Revenue discrepancy between Shopify Admin Dashboard and API results — how to ensure accurate totals

Products and Orders APIs
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What API are you using to fetch revenue/ return data?

The most accurate approach may be to use ShopifyQL: https://help.shopify.com/en/manual/reports-and-analytics/shopify-reports/report-types/shopifyql-editor#shopifyql-syntax