Ideally I want a database that contains all points on the earth down to about 3m by 3m square and a corresponding street address if one exists (might be a many to one relationship).
Does such a DB exist, and, if so, which is the most comprehensive?
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Nominatim has an API that gives data on at the very least the street level. You can provide a latitude and longitude and have an address returned.