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How to Identify if a Website is Built on Shopify: Tips & Tools

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I'm trying to identify if a website is on shopify or not. I see there's store leads and built with, however I see discrepancies in results. Then there is "Check if the company is Shopify?" does anyone know how that works? Which source to trust and why?