To compare the clinical efficacy and aesthetic perspectives between single‐port gasless laparoscopic breast‐conserving surgery (SGL‐BCS) and traditional breast‐conserving surgery (T‐BCS) in early‐stage breast cancer. A total of 70 patients who were diagnosed with stage I or stage II breast cancer participated in this study, which 35 patients underwent SGL‐BCS, while others underwent T‐BCS. There were no death or severe intraoperative complications, and none of the patients exhibited regional recurrence, distant metastases, or any critical complications after 2 years follow‐up. SGL‐BCS is feasible and safe surgery, and has advantages in terms of a single, shorter, hidden incision, high‐satisficed aesthetic outcome and less intraoperative blood loss.