) 2 (0 ≤ α ≤ 1, could be obtained by mutual substitution of cations at center‐symmetric Na3 and Na4 sites while keeping the crystal building blocks of anionic P 2 O 7 unchanged. In particular, a novel off‐stoichiometric Na 3 Fe 2.5 (P 2 O 7 ) 2 is thus proposed, and its structure, energy storage mechanism, and electrochemical performance are extensively investigated to unveil the structure–function relationship. The as‐prepared off‐stoichiometric electrode delivers appealing performance with a reversible discharge capacity of 83 mAh g −1 , a working voltage of 2.9 V (vs. Na + /Na), the retention of 89.2% of the initial capacity after 500 cycles, and enhanced rate capability of 51 mAh g −1 at a current density of 1600 mA g −1 . This research shows that sodium ferric pyrophosphate could form extended solid solution composition and promising phase is concealed in the range of Na 4− α Fe 2+ α /2 (P 2 O 7 ) 2 , offering more chances for exploration of new cathode materials for the construction of high‐performance SIBs.