MBA vs Bold Bundles - Product Bundles
A long-established Shopify-only bundling app from Bold Commerce that builds discount bundles, BOGO, volume breaks, and mix-and-match kits with a simple admin and basic performance stats.
When MBA wins
If you need explainable co-purchase recommendations (support/confidence/lift), the same bundling intelligence across more than one storefront, or programmatic access for AI agents, MarketBasketAnalysis is built for that and Bold Bundles is not.
When Bold Bundles - Product Bundles wins
If you are a Shopify-only merchant who just wants proven, easy-to-set-up discount and BOGO bundles from a vendor with live chat support and years of track record, Bold Bundles is the faster, more familiar choice.
Feature comparison
Color-striped rows favor MBA, Bold Bundles - Product Bundles, or are even. We mark each so you can scan for the trade-offs that matter to you.
| Feature | MBA | Bold Bundles - Product Bundles |
|---|---|---|
| Core bundle types (fixed kits, BOGO, volume/quantity breaks, mix-and-match) | BYOB, volume, BOGO, and virtual bundle formats, plus real-SKU bundles | Fixed bundles, BOGO, volume/quantity breaks, and mix-and-match across product or collection |
| Bundle recommendation engine | Explainable co-purchase mining with 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, and lift | No mining or recommendation engine; merchant manually builds each bundle |
| Analytics depth | Inspectable rules in-admin plus A/B testing with lift and confidence intervals | Basic bundle performance stats |
| Platform coverage | One API contract across Shopify, BigCommerce, WooCommerce, Magento, and OroCommerce | Shopify only |
| Programmatic / agent access | Public REST API, a 19-tool MCP server (18 off Shopify), and ACP/agentic-commerce endpoints | No public API or MCP; admin-UI only |
| Data privacy model | Mining runs first-party inside the merchant install (Magento/Woo); AI is bring-your-own Anthropic/OpenAI key (Oro is a thin hosted client) | Hosted SaaS operated by Bold Commerce |
| B2B features | 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. | No dedicated B2B quoting or reorder features |
| Maturity, support, and ecosystem fit | Newer product; self-serve docs and BYO-key setup | Years on the Shopify App Store, 3.9 stars, well-regarded live chat support, native fit with the Bold app ecosystem |
| Pricing transparency for a single Shopify store | Free $0 tier, Plus $99/mo flat (or ~$79/mo on annual), no GMV or revenue-share | Flat $19.99 or $29.99/mo with a 14-day trial, no GMV or 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 plansBold Bundles - Product Bundles
Two flat monthly tiers: Basic $19.99/mo (one-click add-to-cart, product/collection bundles, bundle performance stats) and Premium $29.99/mo (adds BOGO, reuse a product in up to 10 bundles, quantity badges), with a 14-day free trial. No GMV or revenue-share.
Visit Bold Bundles - Product BundlesThe honest verdict
Bold Bundles is a solid, battle-tested choice if your only requirement is building discount, BOGO, and volume bundles on Shopify; it does that well and has the support reputation to match.
It is a manual builder, not an intelligence layer: there is no co-purchase mining and no support/confidence/lift, so you decide what to bundle and Bold just merchandises it. MarketBasketAnalysis exists to answer the 'what should I bundle' question.
If you run more than one storefront, Bold's Shopify-only scope means duplicating tooling. MarketBasketAnalysis gives you the same engine and one API contract across Shopify, BigCommerce, WooCommerce, Magento, and Oro.
For agent-native or headless workflows, Bold has no public API or MCP; you are bound to its admin UI. MarketBasketAnalysis ships a REST API, a 19-tool MCP server (18 off Shopify), and ACP endpoints.
On price for a single small Shopify store, Bold's $19.99-$29.99/mo is hard to beat; pick MarketBasketAnalysis for the recommendation engine, multi-platform reach, first-party data, and B2B depth, not to undercut Bold on a one-store bill.
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.