Ask HN: Local data

How would you go about compiling a database of all the major retail companies and their store locations in the USA? This is information needed for a project that I'm working on and I'm struggling to find an efficient solution.

Can this information be bought somewhere at a reasonable cost? Would you scrape it from somewhere? Use Google & Yahoo local APIs? How do you think Google & Yahoo got this data? How would you do it? Thanks!