If you want to repeat that in your neighboorhood in a smaller scale, there's https://www.openstreetcam.org/ (software open source, content CC-BY-SA) and https://www.mapillary.com/ (propietary afaik, content CC-BY-SA)
In my experience street level imagery is extremely helpful to add business names and other points of interest!
It's varies a bit depending if you're capturing via car, bicycle, foot or any other mode of transport, then again based on your budget and how much effort you want to put into your setup.
https://en.wikipedia.org/wiki/Structure_from_motion
Mapillary's open contribution (Structure from Motion pipeline):