Stabilize webhook retries without duplicate side effects
Recovery behavior can create a second failure after an upstream service slows down.
The pressure is to preserve events while preventing retries from changing their meaning.
“The order happened, but the follow-up is acting like it didn’t know when.”
Yen Kittisak · CRM Operations Lead
Oversees automated purchase and replenishment flows for a multi-store beauty brand.
What pulls against what
- event completeness vs. duplicate side effects
- provider tolerance vs. internal capacity
- fast containment vs. durable integrity
What is at stake
Retry storms can turn recoverable provider throttling into late or incorrect lifecycle decisions. The goal is reliable recovery without sacrificing event completeness
Why Klaviyo
At Klaviyo, it can show up as lifecycle decisions drifting from the customer activity merchants expect to use.
Written for
This is the setup. The work is inside.
Running it puts you in the room: the full situation and its constraints, stakeholders who push back in their own words, and the decisions that are yours to make. What you produce becomes a Day One Plan — work you can show someone instead of describing.