MBA vs PickyStory
Shopify bundle-builder app with a strong UI for grouping products into ready-to-buy bundles.
When MBA wins
You want the bundles to be derived from real co-purchase data, not just designer intuition; you want cross-platform consistency.
When PickyStory wins
You want a polished, merchandiser-driven bundle UI where the human picks the bundles; you don't care that the bundles aren't data-driven.
Feature comparison
Color-striped rows favor MBA, PickyStory, or are even. We mark each so you can scan for the trade-offs that matter to you.
| Feature | MBA | PickyStory |
|---|---|---|
| How bundles are created | Mined automatically from real co-purchase patterns. Operator approves before push to Shopify catalog. | Merchandiser hand-picks each bundle in a drag-and-drop UI. PickyStory doesn't analyze your orders to suggest which bundles to create. |
| Storefront bundle UI | Native Shopify Bundle products. Components ship via Shopify's own bundle infrastructure. | Custom widget overlays (Box Builder, Mix-and-Match, Combo Cards). Strong UI polish; not native Shopify Bundles. |
| Pricing model | Flat $49/mo for Shopify Pro tier. | Tiered by Shopify plan + page views. Bills scale with store size. |
| Recommendation engine | Four engines: sql_pairs, fp_growth, hui, ai_catalog. Transparent rules with support/confidence/lift. | No mining engine. PickyStory's value is the merchandising UI, not data-driven discovery. |
| Cross-platform | Same product on WooCommerce + Magento. Bundles you push on Shopify are also available as Magento bundles, with consistent data. | Shopify only. |
| Time to ROI | Install, run a job, see bundle recommendations within 15 minutes. | Faster install (no mining needed), but the bundle ideas come from your team's intuition, not data. |
Pricing snapshot
MarketBasketAnalysis
Flat $49/mo for WooCommerce, $199/mo for Magento, $49/mo for Shopify (in App Store review). No usage caps, no revenue share, no add-ons.
See plansPickyStory
Tiered SaaS by Shopify plan + traffic. Starts free for very small stores, $29-$249+/mo at scale.
Visit PickyStoryThe honest verdict
PickyStory is excellent at what it does: helping a merchandiser create good-looking bundles fast. If you have a strong design team and intuition about what should be bundled, that's the right tool.
MBA is for when 'what should we bundle?' is itself a question you want answered by your data, not chosen by gut.
The two tools aren't strictly competing, a sophisticated merchant could use MBA to identify candidate bundles and PickyStory to design how they're displayed. But for most stores, one or the other is enough.
Pick MBA if you trust your order history more than your intuition. Pick PickyStory if you trust your team's merchandising eye more than your data.
Want the full buyer's deep-dive?
This page is the per-vendor short version. For the long version, read “MBA vs Bloomreach” (8 pages on the enterprise-vs-mid-market trade-off) or “MBA vs the widget cluster” (4 pages of pricing math vs Glood, Rebuy, and PickyStory).
Try MBA on your own store
14-day money-back guarantee on all paid platforms. WP.org free tier on WooCommerce. No credit card required for the free path.