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Webhooks run your Shopify integration. Silent failures corrupt your data. You often do not know why.
Without visibility, you fly blind. Shopify does not tell you if your app crashes. Data stays out of sync. Customers complain.
Follow these steps for a stable system:
- Use structured logs. JSON logs are easy to search and filter.
- Track three metrics. Monitor delivery rate, latency, and error rates.
- Categorize errors. Separate temporary network glitches from permanent data errors.
- Implement retries. Use exponential backoff and jitter to handle failures.
- Build a Dead Letter Queue. Save failed webhooks to prevent data loss.
- Block duplicates. Shopify sends retries. Use Redis to avoid processing the same event twice.
- Set automated alerts. Get notified when delivery rates drop or latency rises.
Start small. Setup JSON logs first. Add metrics next. Build retries and the queue last.
Source: https://dev.to/masadashraf/shopify-webhook-observability-complete-implementation-guide-2pe1