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Client class takes care about retrying when connection to the etcd node fails. It calculates amount of retries and timeout depending on etcd cluster size. Etcd class should not retry when EtcdConnectionFailed exception is raised (this case is already handled in the Client). Besides that adjust retry timeouts in the Client class.