Management • Warehouse Management System • Order Management System • Enterprise Resource Planning • Search and Personalisation Suite • Shopping Feeds • Conversational AI • …
No error logs — Reports as successful — Failures buried and ignored — Asynchronous updates run out of order — Updates overwritten and undone Silent Consumer Hidden Errors Race Conditions Silent Killers* * not a comprehensive list!
No exceptions thrown APIs return successful response codes Logs are clean It actually synced Record gets updated… …with the right information Downstream systems notified A lack of errors does not guarantee correctness
Available to users — Monitored control cases — Accessible without SSH — Long-lived — Log aggregation — Auditable history of sync actions Proactive Visibility Accessible Diagnostics What “Good” Looks Like 12
Available to users — Monitored control cases — Accessible without SSH — Long-lived — Log aggregation — Auditable history of sync actions — Log what is useful… only — Pipeline trace logs — “Just In Case” logging — Session identifiers — Toggle verbose mode — Log by session id or SKU Proactive Visibility Accessible Diagnostics Intentional Logging What “Good” Looks Like 13