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That’s how it works. In order to invalidate the cache you could use a signal to clear certain cache entry when certain model instance is saved.
https://docs.djangoproject.com/en/1.8/topics/signals/
As for setting an infinite cache, use None as timeout and it will never expire (Django 1.7+).
Source:stackexchange.com