# Webhook reliability for event triggers

*@aisha_r | API & Developer Experience | 2 years ago*

Sharing a pattern we landed on after a messy migration. Creation layer separate from sending record. Curious who else runs this split.

Specifically interested in MCP and automation depth.

## Comments

**mcp_maxxer** (83 votes): Not paid, just sharing what worked for our team on a similar list size.

  **transactional_tina** (75 votes): Customer.io is strong on journeys but you own the behavioral schema.


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[View on Email Agora](https://emailagora.co/posts/webhook-reliability-for-event-triggers-124)
