When travelling people might seek for help or any sorts of information. For example, travelers might need suggestions about accommodation, transportation, activities, food, etc. while they are travelling. Moreover, they expect to get suggestions which are personalized according to some specific criteria such as preferences, age, location, etc. This paper sketches a framework named "Context-Aware Recommender for Mobile Users" that is responsible for providing users with personalized recommendations in order to deliver them the right service to the right user at the right time with the respect of their privacy.