Finance
Stripe data source
Stripe is usually the commercial source of truth. We sync charges, invoices, subscriptions, and customers into BigQuery, model net revenue the way finance means it, and put certified dashboards on top — with a team that will argue refunds and tax with you until the number is stable.
What we actually model from Stripe
A raw Fivetran Stripe schema is not a revenue dashboard. We map invoices, invoice line items, charges, refunds, disputes, coupons, and subscription status into metrics leadership can read: booked vs recognized (when you need it), churned MRR, expansion, and failed payments.
- Subscription and usage billing without double counting
- Refunds and disputes as first-class adjustments
- Join to product analytics and CRM on customer id
Why this is not a Stripe app
Stripe Sigma and Stripe Dashboards are excellent inside Stripe. They cannot certify blended CAC when Google Ads and HubSpot also exist. Managed Data Platform is the team plus warehouse that sits next to Stripe, not a replacement for it.
Frequently asked questions
Do you support Stripe Billing and Connect?
Standard Billing is routine. Connect and marketplace splits need an explicit metric design so we do not mix platform fees with seller GMV. We scope that on the first call.
Connect Stripe with the data team
Pipelines, certified dashboards, and data agents on your stack.