There are phydical measuring stations. Official government ones in the us are located at airports, unofficial sources like weather underground use volunteer stations get data from stations located more broadly in cities. Weather radar can also show amounts of precipitation in the air so they can see how much water is falling over larger areas.
Commercial weather providers also aggregate their own stations and official government sources to provide information to their subscribers.
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