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When we migrate few thousand users - its fine and dashboard renders correctly.

A large number of users (millions +) in itself does not cause a problem. Its only with web-interface and dashboard, which cannot render properly. When we login into web, pod starts utilize RAM and crashes (restarting) when he reaches to 32GB RAM.