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The Product recommendations section displays Shopify’s AI-powered product recommendations based on the current product or cart contents. It shows personalized product suggestions to encourage cross-selling and upselling, with optional manual product fallback. Shopify’s recommendation engine analyzes purchase patterns, product relationships, and customer behavior to suggest the most relevant products, helping increase average order value and improve the shopping experience. Product recommendations section overview

What this section controls

This section controls AI-powered product recommendation displays with the following capabilities:
  • Shopify AI-powered recommendations (automatic)
  • Manual product fallback when recommendations unavailable
  • Configurable product limit (4-12 products)
  • Two layout options for visual variety
  • Optional section-level button
  • Stock status visibility control
  • Responsive grid display

How Product recommendations works

The Product recommendations section leverages two data sources: Primary (Automatic):
  • Shopify’s AI recommendation engine suggests products based on:
    • Current product relationships
    • Cart contents
    • Purchase patterns across your store
    • Customer behavior and browsing history
Fallback (Manual):
  • If AI recommendations are unavailable, displays manually selected products
  • Useful for new stores or products with limited data
  • Provides consistent display until recommendations improve

Getting started

1

Open Theme Customizer

From Shopify admin, access the Theme Customizer.
2

Add Product recommendations section

Add the section to a product page template or cart page.
3

Configure heading

Set descriptive heading like “You may also like” or “Complete the look”.
4

Add fallback products

Select manual products to display when AI recommendations are unavailable.
5

Set display options

Configure maximum products, layout, and stock visibility.
Product recommendations section in Theme Customizer

Section settings

Layout

Controls the visual style and arrangement of the product grid.
Standard grid layout with consistent product card styling.Best for:
  • Clean, minimal designs
  • Focus on product imagery
  • Standard product pages
Alternative layout with different spacing and card treatment (default).Best for:
  • Visual variety
  • Differentiation from other product sections
  • Enhanced visual hierarchy
Layout choice should match your overall theme aesthetic and other product section layouts.
Layout options

Best practices

Strategic placement

Add to product pages (below description) and cart page for maximum cross-sell opportunity.

Contextual headings

Use descriptive, action-oriented headings: “Complete the look”, “You may also like”, “Customers also bought”.

Optimal product count

Set max products to 6-8 for balanced variety without overwhelming customers.

Quality fallbacks

Select best-selling or complementary products as manual fallbacks for new stores or products.

Hide out-of-stock

Keep “Show unavailable products” disabled to avoid customer frustration with unavailable items.

Section button

Add section button linking to collection or shop for customers who want more options.

Fluid width

Consider fluid section width for product grids to maximize space and visual impact.

Monitor performance

Track click-through and conversion rates from recommendations to optimize placement and heading.

Common use cases

Place below product description. Heading: “You may also like”. Max products: 8. Hide unavailable products. Manual fallbacks: Best-sellers from same collection. Button: “Shop all products”.
Add to cart page template. Heading: “Complete your order”. Max products: 6. Show unavailable for pre-orders. Manual fallbacks: Popular accessories. Button: “Continue shopping”.
Product page for apparel. Heading: “Complete the look”. Max products: 6. Hide unavailable. Manual fallbacks: Matching accessories. Filled button style. Layout 2 for differentiation.
Product page in specific category. Heading: “More from this collection”. Max products: 12. Fluid width. Manual fallbacks: Same-category products. Text link button: “View full collection”.
Below add-to-cart button. Heading: “Customers also bought”. Max products: 4. Hide unavailable. Manual fallbacks: Bundle-worthy items. Layout 1. Outlined button: “Shop more”.