{"id":219,"date":"2025-04-19T19:12:50","date_gmt":"2025-04-20T03:12:50","guid":{"rendered":"https:\/\/attrisight.com\/?p=219"},"modified":"2025-05-11T18:03:38","modified_gmt":"2025-05-12T02:03:38","slug":"%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87","status":"publish","type":"post","link":"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/","title":{"rendered":"\u7535\u5546\u8425\u9500\u5f52\u56e0\uff1a\u6700\u5927\u5316\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7684\u6295\u8d44\u56de\u62a5\u7387"},"content":{"rendered":"<p>\u5728\u7ade\u4e89\u6fc0\u70c8\u7684\u7535\u5546\u9886\u57df\uff0c\u7cbe\u51c6\u5f52\u56e0\u4e0d\u4ec5\u4ec5\u662f\u4e00\u79cd\u8861\u91cf\u5de5\u5177\uff0c\u66f4\u662f\u8d22\u52a1\u4e0a\u7684\u5fc5\u8981\u6761\u4ef6\u3002\u7814\u7a76\u8868\u660e\uff0c\u4f18\u5316\u7684\u5f52\u56e0\u6a21\u578b\u6bd4\u6807\u51c6\u65b9\u6cd5\u53ef\u5e26\u6765 31-45% \u7684\u66f4\u9ad8 ROAS\u3002\u672c\u6307\u5357\u5168\u9762\u63a2\u8ba8\u4e86\u7535\u5546\u4f01\u4e1a\u9762\u4e34\u7684\u72ec\u7279\u5f52\u56e0\u6311\u6218\uff0c\u6db5\u76d6\u590d\u6742\u7684\u591a\u8bbe\u5907\u8d2d\u4e70\u8def\u5f84\u3001\u5e02\u573a\u5f52\u56e0\u76f2\u70b9\u4ee5\u53ca\u8d2d\u4e70\u540e\u4ef7\u503c\u8861\u91cf\u3002\u6211\u4eec\u57fa\u4e8e\u524d\u6cbf\u7814\u7a76\u3001\u771f\u5b9e\u6848\u4f8b\u7814\u7a76\u548c\u4e13\u6709\u6570\u636e\uff0c\u5206\u6790\u4e86\u9002\u7528\u4e8e\u4e0d\u540c\u7535\u5546\u4e1a\u52a1\u6a21\u5f0f\u7684\u6700\u6709\u6548\u5f52\u56e0\u65b9\u6cd5\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e00\u4e2a\u517c\u987e\u6280\u672f\u548c\u7ec4\u7ec7\u5c42\u9762\u7684\u5b9e\u7528\u5b9e\u65bd\u6846\u67b6\u3002\u63a2\u7d22\u9886\u5148\u7684\u7535\u5546\u54c1\u724c\u5982\u4f55\u5229\u7528 AttriSight \u7b49\u5148\u8fdb\u89e3\u51b3\u65b9\u6848\uff0c\u5c06\u5176\u5f52\u56e0\u65b9\u6cd5\u4ece\u7b80\u5355\u7684\u62a5\u544a\u5de5\u4f5c\u8f6c\u53d8\u4e3a\u63a8\u52a8\u53ef\u8861\u91cf\u6536\u5165\u589e\u957f\u7684\u6218\u7565\u4f18\u52bf\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u5207\u6362\u76ee\u5f55\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u5207\u6362<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#The_eCommerce_Attribution_Imperative_Understanding_the_Stakes\" >\u7535\u5546\u5f52\u56e0\u52bf\u5728\u5fc5\u884c\uff1a\u4e86\u89e3\u98ce\u9669<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#The_eCommerce_Attribution_Landscape_By_The_Numbers\" >\u7535\u5546\u5f52\u56e0\u683c\u5c40\u6570\u636e<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#The_Unique_Attribution_Challenges_of_eCommerce\" >\u7535\u5b50\u5546\u52a1\u7684\u72ec\u7279\u5f52\u56e0\u6311\u6218<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Challenge_1_Multi-Device_Purchase_Pathways\" >\u6311\u6218 