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" ... There's a phenomena that many software companies run afoul of: the principle of Not Invented Here. If something was not invented here, then it's not good enough to develop on. This usually ends up creating very proprietary stacks where the wheels and most of the rest of the vehicles are reinvented (sometimes several times). In the dataspace world, the corresponding concept is Not Our Data. If the information involved is not something that comes from within an organization, it's not good enough to use. This usually results in organizations redefining how regions (states or provinces) are modeled in a country, results in YAA (yet another acronym) for common concepts, and often times means potentially millions of dollars spent on reinventing those damn wheels. To the extent possible, especially when getting started, take advantage of existing data sets, of zipcodes and gazeteers and linked data. Govermment data, when available, can prove incredibly valuable, and I suspect that companies which finally are able to consolidate data aggregation in specific markets will become huge over the next decade as they start selling this cleaned, curated data in as wide a variety of formats as possible. ... "