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Abstract In a live‐streaming shopping community, the quality of complaint handling may significantly influence relationship recovery between the consumer and retailer (or streamer) following service failures. Despite the significant progress made in previous works, there are still research gaps in the study of customer complaint handling and customers' post‐behavior. Therefore, this study introduced the important variable “swift‐guanxi” (SG) to explore the relationship between complaint handling and the sustained participation of customers. Data were collected through both online and offline methods. A structural equation model (SEM) was used to test the relevant hypotheses. The results from assessing these data indicate that the factors of conversational human voice (CHV), reply length (RL) and perceived justice (PJ) all exert a significant influence on SG, which in turn affects the sustained participation behavior (SPB) of customers. In addition, complaint publicization (CP) has a negative impact on this behavior.
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