Enhanced adaptive optimization and presentation of on-line map data

Systems, methods and articles of manufacture are disclosed for presenting map data on a computing device. The map may be dynamically adapted based on a physical characteristic, such as display resolution, of the computing device. The map may be further adapted based on a user activity, such as shopping, that is taking place. Input from a user in response to a rendered map may be used to create a manual override or a learned override to further adapt the map for the computing device. The input may be from the user of the computing device or from users of other computing devices.