Abstract: A method, apparatus, and system of opinion analysis and recommendations in social platform applications are disclosed. In one embodiment, a method includes processing an opinion data of a user through a platform application interface of a social community environment, the opinion data to include at least one of an opinion and a response of the user, determining an opinion match of the user based on analyzing at least one of an attribute and a polarity of the opinion data using a natural language processing algorithm to match the opinion data across a categorized set of opinions associated with certain ones of a plurality of users of the social community environment, and recommending the opinion targeted to the user based on at least one of the opinion match and a likeness profile determined of the user agnostic of a degree of separation between the user and any of the users.