Is there any way (any API or any URL) to find the lat, long by passing the area code (zip code) only?
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The Google Maps Geocoder will search on just zipcode.
Here is an example: (and a fiddle to see it working)
Google’s free version of the API is restrictive when it comes to batch geocoding. If you need to geocode lots of data you may want to look into a geocoding service like: USC’s geocoding service.