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COVID pandemic has impacted cancer care delivery and cancer surgical services globally. There is an urgent need to study the extent of the impact of COVID on cancer surgery and individual institutional response and strategies adopted to counter the adverse impact. A review of administrative and clinical policy changes adopted at the tertiary cancer center to combat COVID pandemic and resume cancer surgical services were performed. A retrospective comparative analysis of cancer out-patient census during COVID pandemic affected year and the preceding normal year along with cancer surgery data audit for the same periods was performed to assess the impact of the pandemic on cancer surgery. In addition, COVID infection rates among cancer surgery patients and healthcare workers were evaluated. There was approximately a 50% reduction in cancer outpatient registrations during COVID pandemic affected year. A trend of increasing footfalls was noted with decreasing COVID intensity and opening of lockdowns. There was a 33% reduction in major elective surgery and a 41% reduction in emergency surgery performed during the COVID period. As far as cancer surgeries are concerned, there was a 12–50% reduction in volumes involving different subsites. Overall COVID positivity rates among cancer surgery patients was low (8.17%), and approximately 30% of healthcare workers involved in cancer surgery were tested positive for COVID during the study period. Results of the current study indicate a significant impact of COVID pandemic on cancer surgical services. There was a significant impact on outpatient visits and cancer surgery volumes. However, a multidisciplinary-coordinated team approach, effective administrative and policy implementation, adoption of revised surgical safety and anesthesia protocols, COVID screening, and testing protocols facilitated resumption of cancer surgical services without adverse impact on surgical outcomes.