Error Handling Patterns Every Production Automation Needs
Mehendi Khanna ChawlaJune 11, 2026 6 min read
1. Explicit error branches
Never let a failed step end silently. Route failures to a notification channel with the payload attached.
2. Idempotency keys
Use a deterministic key on every write so a retry does not create duplicate records.
3. Dead-letter storage
Write failed payloads to a sheet or table so nothing is lost while you debug.
4. Heartbeat monitoring
Schedule a daily ping. If the heartbeat stops, you learn about the outage before the client does.
Want this built for your clients under your brand?
Our pods ship workflows like this every week, white-labelled and QA'd before handover.
Mehendi Khanna Chawla
CEO & Founder, Skaling360
Mehendi leads backend delivery operations for agency teams across the US and UK. She specializes in GoHighLevel architecture, custom automations, and dedicated fulfillment pods that help founders grow without operational bottlenecks.
Connect on LinkedIn