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The hardest part to scale are the shared services, particularly the fileserver, see https://gitlab.com/gitlab-com/operations/issues/1/

For the RoR application servers we can (and did) just spin up more machines https://about.gitlab.com/2016/04/29/look-into-gitlab-infrast...




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