Pardon my ignorance here, I have not worked with these kinds of large scale systems.

But the first stack I would reach for to handle a queue would be erlang/otp (or maybe elixir), is that not designed to handle large queues without failure?

Again I am absolutely no expert but I'd like to hear the views on this.