ObjectiveTo investigate associations between hysteroscopic surgery for patients with varying cesarean scar diverticulum (CSD) severity and in vitro fertilization (IVF)/intracytoplasmic sperm injection (ICSI) embryo transfer (ET) pregnancy outcomes, focusing also on the correlation between the CSD size with its severity, and pregnancy outcomes.MethodsA retrospective study was conducted on patients with CSD who underwent IVF/ICSI‐ET at a university‐based hospital between January 2017 and July 2023. Patients were categorized into four groups based on CSD severity and whether they received hysteroscopic surgery: a mild surgical group (Group A, n = 86), a mild non‐surgical group (Group B, n = 30), a moderate‐to‐severe surgical group (Group C, n = 173), and a moderate‐to‐severe non‐surgical group (Group D, n = 96). Baseline characteristics and pregnancy outcomes were compared among these groups. Correlation assessments were conducted to explore relationships between CSD size with its severity, and pregnancy outcomes.ResultsCompared with Group D, Group C exhibited significantly increased rates of biochemical pregnancy (odds ratio [OR] 1.90; 95% confidence interval [CI] 1.03–3.51, P = 0.041), clinical pregnancy (OR 2.30; 95% CI1.18–4.45; P = 0.014), and live birth (OR 2.77; 95% CI 1.10–7.00, P = 0.031). However, no differences in pregnancy outcomes were observed between Groups A and B. Correlation analyses revealed significant positive associations between CSD severity and its depth, length, width, and volume.ConclusionsPatients with moderate‐to‐severe CSD achieved favorable IVF/ICSI pregnancy outcomes following hysteroscopic surgery. The CSD size was significantly related to its severity.