Associations between degrees of postoperative hyperglycemia and morbidity has previously been established. There may be an association between the glycemic profile and patient‐reported recovery, and this may be a target for perioperative quality improvements. We aimed to investigate the association between metrics of the 30‐day glycemic profile and patient‐reported recovery in nondiabetic patients after major abdominal surgery. In a prospective, explorative cohort study, nondiabetic adult patients undergoing acute, major abdominal surgery were included within 24 h after surgery. Interstitial fluid glucose concentration was measured for 30 consecutive days with a continuous glucose measurement device. The validated questionnaire ‘Quality of Recovery‐15’ was used to assess patient‐reported quality of recovery on postoperative days 10, 20, and 30. Follow‐up time was divided into five‐day postoperative intervals using days 26–30 as a reference. Linear mixed models were applied to investigate temporal changes in mean p‐glucose, coefficient of variation, time within 70–140 mg/dl, and time above 200 mg/dl in relation to patient‐reported recovery. Twenty‐seven patients completed the study per protocol. A hyperglycemic event (>200 mg/dl) occurred in 18 of 27 patients (67%) within the first three postoperative days. Compared to the reference period, the coefficient of variation was significantly increased during all time intervals, indicating prolonged postoperative insulin resistance. During 30 days of follow‐up, patient‐reported recovery was associated with the coefficient of variation measured for 3 and 5 days before the corresponding recovery score assessment (recovery score estimate −1.52 [p < .001] and −0.92 [p = .006], respectively). We did not find an association between the remaining metrics and patient‐reported recovery. Alterations in the glycemic profile are frequent and prolonged during the first postoperative month after major surgery probably due to peripheral insulin resistance. Our findings indicate that high‐glycemic variation is associated with poorer patient‐reported recovery and might represent a proxy for care improvements in the postoperative period.