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Mismatch in Sales Generated via API when compared to Shopify Reports

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I'm trying to get the total sales via API but I can find a difference when compared to the Shopify Reports data, 

While the number of orders remains the same, there's a difference in sales. 


Can anyone help me understand what am I doing wrong? 

I've also subtracted the refund value from transactions but still, there's a difference.


I've also read a few other questions regarding the same but didn't get any solution

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