Let's get straight in with an example. This URL:
http://chart.apis.google.com/chart?cht=p3&chd=s:hW&chs=250x100&chl=Hello|World
Creates this image:
That's as simple as it can get. A simple http request and you get a PNG image back with a rendered chart. Currently there are line charts, bar charts, pie charts, scatter plots, and sparklines.
Although this project began as a 20% project and was intended to be used internally - on Google Video and Google Finance - it was only natural to allow other users to use it as well.
You can find out all about it at on the Google Chart API homepage and there's a Google Chart API group for questions and support.
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