Various embodiments provide a computer-implemented system and method providing a user interface framework for viewing large scale graphs. An example embodiment includes obtaining graph data including information related to a plurality of nodes, the plurality of nodes corresponding to top search queries; assigning an absolute position in a graph for each of the nodes of the plurality of nodes; constructing a plurality of sub-graphs related to one or more of the plurality of nodes, the sub-graphs corresponding to search result clusters related to the top search queries corresponding to the one or more of the plurality of nodes; rendering the graph and generating a plurality of tiles representing sub-graph images of the plurality of sub-graphs at each of a plurality of zoom levels; and displaying a sub-graph image corresponding to a selected position and zoom level.