Abstract: Against the backdrop of low-carbon city construction, exploring the organic integration path between residents' leisure life and urban tourism models can provide theoretical support and practical foundations for enhancing the urban wandering experience. From the user perspective, this study constructs an evaluation index system for urban wandering paths, which includes 3 dimensions and 21 factors. By applying the IPA-Kano model and random forest model, it conducts an in-depth analysis of the perception differences among groups of different generations （young, middle-aged, and elderly） and identities （residents and tourists）. The research results show that 5 key factors have a significant impact on user satisfaction but perform poorly currently. These factors include the diversity of facades, the number and location of public toilets, crowd congestion, the integrity of paths, and the setting of internet-famous check-in spots. They occupy an important position in user needs but receive low ratings in actual experience, thus requiring urgent optimization and adjustment. The study proposes strategies such as optimizing street facade design, improving the layout of public toilets, controlling crowd density, enhancing path continuity, and rationally planning internet-famous check-in spots, aiming to provide a reference for the optimization of urban wandering paths.