| Best-fit use case | Store and marketplace operations, profit reporting, and connected AI workflows. | Ecommerce marketing measurement, business intelligence, and Moby AI workflows. |
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| Pricing basis | Free plan; Entrepreneur at $20/user/month; Business at $100/month per $250K in monthly sales; Enterprise custom. | Free plan; paid Foundation, Automate, and Enterprise packages based on annual GMV and package selection. |
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| Stores and marketplaces | Shopify, BigCommerce, WooCommerce, Amazon, Walmart, eBay, Etsy, and other supported connectors. | Store and marketing integrations; Enterprise advertises online/offline retail data. Confirm each channel and plan. |
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| Profit, COGS, fees, and shipping | Profit and margin reports using connected sales and available cost data. Completeness depends on your inputs. | Business intelligence and custom metrics. Check supported cost inputs and reporting definitions for your package. |
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| AI insights and actions | AI analysis plus connected tools for reporting, advertising, and inventory workflows, subject to permissions and plan. | Moby analysis; Automate adds scheduled workflows and paid-media actions. Not limited to chat. |
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| Advertising and email data | Connected ad and marketing sources, including Google Ads, Meta Ads, and email marketing integrations. | Paid, owned, subscription, and organic data; first-party activation through Sonar on paid packages. |
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| Custom reports and exports | Custom dashboards, sharing, scheduled reporting, and exports; availability varies by plan. | Custom dashboards, metrics, SQL, and reporting; data warehouse sync is an optional add-on. |
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| Attribution and tracking | Traffic and advertising analytics alongside business performance; validate the attribution needed for your use case. | Triple Pixel, first/last-click attribution on Free, and multi-touch attribution on paid packages. |
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| Marketing mix modeling | AI marketing mix modeling tools for channel analysis and budget scenarios; validate data requirements and access. | Compass combines MMM, MTA, and incrementality; included in Enterprise and offered as an add-on. |
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| Setup and switching | Connect supported accounts, review available history, and reconcile a shared reporting period before switching. | Guided setup; custom onboarding and migration are advertised with Enterprise. |
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