From what size of data MySQL is not performant any more?

Is this the right Question? Somebody asked me this question and I told myself to write about that topic. This questions are always lacking of of context, but there might be a correct answer. Usually you don’t reach the performance limit of MySQL very easily. Its the wrong questions you ask…
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