Depict vs Rebuy for fashion and lifestyle brands
For fashion and lifestyle brands that want to shape their collection pages by hand and automate the rest, here is how Depict and Rebuy compare.
By Alex Hamben

Where Rebuy and Depict Overlap
Rebuy describes itself as "Smart ecommerce personalization for growing Shopify brands" (checked November 2026), with its weight on recommendations, cart, checkout and post-purchase. It also sells Smart Search and Smart Collections, and since October 2026 a collection can have its own boost, demote and hide rules. This comparison is for fashion and lifestyle brands that care most about the collection page and search.
If you're a fashion ecommerce manager looking for a solution that better addresses your unique merchandising and discovery needs, Depict offers several compelling advantages worth considering.
Key Differences: Depict vs Rebuy
While both platforms aim to improve the shopping experience and boost conversions, there are fundamental differences in their focus and approach:
| Feature | Depict | Rebuy |
|---|---|---|
| Primary Focus | Visual merchandising, search and recommendations | Recommendations, cart, checkout and post-purchase, plus Smart Search and Smart Collections |
| Industry Focus | Built for brand-led merchants in fashion, lifestyle and beyond | General ecommerce solution across various industries |
| Visual Merchandising | Drag and drop, content cards with image and video, and on Shopify a chosen image per collection and repeated products | Smart Collections with boost, demote and hide rules, per collection since October 2026 |
| Search Capabilities | Hybrid search that finds products by meaning, with keyword matching alongside, so a shopper's own words, typos and synonyms land on the right products | Smart Search. Its help center, dated October 1, 2026, says semantic search is coming "in the near future" and that Smart Search "is compatible with English-only content and the stores default currency" |
| Platforms | Visual merchandising, search and recommendations in one Shopify app, also on Centra and headless, and compatible with Salesforce Commerce Cloud through the API | Its public developer docs cover Shopify and Shopify Hydrogen. We found no first-party docs for other platforms |
| Setup on Shopify | Installs from the App Store with public prices, a free tier and a seven-day trial. Live within hours, not weeks | No-code setup on standard Shopify, per its docs |
| Content Integration | Content cards with image, video and text in the grid | Featured products and promo tiles, per its docs |
Visual Merchandising Capabilities
For fashion brands, the visual presentation of products is crucial to both brand identity and conversion rates, and Depict is built around it.
Depict's Fashion-First Approach
Depict is built for brand-led merchants in fashion, lifestyle and beyond. Our visual UI lets merchandisers:
- Content Cards. Add custom-size image, video and text tiles directly into collection pages
- Image Selector. On Shopify, choose the product image view (front, back, detail) for each collection
- Duplicate Products. On Shopify, feature the same product twice in one collection with different images to tell a complete style story
- Visual Storytelling. Build collection pages with your own images, video and copy in the grid, so they carry your brand identity
- Pins and Rules. Drag a product to any position and it stays, while boost and bury rules hold across every collection
Rebuy's Smart Collections
Rebuy's center of gravity is cart, checkout and post-purchase, and it also sells Smart Collections. Its help center describes:
- Boost, demote and hide rules, with a collection's own list since October 2026
- Up to ten conditions per rule, with rule order set by drag and drop
- Boost and demote rules that change collection order when Relevance is the default sort
- No grid drag and drop or slot-level pinning in the docs we read on November 4, 2026
Browsing and Post-Purchase Are Different Jobs
Understanding where each platform excels helps fashion ecommerce managers make the right choice for their specific needs.
Depict Works Where Shoppers Browse and Search
Depict specializes in the collection pages, search and recommendations where fashion customers make their first product decisions:
- Fashion-First Visual UI. Creates compelling collection pages that showcase your products in their best light
- Hybrid Search. Finds products by meaning, with keyword matching alongside, so a shopper's own words, typos and synonyms land on the right products
- No Manual Tagging. Depict reads every product's images and text to understand it
- Brand Storytelling. Enables narrative-driven collection pages that reflect your brand identity
- Personalized Recommendations. Rows can be worked out the moment the page loads, from what that shopper just looked at and what's in their cart
Rebuy: Focused on Cart and Post-Purchase
Rebuy excels at cart and post-purchase personalization:
- Strong focus on cart and checkout experiences
- Post-purchase engagement tools and upsells
- One-click upsell functionality
- Reorder Landing Pages
- Recommendations across nine named data sources, including similar, trending and complementary products
Ease of Implementation
Getting your merchandising solution up and running quickly is crucial for fashion retailers, especially with seasonal collections and frequent inventory changes.
Depict Goes Live Within Hours, Not Weeks
- Visual merchandising, search and recommendations in one Shopify app, one install
- On Shopify the install itself takes minutes, and the first useful collections take a few hours
- Intuitive interface that fashion merchandisers can use without technical expertise
- Multi-store sync copies collection order, pins, rules and publish status from your main Shopify store to the others, on the Custom plan
- Depict also runs on Centra, through a setup wizard, and on headless storefronts, through the API and SDKs, and works with Salesforce Commerce Cloud through the API
Rebuy's Setup
- No-code setup on standard Shopify, with Smart Search going live in three admin steps
- Its Smart Collections page says you can start "in Under 2 Minutes"
Customer Success Stories
Here's what fashion brands have to say about their experience with Depict:
"Since we started using Depict, we've been able to design and launch more visually appealing and dynamic collection pages, thanks to the intuitive content card and item duplication features. The ability to choose different image views for each collection page has been incredibly valuable, allowing us to present products in varied ways that have boosted conversions on specific items." - Nanushka (UK)
"Love this app as a powerful, visual, and easy-to-use merchandising tool - the automated rules are above and beyond the capabilities of the standard out-of-the-box Shopify collection sort. The ability to duplicate product cards, edit product images/colors shown, and add visual cards is a HUGE unlock for our merchandising." - TRUEWERK (US)
Pricing Considerations
Depict's prices are public. Rebuy prices its packages by monthly Shopify orders, starting at $25 a month for one package, with discounts for buying several (both checked November 2026). Here is what Depict costs:
- Merchandising or search starts at $190 a month up to 50,000 sessions, or $152 a month billed annually
- Recommendations start at $110 a month up to 50,000 sessions, or $88 a month billed annually
- Merchandising is free for up to three collections, and paid plans come with a seven-day trial
- Every plan includes every feature. Multi-market and multi-store run on the Custom plan, which our team switches on for your store
Is Depict Right for Your Fashion Brand?
Depict is the ideal choice for fashion and lifestyle brands that:
- Want collection pages built with their own images, video and copy in the grid
- Want search that understands shoppers' own words, with nothing to set up
- Value both brand storytelling and performance metrics
- Are looking to improve the discovery phase of the shopping experience
- Want to provide a premium browsing experience for fashion shoppers
Conclusion: Complementary Solutions for Different Needs
Depict is a strong fit if visual storytelling on your collection pages is the priority, with content cards, rules that hold across every collection and, on Shopify, a chosen image per collection. Search and recommendations sit in the same app.
Depict and Rebuy can work well together, with Depict running collection pages and search while Rebuy runs the cart and post-purchase experience.
For fashion ecommerce managers who want to showcase their products in the most visually compelling way from the moment customers land on your site, Depict is the focused choice.
Ready to see how Depict can transform your fashion collections? Book a demo today and experience the difference a fashion-first approach can make.