The influence of rolling strain path on the microstructure, texture, recrystallization behavior, and tensile properties of a Nb–10Hf–1Ti alloy sheet was investigated. Unidirectional rolling (UR) produced continuous lamellar bands with a dominant
(γ-fiber) texture, whereas cross rolling (CR) disrupted band continuity and promoted a strong rotated cube
texture. These distinct deformation states governed recrystallization during annealing at 1100, 1175, and 1250 °C for soaking times of 1, 2, and 3 h, with CR samples recrystallizing earlier, more uniformly, and to finer grain sizes than UR samples. Recrystallization textures largely inherited the rolling textures, with UR samples retaining a dominant
-fiber and CR samples showing progressive redistribution between rotated cube and
-fiber components. Visco-Plastic Self-Consistent (VPSC) simulations accurately captured the true stress–strain response and texture evolution, identifying
slip as dominant. Samples annealed at 1250 °C displayed four-stage strain hardening, including an additional intermediate stage associated with increased work-hardening rate, enhancing uniform elongation. The key novelty of this work is the identification of strain-path-dependent recrystallization mechanisms and optimized annealing conditions for improved strength–ductility balance in Nb–10Hf–1Ti alloy sheets. Optimal strength–ductility synergy was achieved through strain-path-dependent annealing: UR samples at 1175 °C/2 h (YS∼279 MPa, UTS∼360 MPa, %El∼21) and CR samples at 1250 °C/1 h (YS∼248 MPa, UTS∼326 MPa, %El∼23) exhibited the best performance due to microstructure–texture optimization and enhanced recrystallization, respectively.