Exactly-once processing (EOP) is often touted as the gold standard for reliability in distributed systems. The promise of processing each message just once seems perfect, whether you're developing financial systems, real-time analytics pipelines, or event-driven microservices.But the truth is much more complex. What most systems refer to as "exactly once" is actually an approximation that balances trade-offs, limitations, and assumptions rather than an absolute.