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I am looking at where data is stored on an Android device. The ending of the path is com.androidemail/cache/then a jpg. What is the email cache?

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Cache is a kind of temporary storage for faster access to e.g. files loaded via network. In case of an email app, this most likely holds contents that where attached to a mail (like images: you even named a .jpg, that's it), so it doesn't need to be re-loaded via the network each time the user looks up a message (see: Web cache).

Also see our tag-wiki.

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