Keep Product Recommendations Useful When Campaign Stock Changes

Example: the accessory needs a specific model

A high-selling accessory is still a poor recommendation if it fits only a different version of the main product. Add appropriate compatibility information and review the actual recommended pair. Popularity alone is not evidence that two products belong together.

Evaluate the resulting journey

Open the recommendation on a phone, inspect its product details and return to the original task. Confirm clear links and accessible controls. Measure useful discovery and customer feedback rather than treating more recommendation cards as an automatic improvement.

Should unavailable products disappear from every recommendation section?

The appropriate behavior depends on the section's purpose and supported configuration. A useful alternative may be preferable to a dead-end card, while some informational contexts can explain future availability. Keep the shopper's next action and the truth of the availability message as the deciding factors.

Primary reference and editorial note

Primary reference: help.shopify.com

Prepared October 19, 2026 with AI-assisted drafting and source review. Scenarios are illustrative; this guide does not claim hands-on product testing or measured results. Platform behavior can change; consult the linked current documentation before implementing changes.