Scalability
Catalog operations run at batch scale through jobs — not giant synchronous HTTP payloads.
Patterns
| Workload | Pattern |
|---|---|
| Import 50k SKUs | Import job + items + retry per row |
| Export to Amazon | Export job + per-SKU items + failure report |
| Completeness recalc | Family-wide or product-scoped triggers |
| AI bulk enrich | Async content jobs with review queue |
Integration guidance
- Poll job status or subscribe to events → Webhooks.
- Use pagination on list endpoints → Pagination & errors.
- Idempotent exports via export profiles, not ad-hoc writes per channel.