Time-Series Anomaly Detection (TSAD) is a challenging task in various applications.Graph-based approaches have made significant progress in tackling the challenges of TSAD.This survey comprehensively reviews TSAD using graphs, referred to as G-TSAD.The strengths, limitations, and potential future directions are discussed for each method.