In the high-tech era developed by mobile devices and networks, the online shopping channel for consumers is no longer only bricks and mortar and desktop computers. The Nielsen Company indicated that consumers' online shopping behavior has changed from using desktop computers to mobile devices on B2C websites. However, the Nielsen Company report also found that consumers still chose the shopping website to make a trade deal with merchant. This study explores whether there is any difference in consumer trust between the shopping websites and the shopping applications, and the study sample that is consumers in common used online shopping platform. The research experiment was divided into two phases: the first phase used a questionnaire survey, which assessed consumer trust levels of shopping websites and shopping applications, and summed up consumers' opinions that is unfriendly parts for consumers. The second phase was an evaluation according to the results of the questionnaire survey. We then made a new shopping application prototype, and obtained the result from a focus group that it was an improved version of the user interface. We also explored different levels of trust between the original version and the improved version of the shopping application by t-test. This research shows that: (1) the shopping websites and shopping applications aren't influences on the consumer's property of trust in the process of online shopping, (2) shopping websites and shopping applications have different levels of consumer trust that is related to the user interface, (3) trust of shopping application is related to usability of the user interface, and (4) different levels of trust between original version's shopping application and improved version's shopping application is related to Nielsen's top ten usability principles. These are: "Visibility of System Status," "Consistency and Standards," "User Control and Freedom," and "Aesthetic and Minimalist Design."