That’s the gap. Evidence collection takes too long. By the time you know where to look, the key data has vanished. Observability-driven debugging changes that. It shifts from reactive chasing to instant, automated capture of the exact evidence you need, right when it matters.
Evidence collection automation means no more scrambling for context after the fact. Events, traces, states, and payloads are gathered at the moment of failure — before retries overwrite history or garbage collection clears memory. This makes debugging not just faster, but precise.
Observability-driven debugging ties it together. With the right hooks into runtime, errors become rich, self-contained stories. Every anomaly is tagged, timestamped, and linked to the event chain that caused it. You see network calls, configs, variable values, and execution paths without re-running or reproducing the issue. Code changes become calmer. Incidents resolve in minutes instead of hours.