Mobile devices provides retailers with an opportunity to offer a context-aware guidance service for in-store shopping. We propose a contextual store shopping recommendation system for customers’ shopping path support. The proposed framework is developed based on extracting and analyzing shopping information and social information. The proposed model is effective in providing an appropriate shopping route and enhancing users’ shopping experience.