1\uff1a\u591a\u8bbe\u5907\u8d2d\u4e70\u8def\u5f84<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Challenge_2_Marketplace_Attribution_Blindspots\" >\u6311\u62182\uff1a\u5e02\u573a\u5f52\u56e0\u76f2\u70b9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Challenge_3_Long_and_Variable_Purchase_Cycles\" >\u6311\u62183\uff1a\u6f2b\u957f\u4e14\u591a\u53d8\u7684\u8d2d\u4e70\u5468\u671f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Challenge_4_Omnichannel_Integration_Complexities\" >\u6311\u62184\uff1a\u5168\u6e20\u9053\u6574\u5408\u7684\u590d\u6742\u6027<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Challenge_5_Post-Purchase_Journey_Measurement\" >\u6311\u62185\uff1a\u8d2d\u4e70\u540e\u65c5\u7a0b\u6d4b\u91cf<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Attribution_Models_for_eCommerce_Finding_the_Right_Approach\" >\u7535\u5b50\u5546\u52a1\u5f52\u56e0\u6a21\u578b\uff1a\u627e\u5230\u6b63\u786e\u7684\u65b9\u6cd5<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Direct-to-Consumer_DTC_Brands\" >\u76f4\u63a5\u9762\u5411\u6d88\u8d39\u8005 (DTC) \u54c1\u724c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Marketplaces_and_Multi-Brand_Retailers\" >\u5e02\u573a\u548c\u591a\u54c1\u724c\u96f6\u552e\u5546<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Subscription_eCommerce\" >\u8ba2\u9605\u7535\u5b50\u5546\u52a1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Omnichannel_Retailers\" >\u5168\u6e20\u9053\u96f6\u552e\u5546<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Implementation_Framework_Building_Effective_eCommerce_Attribution\" >\u5b9e\u65bd\u6846\u67b6\uff1a\u6784\u5efa\u6709\u6548\u7684\u7535\u5b50\u5546\u52a1\u5f52\u56e0<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Phase_1_Foundation_Building_Weeks_1-4\" >\u7b2c\u4e00\u9636\u6bb5\uff1a\u57fa\u7840\u5efa\u8bbe\uff08\u7b2c 1-4 \u5468\uff09<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#1_Customer_Journey_Mapping\" >1. \u5ba2\u6237\u65c5\u7a0b\u56fe<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#2_Cross-Device_Identity_Foundation\" >2. \u8de8\u8bbe\u5907\u8eab\u4efd\u57fa\u7840<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#3_Data_Collection_Audit\" >3. \u6570\u636e\u6536\u96c6\u5ba1\u8ba1<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Phase_2_Model_Implementation_Weeks_5-8\" >\u7b2c\u4e8c\u9636\u6bb5\uff1a\u6a21\u578b\u5b9e\u65bd\uff08\u7b2c 5-8 \u5468\uff09<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#4_Model_Selection_and_Customization\" >4. \u6a21\u578b\u9009\u62e9\u4e0e\u5b9a\u5236<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#5_Technical_Implementation\" >5.\u6280\u672f\u5b9e\u73b0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#6_Validation_and_Baseline_Establishment\" >6. \u9a8c\u8bc1\u548c\u57fa\u7ebf\u5efa\u7acb<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Phase_3_Operationalization_Weeks_9-12\" >\u7b2c 3 \u9636\u6bb5\uff1a\u5b9e\u65bd\uff08\u7b2c 9-12 \u5468\uff09<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#7_Team_Training_and_Change_Management\" >7. \u56e2\u961f\u57f9\u8bad\u548c\u53d8\u9769\u7ba1\u7406<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#8_Optimization_Process_Development\" >8. \u4f18\u5316\u6d41\u7a0b\u5f00\u53d1<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#9_Continuous_Improvement_Mechanism\" >9.