http://mapillary.com/ or http://openstreetview.org/, basically GPS tagged photos or video streams. Note in both cases the datasets will be free to use for non-commercial use but for commercial it's bound to a license.

And OpenStreetMap of course. I recommend the free http://maps.me/ app that works offline. Every restaurant, every phone number helps.