Trace recent runs
Compare successful and failed executions so the real failure pattern is visible before changing nodes.
n8n workflow reliability audit
For teams with an existing n8n workflow where runs pass in testing but fail in production through missing fields, duplicate events, webhook timeouts, API errors, stale credentials, or silent downstream writes.
Operating plan
Compare successful and failed executions so the real failure pattern is visible before changing nodes.
Separate missing data, duplicate events, stale auth, timeout behavior, and downstream write errors into fixable checks.
Document the smallest stable path, test payloads, retry rules, owner-visible alerts, and what should stay manual.
Related paths
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