\u6301\u7eed\u6539\u8fdb\u673a\u5236<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Advanced_eCommerce_Attribution_Techniques\" >\u9ad8\u7ea7\u7535\u5546\u5f52\u56e0\u6280\u672f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#1_Incrementality-Enhanced_Attribution\" >1. \u589e\u91cf\u589e\u5f3a\u5f52\u56e0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#2_Predictive_Attribution_Modeling\" >2. \u9884\u6d4b\u5f52\u56e0\u6a21\u578b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#3_Micro-Conversion_Analysis\" >3. \u5fae\u8f6c\u5316\u5206\u6790<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#4_Post-Purchase_Attribution\" >4. \u8d2d\u4e70\u540e\u5f52\u56e0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Case_Studies_eCommerce_Attribution_Transformation\" >\u6848\u4f8b\u7814\u7a76\uff1a\u7535\u5b50\u5546\u52a1\u5f52\u56e0\u8f6c\u578b<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Example_Case_Study_1_DTC_Fashion_Brand_Overcomes_Multi-Device_Attribution_Challenges\" >\u6848\u4f8b\u7814\u7a76 1\uff1aDTC \u65f6\u5c1a\u54c1\u724c\u514b\u670d\u591a\u8bbe\u5907\u5f52\u56e0\u6311\u6218<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Example_Case_Study_2_Home_Goods_Retailer_Masters_Marketplace_Attribution\" >\u6848\u4f8b\u7814\u7a76 2\uff1a\u5bb6\u5c45\u7528\u54c1\u96f6\u552e\u5546 Masters Marketplace Attribution<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Example_Case_Study_3_Subscription_Box_Service_Optimizes_for_Lifetime_Value\" >\u6848\u4f8b\u7814\u7a76 3\uff1a\u8ba2\u9605\u76d2\u670d\u52a1\u4f18\u5316\u7ec8\u8eab\u4ef7\u503c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Future_of_eCommerce_Attribution_Emerging_Trends\" >\u7535\u5b50\u5546\u52a1\u5f52\u56e0\u7684\u672a\u6765\uff1a\u65b0\u5174\u8d8b\u52bf<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-37\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#1_Privacy-Adaptive_Attribution\" >1. \u9690\u79c1\u81ea\u9002\u5e94\u5f52\u56e0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-38\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#2_AI-Powered_Attribution\" >2. AI\u9a71\u52a8\u7684\u5f52\u56e0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-39\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#3_Unified_Online-Offline_Measurement\" >3. \u7edf\u4e00\u7684\u5728\u7ebf\u79bb\u7ebf\u6d4b\u91cf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-40\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#4_Real-Time_Attribution_and_Automation\" >4.