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Here is a paper on that topic: http://pmg.csail.mit.edu/~ajmani/papers/ecoop06-upgrades.pdf

Their examples show that it is not possible to do all application upgrades without downtime, and they show how to keep downtime to a minimum (e.g. by only making parts of your application inaccessible).

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