Federated CI Systems

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when is a single central master build server a good idea? Does that scale well? For how long ? For how many teams?

Is it ever a good idea to have multiple "federated" masters? Are there pains that this can help solve?

Could you even give teams the freedom to run with multiple vendors? (E.g. Jenkins + TeamCity + Go )