SourceMedium vs Shopify Analytics

Why teams choose SourceMedium over Shopify Analytics

Shopify is a commerce platform, not an analytics platform. Shopify Analytics tells you what sold — it can't tell you why, which marketing drove it, or what your customers will do next. No cross-channel attribution, no ad spend data, no email revenue, no SQL access, no AI analyst. SourceMedium is the analytics layer Shopify doesn't have.

Where the approaches differ

Shopify sees orders; SourceMedium sees the full picture. Shopify Analytics only reports on store data. SourceMedium unifies commerce, ads, email, subscriptions, and ops — reconciled into one schema with 2,500+ automated quality checks running daily across every source. When your numbers reconcile back to Shopify and your ad platforms, you stop debating data in meetings and start making decisions.

No attribution vs multi-touch attribution. Shopify tracks checkout funnels but has no cross-channel marketing attribution. SourceMedium runs multi-touch attribution server-side across all channels — capturing conversions that web-only tools miss from privacy gaps, cross-device journeys, and channel blind spots.

ShopifyQL vs standard SQL. Shopify uses a proprietary query language that doesn't transfer to other tools and can't connect to BI platforms. Shopify reports are exportable, but exports are report-level; cross-channel joins usually require piping data into your own warehouse. Standard SQL means your team's skills transfer, your BI tools connect, and your data work isn't locked inside one vendor's admin panel. SourceMedium provides standard SQL on a managed BigQuery warehouse with included compute — any tool that supports BigQuery connects natively: Tableau, dbt, Python, Hex, your own scripts.

ShopifyQL is a query interface, not a metrics foundation. The hard part is definitions: refunds, cancellations, zero-dollar orders, partial fulfillments, subscription edge cases, and keeping "net" vs "gross" consistent across channels. SourceMedium treats those definitions as a governed model layer, not ad-hoc query logic.

Unlimited data storage: Centralize more than just Shopify data — bring in finance, ops, or any custom source into the same BigQuery warehouse at no extra cost. One foundation for the whole business, not just the storefront.

Forkable Looker Studio templates: Every Looker Studio template is open-source and forkable — copy it, customize it, build something entirely new. Your reporting layer belongs to you, not a proprietary query language.

Plan-gated vs all-inclusive. Shopify gates cohort reports, custom reports, and advanced analytics behind $299+/mo commerce plans. SourceMedium covers the gap between your commerce platform and the analytics your team actually needs — on one bill. Generous base compute included, with simple usage-based pricing for heavy BigQuery or AI workloads. Ask any vendor: if we leave, what happens to our data, dashboards, and team's work?

The ownership stress test: If you walk away from Shopify tomorrow, what do you keep? Your analytics data is locked in the Shopify admin — your history goes with the platform. SourceMedium writes to BigQuery you own — your data persists regardless of commerce platform.

Onboarding that's built into the plan: Included solution hours with a dedicated US-based analyst who's worked across DTC brands. No surprise services fees, no offshore support team.

AI you can verify: Shopify's Sidekick answers questions about your Shopify store — but can't see ad spend, email revenue, or subscription data. Any AI built on messy definitions can generate confident answers you still can't defend. SourceMedium's AI Analyst returns the SQL behind every answer — copy it, run it in BigQuery, verify the result yourself.

When Shopify Analytics might be sufficient

Shopify Analytics works for early-stage merchants whose only analytics need is order and traffic reporting within the Shopify admin. If you don't need attribution, cross-channel data, SQL, or cohort analysis, Shopify's built-in reporting covers the basics.