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Drupal database overflow with data

I have a problem with databases growing to enormous dimensions. The data is small but plenty.
My problem is that my provider has a limit to what I can download and save from his hosting server. And so, if I want to do an upgrade or make a backup, I am not able to do this my self. I have to ask my provider to send me a dump.

Since I am only using Drupal there is bound to be others with the same problem. And I think I found it.

In my case it is the cache that causes it.