Background The pathogenic bacterium Klebsiella pneumoniae (KP) is the major causative agent of pyogenic liver abscess (PLA). But reports about the prognosis of KP-caused PLA (KPLA) are rare. This study aimed to ascertain the recurrence rate of KPLA after initial treatment, and its contributing factors. Methods The medical records data were retrospectively analyzed of KPLA patients who were admitted to Shengjing Hospital of China Medical University from January 2012 to January 2018. According to whether or not there was recurrence of KPLA during follow-up, the patients were divided into a 'recurrence' and a 'non-recurrence' group. The clinical and CT characteristics of patients were compared between the two groups, and those factors related to KPLA recurrence were further analyzed. Results A total of 110 patients who had first-time episodes of KPLA were included into the study. The average follow-up time was 3.65±2.18 years. Twenty (18.18%) KPLA patients experienced recurrence. Those in the recurrence group had a significantly greater incidence of extended-spectrum βlactamase (ESBL) production compared to the non-recurrence group (30.0% vs 8.89%, P=0.018). Diabetes, biliary tract disease, and history of malignancy was not associated with recurrence (all P>0.05). No difference in the CT characteristics of KPLA (including abscess size, location, whether multilocular, gas production of KPLA, and thrombophlebitis) was found between the two groups. Multivariate regression analysis showed that ESBL production (OR, 6.3; 95% CI, 1.02-38.59; P=0.04) was an independent risk factor for the recurrence of KPLA. Conclusions KPLA has a high recurrence rate, and ESBL production is a risk factor for recurrent KPLA.