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I can store Session State in "InProc" or State Server or Sql Server. If i maintain Application State where do objects are getting physically stored?

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Application state is stored in memory. Every time the application is restarted, this is cleared out.

Because it is in memory, it cannot be used to store data accessible to a web farm.

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it is stored in memory on the server

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