Originality/value – To the best of the authors’ knowledge, this study is the first to utilize the visual data mining techniques in examining airport users’ experience. Visualization produced summaries of qualitative comments in the form of tag clouds, word networks, and word tree images that help discover the most emerging themes of travelers’ complaints and compliments.