This retrospective case-control study found that among 284,105 surgical patients, the incidence of early post-operative stroke (≤24 hours) was 0.015%, and risk factors included ASA status ≥3, operation time >120 minutes, and intra-operative hypotension with inotrope/vasopressor use.