How does auto scaling work? Are there limits?

I was told that, in the event that the Beamable platform can not scale up fast enough to handle the load, the client is returned failure codes indicating rate limiting until the infrastructure can scale out farther. Is there a ceiling to how much you will scale? Are there scenarios (DDoS?) where there is a maximum scale beamable will go, and a degradation in service is expected?