I'm looking for a way to test my webpages that have dynamically generated graphs (using such things like Google Graphs). Does anyone know if there are such tools that exist (perhaps Selenium would do this).
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You won't be testing if Google Graphs work, because that's not your job. What you should test, is if you're sending correct API calls to the external service and if given a well formated reply your application process it as expected.