Product Recommendations
Last updated: February 5, 2026
Product Recommendations Section
Display AI-powered product suggestions using Shopify's recommendation algorithm.
Adding the Section
- Open the theme editor
- Navigate to your Product template
- Click Add section
- Select Product Recommendations
Note: This section only works on product pages.
How It Works
Shopify automatically suggests products based on:
- Purchase history (what customers buy together)
- Browsing behavior (what customers view together)
- Collection relationships
- Product descriptions and tags
The algorithm improves over time as more data is collected.
Section Settings
Product Limit
Set how many recommendations to show (2-12):
- 4-6 - Standard recommendation row
- 8-12 - More options for customers
Desktop Columns
Choose 2-5 columns for the product grid.
Mobile Columns
Choose 1 or 2 columns on mobile.
Header Content
Subheading
Optional introductory text.
Heading
Section title, e.g.:
- "You May Also Like"
- "Complete the Look"
- "Pairs Well With"
Color Scheme
Apply styling for:
- Section background
- Product card styling
- Text colors
When Recommendations Show
The section automatically hides if:
- No recommendations are available
- The product is too new for data
- The algorithm can't find related products
New products may not have recommendations until purchase/browsing data accumulates.
Improving Recommendations
Product Organization
- Use consistent, descriptive product tags
- Organize products into logical collections
- Write detailed product descriptions
Collections
- Products in the same collection are more likely to be recommended together
- Create "complementary" collections for upselling
Manual Alternatives
If AI recommendations aren't ideal, consider using a Featured Collection section instead with a curated collection of related products.
Best Practices
Placement
Add below the main product information for natural discovery.
Product Count
- 4 products is a good starting point
- Too many can overwhelm
- Too few looks sparse
Mobile Experience
- Consider 1-column on mobile for clearer product images
- Test scrolling behavior
Conversion Tips
Cross-Selling
Recommendations help customers discover:
- Complementary products
- Complete outfit pieces
- Accessories
Increasing Order Value
Well-placed recommendations can:
- Increase average order value
- Reduce bounce rate
- Improve customer satisfaction
Troubleshooting
No Recommendations Showing
- Product may be too new
- Not enough purchase data
- Check that section is on product template
Irrelevant Recommendations
- Review product tags and collections
- Algorithm may need more data
- Consider manual Featured Collection instead
Section Not Appearing
- Verify you're on the product template
- Check section is added correctly
- Ensure section isn't hidden by settings
