First of all, the concept of "at scale" on frontend is always very different from backend. You are not spinning up AWS instances here as the traffic hits. But scale matters here. Especially when you need to support 500+ different devices from 50+ OEMs.
joelonsoftware.com/2000/04/06/thi… .
For eg: jakewharton.com/public-api-cha…