MBA vs Recombee
A cloud-hosted, deep-learning recommendation API with real-time personalization and mature multi-language SDKs, built for engineering teams who want a black-box recommender they wire into any product themselves.
When MBA wins
Pick MarketBasketAnalysis if you sell on Shopify, BigCommerce, WooCommerce, Magento, or OroCommerce and want explainable co-purchase rules (support, confidence, lift) you can inspect in-admin, mining that runs first-party inside your own store on Magento and WooCommerce (Shopify and BigCommerce run on MBA's hosted backend), real-SKU bundles and B2B reorder logic out of the box, and flat pricing with no per-request meter.
When Recombee wins
Pick Recombee if you want a battle-tested, infinitely scalable cloud recommender with deep-learning and reinforcement-learning models, real-time personalization, and first-class SDKs in 10+ languages, and you have engineers who will build the storefront integration and do not need to see or audit the reasoning behind each suggestion.
Feature comparison
Color-striped rows favor MBA, Recombee, or are even. We mark each so you can scan for the trade-offs that matter to you.
| Feature | MBA | Recombee |
|---|---|---|
| Recommendation model approach | Explainable co-purchase mining across six engines (SQL pairs, FP-Growth default, seasonal cohort, return-aware, profit-aware high-utility itemset mining, AI cold-start), plus a co_occurrence fallback, emitting support, confidence, and lift per rule. | Black-box deep learning, collaborative filtering, and reinforcement learning with AutoML hyper-parameter optimization; no per-suggestion metrics surfaced. |
| Explainability and rule inspection | Every rule is inspectable in-admin with its support, confidence, and lift, so merchants can see why two items are paired. | No published support, confidence, lift, or association-rule explanations; recommendations are not individually auditable. |
| Ecommerce platform integrations | One API contract spanning 5 storefronts with native installs: Shopify, BigCommerce, WooCommerce, Magento, and OroCommerce. | Generic API with SDKs in 10+ languages; official plugins limited to Segment and Keboola, plus community WordPress/Drupal/Laravel libs, so storefront integration is build-your-own. |
| Data residency and privacy | Mining runs first-party inside the merchant install (Magento and Woo); AI is bring-your-own Anthropic or OpenAI key (Oro is a thin hosted client). | Cloud-hosted SaaS; interactions and catalog are sent to Recombee data centers by region for processing. |
| Scale and real-time personalization | Mining is batch and rule-based with cold-start AI; strong for catalog-wide co-purchase intelligence but not per-user real-time deep personalization. | Real-time per-user personalization with global multi-data-center infrastructure scaling to billions of requests per month. |
| SDK and language breadth | Public REST API as the primary contract, plus a 19-tool MCP server (18 off Shopify) and ACP agentic-commerce endpoints. | Mature official SDKs for JavaScript, Python, Ruby, Java, Node, Android, iOS, PHP, .NET, Go, plus ReQL query language and no-code widgets. |
| Agent-native and MCP support | Agent-native by design: public REST API, a 19-tool MCP server (18 off Shopify), and ACP/agentic-commerce endpoints. | REST API and an AI ReQL assistant for rule authoring, but no MCP server or agentic-commerce endpoints published. |
| Merchandising depth (bundles, B2B, upsell) | Real-SKU bundles, substitutions, post-purchase upsell, and A/B testing. | Strong on-site recommendation scenarios (related items, next-basket, personalized search) with A/B testing and real-time analytics; no dedicated B2B RFQ or reorder tooling published. |
| Pricing model | Flat transparent pricing: free $0 tier, Plus $99/mo (or ~$79/mo on annual), no GMV or revenue share. | Usage-based with metered overages and no GMV or revenue share; free tier exists but jumps to $99, $1,699, then $4,499/mo as traffic scales. |
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 plansRecombee
Usage-based SaaS, no GMV or revenue share. Free tier (up to 20K catalog items, under 100K interactions and 100K recommendation requests and 20K active users per month, no SLA or real-time analytics). Standard $99/mo (20K items, 100K interactions/requests, 20K users), Pro $1,699/mo (1M items, 5M interactions/requests, 1M users), Premium $4,499/mo (4M+ scale), Platinum custom. Overage billed per traffic unit ($0.70 free, $0.25 standard, $0.20 pro).
Visit RecombeeThe honest verdict
Different tools for different jobs: Recombee is a generic, cloud-hosted recommendation engine you embed in any product, while MarketBasketAnalysis is a store-native co-purchase system that ships with the merchandising surfaces already wired into 5 ecommerce platforms.
If you need real-time, per-user deep personalization at massive scale and have engineers to build the integration, Recombee's deep-learning and RL models plus its 10+ language SDKs are genuinely strong and hard to beat.
If you need to explain or audit why items are recommended, MarketBasketAnalysis wins outright: it surfaces support, confidence, and lift per rule in-admin, where Recombee gives you a black box.
Watch the cost curve: Recombee's free tier is generous, but it is metered, and crossing into real traffic jumps to $99, then $1,699, then $4,499/mo, whereas MBA stays flat (free $0 tier, $99 Plus) with no per-request meter and no GMV cut.
Privacy and ownership differ: MBA mines first-party inside your own store with a bring-your-own AI key, while Recombee requires shipping your interaction and catalog data to its regional cloud.
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.