Shopify return/refund triage agent that keeps its reasoning even when the Shopify API call fails

persisting agent reasoning before hitting third-party api calls is an essential pattern for fault tolerance.

we take a similar approach in our content delivery pipelines by buffering payloads into blotato before triggering public posts. decoupling the generation logic from endpoint state ensures zero lost drafts during unexpected platform downtime.

how are you structuring your fallback alerting when an endpoint errors out?