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Suppose I have created one app and reports also. I want to know the SQL Query behind each reports that can help better to understand the problem which needs to be solved. How to do that?
Check the Data Load Editor, or the app log. Both will show you the loads (and queries) used for the app.
I agree with you but if for a chart in a sheet i want to know the sql query then how to do that?
There is no SQL query behind a chart. Qlik doesn't work that way.
It's a matter of an appropriate documentation within the object and it's dimensions/expressions what should happens and why.
The nearer everything is designed to the official recommendations (using a star-scheme and all essential logic is within the data-model) and the native usability (using mostly simple expressions like sum() and count() and the user selects the wanted views/values) it wouldn't be cost much efforts because the most within the UI would be self-explanatory and only the few exceptions needs to get attention.