RecoMelon and Rebuy compared
- Main job: RecoMelon helps the shopper find the right product. Rebuy adds more to the order.
- Where it shows: RecoMelon - product page, search, collections, 404s, abandoned-cart emails. Rebuy - cart drawer, checkout, post-purchase, product page.
- How it picks products: RecoMelon uses visual similarity from product images (colour, cut, pattern, finish), refined by shopper filters. Rebuy uses personalisation and merchant rules across the funnel.
- New products on day one: RecoMelon - yes, matching starts from the image. Rebuy - depends on available behaviour data and rules.
- Shopper control: RecoMelon's Dealbreaker Filters rule out sleeve, neckline, finish or colour in the panel. Not Rebuy's focus.
- Strongest categories: RecoMelon - fashion, jewellery, home decor, footwear, furniture. Rebuy - broad, especially replenishment and multi-item baskets.
- Pricing: RecoMelon Starter $179/mo, Growth $349/mo, Enterprise custom, with a $1/day 30-day trial (as listed 24 Oct 2026). For Rebuy, see Rebuy.
- Availability: RecoMelon installs from the Shopify App Store. Rebuy is currently installed via rebuyengine.com rather than the Shopify App Store (checked 24 Oct 2026).
Use RecoMelon when
- Shoppers land on a product they like but bounce because one attribute is wrong.
- Your catalogue is visual and large, so "related products" from tags or purchase history feels random.
- New collections drop often and have no sales history yet.
Use Rebuy when
- Your priority is order value at cart and checkout: bundles, free-shipping nudges, post-purchase offers.
Use both when
The shopper journey has two gaps. RecoMelon closes the first (choosing the product), Rebuy the second (building the basket). Assign each tool its own placements - for example RecoMelon's Shop Similar under Add to Cart, Rebuy in the cart drawer - and measure each against its own baseline.
Proof: Pretty Lavish raised average order value on recommendation-influenced orders from £126.75 to £159.18 after adding visual Shop Similar galleries and Dealbreaker Filters to the product page, with no change to checkout. Read the case study.
Can RecoMelon replace Rebuy?
Not directly. They cover different placements. RecoMelon includes bundles and cart recommendations, but its core is product-page discovery.
Will two recommendation apps conflict?
Not if each owns separate placements. Avoid two widgets in the same slot.
Which one should I install first?
If product pages have high traffic and high bounce, start with RecoMelon. If shoppers convert but buy one item, start with cart upsells.