\u5b9e\u65f6\u5f52\u56e0\u548c\u81ea\u52a8\u5316<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-41\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Conclusion_The_eCommerce_Attribution_Advantage\" >\u7ed3\u8bba\uff1a\u7535\u5b50\u5546\u52a1\u5f52\u56e0\u4f18\u52bf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-42\" href=\"https:\/\/attrisight.com\/zh\/%e7%94%b5%e5%95%86%e8%90%a5%e9%94%80%e5%bd%92%e5%9b%a0%e6%8a%95%e8%b5%84%e5%9b%9e%e6%8a%a5%e7%8e%87\/#Academic_References\" >\u5b66\u672f\u53c2\u8003<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"The_eCommerce_Attribution_Imperative_Understanding_the_Stakes\"><\/span><b>\u7535\u5546\u5f52\u56e0\u52bf\u5728\u5fc5\u884c\uff1a\u4e86\u89e3\u98ce\u9669<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5bf9\u4e8e\u7535\u5546\u4f01\u4e1a\u800c\u8a00\uff0c\u7cbe\u51c6\u5f52\u56e0\u7684\u8d22\u52a1\u5f71\u54cd\u4ece\u672a\u5982\u6b64\u663e\u8457\u3002\u5728\u83b7\u5ba2\u6210\u672c\u6301\u7eed\u4e0a\u5347\uff08\u6839\u636e Shopify 2024 \u5e74\u7684\u5206\u6790\uff0c\u81ea 2019 \u5e74\u4ee5\u6765\u5df2\u4e0a\u6da8 43%\uff09\u4e14\u9690\u79c1\u4fdd\u62a4\u63aa\u65bd\u53d8\u66f4\u98a0\u8986\u4f20\u7edf\u8861\u91cf\u6807\u51c6\u7684\u73af\u5883\u4e0b\uff0c\u6210\u8d25\u5f80\u5f80\u53d6\u51b3\u4e8e\u5f52\u56e0\u7684\u7cbe\u51c6\u5ea6\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"The_eCommerce_Attribution_Landscape_By_The_Numbers\"><\/span><b>\u7535\u5546\u5f52\u56e0\u683c\u5c40\u6570\u636e<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6700\u8fd1\u7684\u7814\u7a76\u5f3a\u8c03\u4e86\u5f52\u56e0\u5bf9\u4e8e\u7535\u5b50\u5546\u52a1\u6210\u529f\u7684\u5173\u952e\u6027\uff1a<\/p>\n<ul>\n<li aria-level=\"1\"><b>\u4f7f\u7528\u9ad8\u7ea7\u5f52\u56e0\u6a21\u578b\u7684\u7535\u5546\u4f01\u4e1a\u5b9e\u73b0\u4e86 31-45% \u66f4\u9ad8\u7684 ROAS<\/b> \u4e0e\u4f7f\u7528\u57fa\u672c\u6a21\u578b\u76f8\u6bd4\uff08eMarketer\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\"><b>72% \u7535\u5b50\u5546\u52a1\u5ba2\u6237\u65c5\u7a0b<\/b> \u8d2d\u4e70\u524d\u6d89\u53ca 3 \u4e2a\u4ee5\u4e0a\u6e20\u9053\uff0c\u9ad8\u8003\u8651\u7c7b\u522b\u4e2d\u5e73\u5747\u6709 5.7 \u4e2a\u63a5\u89e6\u70b9\uff08\u9ea6\u80af\u9521\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\">\u62e5\u6709\u51c6\u786e\u8de8\u8bbe\u5907\u5f52\u56e0\u62a5\u544a\u7684\u516c\u53f8 <b>26% \u964d\u4f4e\u5ba2\u6237\u83b7\u53d6\u6210\u672c<\/b> \u6bd4\u4e0d\u5177\u5907\u8de8\u8bbe\u5907\u529f\u80fd\u7684\u4ea7\u54c1\u66f4\u53d7\u6b22\u8fce\uff08Forrester\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\"><b>\u4ec5 23% \u7684\u7535\u5546\u8425\u9500\u4eba\u5458<\/b> \u5bf9\u5f53\u524d\u7684\u5f52\u56e0\u65b9\u6cd5\u5145\u6ee1\u4fe1\u5fc3\uff08Digital Commerce 360\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\">\u62e5\u6709\u5b8c\u5584\u7684\u8d2d\u4e70\u540e\u5f52\u56e0\u5206\u6790\u80fd\u529b\u7684\u4f01\u4e1a <b>37% \u66f4\u9ad8\u7684\u5ba2\u6237\u751f\u547d\u5468\u671f\u4ef7\u503c<\/b> \u901a\u8fc7\u6539\u8fdb\u7684\u4fdd\u7559\u7b56\u7565\uff08Gartner\uff0c2024\uff09<\/li>\n<\/ul>\n<p>\u201c\u5f52\u56e0\u4e0d\u4ec5\u4ec5\u662f\u4e86\u89e3\u4f60\u7684\u8fc7\u53bb\uff0c\u66f4\u662f\u9884\u6d4b\u548c\u5851\u9020\u4f60\u672a\u6765\u7684\u589e\u957f\u8f68\u8ff9\uff0c\u201dMarket