The best alternatives to Attribute are Flowmapp, ProdPad, and UserLoop. If these 3 options don't work for you, we've listed a few more alternatives below.
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UserLoop helps eCommerce brands survey customers at every stage of the funnel. Responses are linked to Shopify data to help identify what your most valuable customers want! Incentivise responses with unique discount codes for customers who complete a survey.
Attribuly turns brands' marketing data into growth, with innovative data technology. It offers real-time multi-touch attribution insight to understand customer buying pattern that drives higher ROAS, it also enables higher server-to-server data feed to Meta to drive better ads performance.