The saphenous vein graft (SVG) is one of the most commonly used graft in coronary artery bypass grafting. However, SVG failure is very common, significantly impacting patient prognosis. Therefore, effectively preventing SVG failure has become an urgent clinical issue and has garnered widespread attention. This article provides a review of research related to SVG failure, aiming to offer insights for clinical diagnosis, treatment and future studies.