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Alright, so something was wrong with my view definition (although all the views were successfully validated by View manager). I reloaded my views and all of them show on the "Data Selection" tab of the chart portlet.
Hi Kaushik - I'd like to understand why you need 20+ views in your application. Views were designed to capture a concept in the data (Customers, Employees, Transactions, etc.) and you could then group and select the metrics you need in the particular visualization's configuration. Are you using Views more like a query library for your components?