Exactly‑once is a spectrum of guarantees, not a binary promise
The Medium deep‑dive shows that “exactly‑once” in data pipelines is a chain of contracts—from source CDC to transport, stream processing, and destination storage—each with its own failure tolerance. Mis‑aligned guarantees can still double‑count business events, so understanding the spectrum is essential for reliable analytics.