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Mobile apps have become a game changer in retail business. Consumers can shop anything through their smartphones anytime and anywhere. In Indonesia, various of online marketplaces such Tokopedia, Lazada, and Shopee have emerged giving customers many options to shop and they tend to switch channel easily to another shopping apps. This study tested a conceptual model describing the relationships among Technology Acceptance Model (TAM), flow, mobile irritation, attitude towards mobile shopping apps and intention to repurchase through mobile apps. The sample of this research is consumers who have experienced online shopping using mobile shopping apps. The data were collected from 181 respondents via online questionnaire survey. Structural Equation Modeling (SEM) was used for data analysis using AMOS version 22. The results show that perceived usefulness is significantly has a positive impact to flow while perceived ease of use is not significantly related to flow. Flow is positively related to attitude. In the contrary, mobile irritation has a negative impact to attitude. In addition, the results indicated that attitude is one of the main predictors of consumers repurchase intention and has a greater impact than the direct relation of perceived usefulness to repurchase intention. This study extends the research scope of mobile shopping behavior and provided implications for mobile app retailing.