MBA vs Simple Bundles & Kits
A Built-for-Shopify bundling app focused on operational correctness, breaking every bundle into component SKUs so inventory sync, 3PL, and WMS fulfillment stay accurate.
When MBA wins
If you want the bundles themselves to be data-driven (explainable co-purchase mining with support/confidence/lift, not one-click AI guesses), run the same logic across Shopify plus BigCommerce/WooCommerce/Magento/OroCommerce, keep mining first-party inside your own store on Magento and WooCommerce, or drive everything from a REST API and MCP server for agents.
When Simple Bundles & Kits wins
If you are a Shopify-only merchant whose hard problem is inventory and fulfillment correctness (no overselling, clean SKU breakdown into a 3PL/WMS, multipacks and subscription boxes), their purpose-built, Built-for-Shopify operational tooling is more mature and battle-tested than ours.
Feature comparison
Color-striped rows favor MBA, Simple Bundles & Kits, or are even. We mark each so you can scan for the trade-offs that matter to you.
| Feature | MBA | Simple Bundles & Kits |
|---|---|---|
| Inventory sync, 3PL/WMS fulfillment, SKU-level order breakdown | Real-SKU bundles, but our core is recommendation intelligence; deep 3PL/WMS inventory-decrement and component-fulfillment plumbing is not our focus | Purpose-built: automatic per-component stock decrement, SKU breakdown into Shopify orders, native 3PL/WMS/ShipStation integration |
| Built-for-Shopify maturity and review base on Shopify | Newer, multi-platform product without Built-for-Shopify status or a large Shopify review history | Built for Shopify badge with a 4.8-star rating across 700+ reviews |
| How bundle recommendations are generated | Explainable co-purchase mining across six engines (sql_pairs, fp_growth default, seasonal_cohort, return_aware, profit-aware HUI, ai_catalog cold-start), plus a co_occurrence fallback emitting support/confidence/lift, with every rule inspectable in-admin | Bundle Magic AI suggests combos from order history in one click, but surfaces no support/confidence/lift or inspectable rules |
| Platform coverage | One API contract across Shopify, BigCommerce, WooCommerce, Magento, and OroCommerce | Shopify only (sells out to Amazon/Etsy/Faire/TikTok as sales channels, but the app is Shopify-native) |
| Agent-native / programmatic access (API + MCP) | Public REST API, a 19-tool MCP server (18 off Shopify), and ACP/agentic-commerce endpoints | No public/documented API or MCP; configuration is admin-UI and metafield driven |
| Data privacy / where intelligence runs | Mining runs first-party inside the merchant install (Magento/Woo) with bring-your-own Anthropic/OpenAI key; Oro is a thin hosted client | Hosted SaaS app; bundle and order data is processed in the vendor's cloud |
| Bundle formats (mix-and-match, BYOB, volume, BOGO, virtual, subscriptions) | BYOB, volume, BOGO, virtual bundles, substitutions, plus post-purchase upsell and cart drawer | Mix-and-match, multipacks, fixed, BOGO, volume discount, and subscription boxes (subscription bundles are a notable strength via subscription-app integrations) |
| B2B / wholesale | B2B-aware mining on OroCommerce (per-organization context, cross-store insights), reorder-prediction data through the REST API, and a recommendation API for building custom B2B flows. | B2B multipacks, wholesale bundle pricing, and multi-location/order rules on higher tiers |
| A/B testing of bundle performance | Built-in A/B testing with lift and confidence intervals | Bundle performance analytics (sales, top performers, AOV) but no native A/B testing |
| Pricing model | Flat and transparent: free $0 tier, Plus $99/mo (or ~$79/mo on annual), no GMV or revenue share | Tiered by Shopify plan and features: Free / $14 / $39 / $149 mo, no revenue share |
Pricing snapshot
MarketBasketAnalysis
Flat, transparent plan pricing: Free ($0) and Plus $99/mo flat (or ~$79/mo on annual). One paid plan, everything in it. These are product plans, not per-platform prices, and the same plans apply across every platform. Metered on capability and compute, never on GMV. No revenue share, no add-ons.
See plansSimple Bundles & Kits
Tiered by Shopify plan and feature access: Free (3 bundles, ~50 monthly orders), Basic $14/mo, Grow & Advanced $39/mo, Plus $149/mo (17% off annual). No revenue share or GMV cut.
Visit Simple Bundles & KitsThe honest verdict
These tools solve adjacent problems. Simple Bundles is an operations app: its job is to make sure a bundle decrements the right component inventory and breaks into pickable SKUs for your 3PL. MarketBasketAnalysis is a recommendation engine: its job is to figure out which products should be bundled in the first place, with explainable support/confidence/lift you can audit.
If you are Shopify-only and your pain is overselling and fulfillment, pick Simple Bundles. It has Built-for-Shopify status, 700+ reviews, and far more mature inventory/3PL/WMS plumbing than we do. We are honest that this is not our strength.
If you run more than one storefront, or want bundle decisions backed by transparent co-purchase mining rather than a one-click AI black box, we win. Same engines and one API contract span Shopify, BigCommerce, WooCommerce, Magento, and OroCommerce.
For developers and agents: we ship a public REST API, a 19-tool MCP server (18 off Shopify), and ACP endpoints, and the mining runs first-party inside your own install with a bring-your-own LLM key. Simple Bundles has no documented public API and runs as hosted SaaS.
Realistically these can coexist: run Simple Bundles for inventory and fulfillment correctness, and use MarketBasketAnalysis to decide and A/B test which bundles to build.
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.