Is it possible to edit web.config file of my cloud app deployed on Windows Azure without redeploying my app ?
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Yes, this can be done. The steps are:
I wrote a blog post http://anuchandy.blogspot.com/2014/02/changing-webconfig-file-deployed-on.html with sample code.