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I need a cache layer for my web app which stores gigabytes data in it, I found some options like Asp.net Cache, or Singleton approach to store my data in it, but as you know these options I mentioned already will be reset when application recycles ...

Any ideas?

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Then your going to have to look at solutions like Windows Server AppFabric Caching

http://msdn.microsoft.com/en-us/library/ff383731(v=azure.10).aspx

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Is it durable? I mean persistent?
Yes. AppFabric stores it's cache in XML, SQL Server or a custom provider. It's out of process from the IIS pool.
In XML? Isn't it in memory cache?
It's in memory but needs to persist it somewhere. It's not an add-on you just slap on a project. You would need to be thinking about it from the start.
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You could try something like Dache, a natively .NET distributed caching system. The whole idea of persisting data beyond application lifecycle is to have the data held out-of-process which typically means running on a different server. That way, when you reboot your app/server the data remains.

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