This study examined international students’ engagement in leisure activities using data derived from an integrated method and analyzed through acculturation and means-end chain approaches. A cluster analysis was conducted to identify acculturation types. An initial qualitative survey with 30 respondents produced the questionnaire items, and a quantitative survey to construct value maps was conducted targeting 415 respondents. The cluster analysis identified bicultural acceptance, heritage culture maintenance, and bicultural marginalization as distinct types that distinguish the acculturation level among international students. The results from three acculturation types indicate that the significant items and strong linkages between attribute-consequence and consequence-value at each level reflect the international students’ inner thoughts and ultimate value. Such strong associations provide value maps, which differ according to the acculturation types. Such findings present that availability of leisure services is necessary to better cater to the special interests of international students at different stages of acculturation. Given that international student mobility has increased substantially, relevant leisure professionals and organizations should understand that international students’ sustainable leisure engagement can only be achieved if attention is paid to cultural contexts.