Curative resection stands as the sole potential cure for gallbladder cancer (GBC); nevertheless, a dearth of knowledge persists regarding long-term follow-up data and prognostic factors that hinder achieving a cure post-surgery. A retrospective cohort study was conducted by analyzing pathologically confirmed initial resections for GBC between 2000 and 2013 across three Chinese medical centers. The concept of observed cure refers to a 10-year survival period devoid of any disease recurrence. Employing a semiparametric proportional hazards mixture cure model enabled the identification of clinicopathological factors impeding a cure for GBC post-surgery. In our current study, a total of 331 patients were included, with a follow-up period exceeding a decade. The median overall survival (OS) was recorded at 31.6 months, with 39 patients (11.78%) achieving a 10-year OS, classified as 10-year survivors. Within this subset, 36 patients reached a 10-year relapse-free survival, denoting cure, and yielding an observed cure rate of 10.88%. Notably, factors such as combined surgical resection involving invaded organs, positive lymph node metastasis, and R1 resection (below 1%) were identified as virtually precluding a cure. Additionally, patients with T3-4 stage, hepatic invasion, advanced AJCC stage or poor tumor differentiation exhibited a low likelihood of achieving cure (below 5%). The discovery of these prognostic factors holds significant value in tailoring individualized treatment strategies and enhancing clinical decision-making processes.