In plant cells, autophagy is an essential quality control process by forming a double-membrane structure named the autophagosome, which envelopes and transports the cargoes to the vacuole for degradation/recycling. Autophagy-related (ATG) 8, a key regulator in autophagy, exerts multifunctional roles during autophagy. ATG8 anchors on the phagophore membrane through the ATG8 conjugation system and participates in different steps during autophagosome formation. Accumulating evidence has demonstrated that ATG8 cooperates with other ATG or non-ATG proteins in autophagosome biogenesis. Meanwhile, ATG8 plays an important role in cargo recognition, which is mainly attributed by the specific interactions between ATG8 and the selective autophagy receptors (SARs) or cargos for selective autophagy. Emerging roles of ATG8 in non-canonical autophagy have been recently reported in plants for different stress adaptations. Here, we review the diverse functions of ATG8 in plants, focusing on autophagosome biogenesis and cargo recognition in canonical and non-canonical autophagy.