Question

I am encountering discrepancies between the data I am extracting via BigQuery and GA4 compared to the sales data provided by Shopify's analytic hub. Does anyone know if there is a way to connect Shopify data directly to BigQuery? And what tools should I use for this?

Answer 1

Yes, you can connect Shopify to BigQuery using third-party tools. Here are the best options:

Tools to Connect Shopify to BigQuery:

Supermetrics – No-code, easy to set up, good for marketers.

Airbyte – Open-source ETL tool, customizable.

Fivetran – Reliable, enterprise-level solution.

Hevo Data – Real-time sync, user-friendly interface.

Why Data Differs from GA4/BigQuery:

GA4 tracks sessions/events; Shopify tracks confirmed transactions.

Attribution windows, refunds, and currency handling can cause discrepancies.

Solution:

Use one of the tools to sync Shopify orders to BigQuery, then compare with GA4 data to understand gaps and unify reporting.