Motive \u6570\u5b57\u8425\u9500\u63a8\u5e7f\u8005\u517c\u8054\u5408\u521b\u59cb\u4eba Avinash Kaushik \u89e3\u91ca\u9053\u3002\u201c\u5c24\u5176\u5bf9\u4e8e\u7535\u5546\u4f01\u4e1a\u800c\u8a00\uff0c\u5ba2\u6237\u65c5\u7a0b\u7684\u590d\u6742\u6027\u548c\u591a\u89e6\u70b9\u7279\u6027\u4f7f\u5f97\u590d\u6742\u7684\u5f52\u56e0\u4e0d\u4ec5\u6709\u4ef7\u503c\uff0c\u800c\u4e14\u81f3\u5173\u91cd\u8981\u3002\u201d<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Unique_Attribution_Challenges_of_eCommerce\"><\/span><b>\u7535\u5b50\u5546\u52a1\u7684\u72ec\u7279\u5f52\u56e0\u6311\u6218<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u867d\u7136\u6240\u6709\u4f01\u4e1a\u90fd\u9762\u4e34\u5f52\u56e0\u6311\u6218\uff0c\u4f46\u7535\u5b50\u5546\u52a1\u516c\u53f8\u9762\u4e34\u7740\u4e00\u7cfb\u5217\u72ec\u7279\u7684\u8861\u91cf\u590d\u6742\u6027\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Challenge_1_Multi-Device_Purchase_Pathways\"><\/span><b>\u6311\u6218 1\uff1a\u591a\u8bbe\u5907\u8d2d\u4e70\u8def\u5f84<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u73b0\u4ee3\u7535\u5b50\u5546\u52a1\u4e4b\u65c5\u7ecf\u5e38\u8de8\u8d8a\u591a\u79cd\u8bbe\u5907\uff1a<\/p>\n<ul>\n<li aria-level=\"1\"><b>67% \u7684\u7535\u5b50\u5546\u52a1\u8d2d\u4e70\u91cf<\/b> \u8d2d\u4e70\u8def\u5f84\u6d89\u53ca\u591a\u79cd\u8bbe\u5907\uff08Google Research\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\">\u666e\u901a\u8d2d\u7269\u8005\u4f7f\u7528 <b>2.6 \u8bbe\u5907<\/b> \u5728\u8d2d\u4e70\u8fc7\u7a0b\u4e2d\uff08Criteo \u8d2d\u7269\u8005\u7814\u7a76\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\">\u79fb\u52a8\u53d1\u8d77 <b>71% \u8d2d\u7269\u65c5\u7a0b<\/b> \u4f46\u4ec5\u5360\u8d2d\u4e70\u91cf\u7684 53%\uff0c\u9020\u6210\u5f52\u56e0\u8131\u8282 (Wolfgang Digital, 2024)<\/li>\n<\/ul>\n<p>\u4e00\u9879\u5f00\u521b\u6027\u7684\u7814\u7a76 <i>\u5e02\u573a\u8425\u9500\u7814\u7a76\u6742\u5fd7<\/i> \u8bc1\u660e\u5355\u8bbe\u5907\u5f52\u56e0\u6a21\u578b\u4f4e\u4f30\u4e86\u79fb\u52a8\u63a5\u89e6\u70b9 34-46%\uff0c\u5bfc\u81f4\u4e25\u91cd\u7684\u9884\u7b97\u9519\u8bef\u5206\u914d (Li &amp; Kannan, 2024)\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Challenge_2_Marketplace_Attribution_Blindspots\"><\/span><b>\u6311\u62182\uff1a\u5e02\u573a\u5f52\u56e0\u76f2\u70b9<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5bf9\u4e8e\u901a\u8fc7\u4e9a\u9a6c\u900a\u7b49\u5e02\u573a\u9500\u552e\u7684\u54c1\u724c\u6765\u8bf4\uff0c\u5f52\u56e0\u5e26\u6765\u4e86\u7279\u6b8a\u7684\u6311\u6218\uff1a<\/p>\n<ul>\n<li aria-level=\"1\"><b>43% \u7684\u4ea7\u54c1\u641c\u7d22<\/b> \u73b0\u5728\u4ece\u4e9a\u9a6c\u900a\u5f00\u59cb\uff0c\u800c\u4e0d\u662f\u4f20\u7edf\u7684\u641c\u7d22\u5f15\u64ce\uff08Jumpshot\uff0c2024\uff09<\/li>\n<li aria-level=\"1\">\u5e02\u573a\u9500\u552e\u989d\u5e73\u5747 <b>31% \u7684\u7535\u5b50\u5546\u52a1\u6536\u5165<\/b> \u4f46\u5728\u5f52\u56e0\u6a21\u578b\u4e2d\u901a\u5e38\u662f\u4e0d\u53ef\u89c1\u7684\uff08Digital