In this position statement, we share some of the issues we have encountered in visualizing data in our urban AR testbed. As part of this work, we are experimenting with hundreds of POIs we have collected from a set of data sources including Yelp, Bing Search, Foursquare, CityMaps, and NYC 311 OpenData for the Flatiron district in Manhattan.