If you don't reject load when the system is stressed, the system rejects load for you — usually by falling over. Backpressure is the polite version of saying no.
Surface it everywhere there's a queue. A bounded channel that drops or rejects beats an unbounded one that quietly fills memory until OOM. Same for HTTP — return 429 with a useful Retry-After before the latency tail eats everyone.