This study used a mixed-methods approach, combining both qualitative and quantitative data analysis techniques. The data was collected from the Google Play Store, using a custom-built scraper tool to extract information on Qiwa app downloads, including version numbers, download counts, and user reviews. The data collection period spanned six months, from January to June 2022.