Shopify to Chromoly: Orders, Fulfilment Tasks and Reconciliation
An order event can start an internal task or reporting flow. Decide which system owns stock, payment and fulfilment before adding actions that change those records.
Before connecting
This is an integration design guide, not a claim that a ready-made connector is enabled in every app. First check the connection settings available in your app. If the required receiver, authentication or action is missing, scope that implementation with Chromoly before sending production events. Chromoly does not offer a public REST API.
Provider requirements
Shopify documents webhooks and delivery verification, including duplicate handling. Design the receiver around authenticated events and stable identifiers rather than assuming each delivery is unique.
Official sources: Shopify webhook guide · Verify deliveries.
Implementation outline
- Choose the events and fields needed for a specific operational outcome.
- Confirm authentication, supported API version and any customer-data access required by the connection.
- Keep provider order and line-item references and handle duplicate deliveries.
- Model cancellations, returns and refunds according to their actual effect. A refund does not always mean stock was physically returned.
Example workflow
Start with a fulfilment checklist linked to an order. Show the source status and the last confirmed update. Before changing inventory, test partial fulfilment, repeated events and returns against the authoritative stock system.
Test the full delivery path
- Send a fictional event to a test destination and verify the resulting record, not only an HTTP response.
- Replay the same event and confirm it does not repeat a business action.
- Try an invalid credential or signature, a missing field and a temporary failure.
- Check both the provider’s delivery history and the app’s workflow history. Define who investigates missing events.
Frequently asked questions
Should every refund add the items back to stock?
No. Financial refunds and physical returns are different events. Apply the inventory policy supported by the source records and reconcile the result.
Is this a one-click native connector?
This page describes a connection pattern. Use only integration settings and actions actually exposed by your app, or agree the missing implementation with Chromoly before rollout.
Related reading
- Inventory Tracking: Record Movements and Reconcile Stock
- Operations Dashboards: Useful Metrics With Clear Sources
- Chromoly Integrations: Connections, Setup and Testing
Custom builds open on December 1, 2026. Self-service opens in January 2027. Check current availability and limits before planning a rollout.
Discuss your system with us.
Bring your workflow and requirements. We can scope a Managed build and ongoing service around them.
Book a discovery call