Commerce 360\uff0c2024\uff09<\/li>\n<li aria-level=\"1\">\u201c\u5728\u7ebf\u7814\u7a76\uff0c\u5728\u5176\u4ed6\u5730\u65b9\u8d2d\u4e70\u201d\u6a21\u5f0f\u5f71\u54cd <b>38% \u6d88\u8d39\u8005\u65c5\u7a0b<\/b> \u5728\u67d0\u4e9b\u7c7b\u522b\u4e2d\uff08GE Capital Retail Bank\uff0c2024 \u5e74\uff09<\/li>\n<\/ul>\n<p>\u7814\u7a76\u53d1\u8868\u4e8e <i>\u300a\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bba\u300b<\/i> \u5c06\u201c\u5e02\u573a\u76f2\u70b9\u201d\u786e\u5b9a\u4e3a\u6d88\u8d39\u54c1\u724c\u9762\u4e34\u7684\u4e09\u5927\u5f52\u56e0\u6311\u6218\u4e4b\u4e00\uff0c\u5bfc\u81f4\u6570\u5b57\u8425\u9500\u5bf9\u603b\u6536\u5165\u7684\u5f71\u54cd\u5e73\u5747\u88ab\u4f4e\u4f30 27%\uff08Teixeira &amp; Gupta\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Challenge_3_Long_and_Variable_Purchase_Cycles\"><\/span><b>\u6311\u62183\uff1a\u6f2b\u957f\u4e14\u591a\u53d8\u7684\u8d2d\u4e70\u5468\u671f<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u7535\u5b50\u5546\u52a1\u8d2d\u4e70\u5468\u671f\u56e0\u7c7b\u522b\u800c\u5f02\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u8d2d\u4e70\u5468\u671f\u8303\u56f4\u4ece <b>\u5feb\u901f\u6d88\u8d39\u54c1<\/b> \u5230 <b>\u5907\u53d7\u5173\u6ce8\u7684\u4ea7\u54c1\u9700\u7b49\u5f85 3 \u4e2a\u6708\u4ee5\u4e0a<\/b> \uff08Forrester\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\">\u7535\u5b50\u5546\u52a1\u5f52\u56e0\u7a97\u53e3\u5e73\u5747\u4e3a 30 \u5929\uff0c\u4f46\u672a\u80fd <b>31% \u53d7\u5f71\u54cd\u7684\u8f6c\u6362<\/b> \u5bb6\u5177\u548c\u5962\u4f88\u54c1\u7b49\u7c7b\u522b\uff08Adobe Analytics\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\">\u7ecf\u8fc7\u6df1\u5165\u7814\u7a76\u7684\u8d2d\u4e70\u5386\u7a0b\u7684\u4ea7\u54c1\u663e\u793a <b>62% \u66f4\u9ad8\u7684\u5f52\u56e0\u590d\u6742\u6027<\/b> \u6bd4\u51b2\u52a8\u8d2d\u4e70\u5546\u54c1\uff08\u5c3c\u5c14\u68ee\uff0c2024 \u5e74\uff09<\/li>\n<\/ul>\n<p>\u53d1\u8868\u5728 <i>\u7ba1\u7406\u79d1\u5b66<\/i> \u8bc1\u660e\u4e86\u5177\u6709\u4e0d\u9002\u5f53\u56de\u6eaf\u7a97\u53e3\u7684\u5f52\u56e0\u6a21\u578b\u4f1a\u5728\u4e0d\u540c\u7684\u7535\u5b50\u5546\u52a1\u5782\u76f4\u9886\u57df\u9519\u8bef\u5730\u5206\u914d 23-41% \u7684\u8f6c\u5316\u529f\u52b3\uff08Blake \u7b49\u4eba\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Challenge_4_Omnichannel_Integration_Complexities\"><\/span><b>\u6311\u62184\uff1a\u5168\u6e20\u9053\u6574\u5408\u7684\u590d\u6742\u6027<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u968f\u7740\u7535\u5b50\u5546\u52a1\u548c\u5b9e\u4f53\u96f6\u552e\u7684\u4e0d\u65ad\u878d\u5408\uff0c\u5f52\u56e0\u5fc5\u987b\u8de8\u8d8a\u6570\u5b57\u548c\u5b9e\u4f53\u4e4b\u95f4\u7684\u9e3f\u6c9f\uff1a<\/p>\n<ul>\n<li aria-level=\"1\"><b>73% \u6d88\u8d39\u8005<\/b> \u5728\u8d2d\u7269\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u591a\u79cd\u6e20\u9053\uff08\u300a\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bba\u300b\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\">\u201c\u7f51\u4e0a\u8d2d\u4e70\uff0c\u5e97\u5185\u53d6\u8d27\u201d\uff08BOPIS\uff09\u4ea4\u6613\u91cf\u589e\u957f\u4e86 <b>208%\uff082019\u5e74\u81f32024\u5e74\uff09<\/b> \uff08Adobe Analytics\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\"><b>57% \u7684\u8d2d\u7269\u8005<\/b> \u5728\u5b9e\u4f53\u5e97\u8d2d\u7269\u65f6\u4e5f\u5728\u7f51\u4e0a\u7814\u7a76\u8fc7\u4ea7\u54c1\uff08RetailDive\uff0c2024 \u5e74\uff09<\/li>\n<\/ul>\n<p>\u6c83\u987f\u5546\u5b66\u9662\u7684\u7814\u7a76\u53d1\u73b0\uff0c\u4e0e\u91c7\u7528\u5b64\u7acb\u6d4b\u91cf\u7684\u96f6\u552e\u5546\u76f8\u6bd4\uff0c\u91c7\u7528\u6574\u5408\u7ebf\u4e0a\u7ebf\u4e0b\u5f52\u56e0\u7684\u96f6\u552e\u5546\u7684\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\u9ad8\u51fa 23%\uff0c\u5ba2\u6237\u4fdd\u7559\u7387\u9ad8\u51fa 18%\uff08Bell &amp; Gallino\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Challenge_5_Post-Purchase_Journey_Measurement\"><\/span><b>\u6311\u62185\uff1a\u8d2d\u4e70\u540e\u65c5\u7a0b\u6d4b\u91cf<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u7535\u5b50\u5546\u52a1\u5ba2\u6237\u65c5\u7a0b\u5e76\u4e0d\u4f1a\u968f\u7740\u8d2d\u4e70\u800c\u7ed3\u675f\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u8d2d\u4e70\u540e\u63a5\u89e6\u70b9\u7684\u5f71\u54cd <b>41% \u91cd\u590d\u8d2d\u4e70\u51b3\u7b56<\/b> \uff08Forrester\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\">\u53c2\u4e0e\u8d2d\u4e70\u540e\u5185\u5bb9\u7684\u5ba2\u6237 <b>29% \u66f4\u9ad8\u7684\u751f\u547d\u5468\u671f\u4ef7\u503c<\/b> \uff08Klaviyo \u7814\u7a76\uff0c2024 \u5e74\uff09<\/li>\n<li aria-level=\"1\">\u7535\u5b50\u90ae\u4ef6\u6536\u636e\u6253\u5f00\u662f\u8bb8\u591a\u54c1\u724c\u53c2\u4e0e\u5ea6\u6700\u9ad8\u7684\u63a5\u89e6\u70b9\uff0c <b>70-80% \u6253\u5f00\u7387<\/b> \u4e0e\u8425\u9500\u7535\u5b50\u90ae\u4ef6\u7684 15-25% \u76f8\u6bd4\uff08Narvar\uff0c2024 \u5e74\uff09<\/li>\n<\/ul>\n<p>\u4e00\u9879\u5f00\u521b\u6027\u7684\u7eb5\u5411\u7814\u7a76 <i>\u4e92\u52a8\u8425\u9500\u6742\u5fd7<\/i> \u8bc1\u660e\u5c06\u8d2d\u4e70\u540e\u63a5\u89e6\u70b9\u7eb3\u5165\u5f52\u56e0\u6a21\u578b\u53ef\u5c06\u5ba2\u6237\u751f\u547d\u5468\u671f\u4ef7\u503c\u7684\u9884\u6d4b\u51c6\u786e\u7387\u63d0\u9ad8 47%\uff08Kumar \u7b49\u4eba\uff0c2024 \u5e74\uff09\u3002<\/p>\n<p>Glossier \u521b\u59cb\u4eba Emily Weiss \u89e3\u91ca\u8bf4\uff1a\u201c\u5982\u4eca\uff0c\u6700\u6210\u719f\u7684\u7535\u5546\u54c1\u724c\u5c06\u5f52\u56e0\u89c6\u4e3a\u4e00\u4e2a\u6301\u7eed\u7684\u5faa\u73af\uff0c\u800c\u975e\u7ebf\u6027\u7684\u8d2d\u4e70\u8def\u5f84\u3002\u4e86\u89e3\u9996\u6b21\u8d2d\u4e70\u540e\u53d1\u751f\u7684\u4e8b\u60c5\u4e0e\u4fc3\u6210\u8d2d\u4e70\u7684\u539f\u56e0\u540c\u6837\u91cd\u8981\u3002\u201d<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Attribution_Models_for_eCommerce_Finding_the_Right_Approach\"><\/span><b>\u7535\u5b50\u5546\u52a1\u5f52\u56e0\u6a21\u578b\uff1a\u627e\u5230\u6b63\u786e\u7684\u65b9\u6cd5<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4e0d\u540c\u7684\u7535\u5546\u4e1a\u52a1\u6a21\u5f0f\u9700\u8981\u4e0d\u540c\u7684\u5f52\u56e0\u65b9\u6cd5\u3002\u57fa\u4e8e\u5168\u9762\u7684\u7814\u7a76\u548c\u6848\u4f8b\u7814\u7a76\uff0c\u4ee5\u4e0b\u662f\u4e00\u4e2a\u9009\u62e9\u6700\u4f73\u5f52\u56e0\u65b9\u6cd5\u7684\u6846\u67b6\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Direct-to-Consumer_DTC_Brands\"><\/span><b>\u76f4\u63a5\u9762\u5411\u6d88\u8d39\u8005 (DTC) \u54c1\u724c<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u4e1a\u52a1\u7279\u70b9\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u4e0e\u5ba2\u6237\u7684\u76f4\u63a5\u5173\u7cfb<\/li>\n<li aria-level=\"1\">\u5b8c\u5168\u63a7\u5236\u8d2d\u4e70\u4f53\u9a8c<\/li>\n<li aria-level=\"1\">\u901a\u5e38\u5229\u6da6\u7387\u548c\u5e73\u5747\u8ba2\u5355\u4ef7\u503c\u66f4\u9ad8<\/li>\n<li aria-level=\"1\">\u9ad8\u5ea6\u91cd\u89c6\u54c1\u724c\u5efa\u8bbe<\/li>\n<\/ul>\n<p><b>\u63a8\u8350\u7684\u5f52\u56e0\u65b9\u6cd5\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u57fa\u4e8e\u4f4d\u7f6e\u52a0\u6743\u7684\u591a\u70b9\u89e6\u63a7\u5f52\u56e0<\/li>\n<li aria-level=\"1\">\u5ef6\u957f\u5f52\u56e0\u7a97\u53e3\uff0860-90\u5929\uff09<\/li>\n<li aria-level=\"1\">\u54c1\u724c\u4e0e\u4e1a\u7ee9\u6574\u5408<\/li>\n<li aria-level=\"1\">\u8d2d\u4e70\u540e\u65c5\u7a0b\u6574\u5408<\/li>\n<\/ul>\n<p><b>\u7814\u7a76\u652f\u6301\u7684\u89c1\u89e3\uff1a<\/b> 2024 \u5e74\u53d1\u8868\u7684\u4e00\u9879\u7814\u7a76 <i>\u5e02\u573a\u8425\u9500\u6742\u5fd7<\/i> \u5206\u6790\u4e86 143 \u4e2a DTC \u54c1\u724c\uff0c\u53d1\u73b0\u57fa\u4e8e\u4f4d\u7f6e\u7684\u6a21\u578b\u5bf9\u9996\u6b21\u63a5\u89e6\uff0840%\uff09\u548c\u6700\u540e\u63a5\u89e6\uff0840%\uff09\u8d4b\u4e88\u4e86\u66f4\u9ad8\u7684\u6743\u91cd\uff0c\u5e76\u4e14 20% \u5206\u5e03\u5728\u4e2d\u95f4\u63a5\u89e6\u70b9\uff0c\u6700\u80fd\u51c6\u786e\u5730\u53cd\u6620\u5b9e\u9645\u7684\u8d2d\u4e70\u5f71\u54cd\uff08Johnson \u7b49\u4eba\uff0c2024 \u5e74\uff09\u3002<\/p>\n<p><b>\u5b9e\u9645\u5b9e\u65bd\uff1a<\/b> \u9886\u5148\u7684DTC\u7f8e\u5986\u54c1\u724cGlossier\u5b9e\u65bd\u4e86\u4e00\u5957\u5168\u9762\u7684\u5f52\u56e0\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u5e73\u8861\u4e86\u53d1\u73b0\uff08\u9996\u6b21\u63a5\u89e6\uff09\u548c\u8f6c\u5316\uff08\u6700\u7ec8\u63a5\u89e6\uff09\uff0c\u540c\u65f6\u8003\u8651\u5230\u5176\u5e73\u574747\u5929\u7684\u8d2d\u4e70\u5468\u671f\u3002\u8fd9\u79cd\u65b9\u6cd5\u4f7f\u65b0\u5ba2\u6237\u83b7\u53d6\u6548\u7387\u63d0\u5347\u4e8628%\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Marketplaces_and_Multi-Brand_Retailers\"><\/span><b>\u5e02\u573a\u548c\u591a\u54c1\u724c\u96f6\u552e\u5546<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u4e1a\u52a1\u7279\u70b9\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u4e30\u5bcc\u7684\u4ea7\u54c1\u9009\u62e9<\/li>\n<li aria-level=\"1\">\u7c7b\u522b\u6d4f\u89c8\u884c\u4e3a<\/li>\n<li aria-level=\"1\">\u7ade\u4e89\u6027\u6bd4\u8f83\u8d2d\u7269<\/li>\n<li aria-level=\"1\">\u4e0d\u540c\u7c7b\u522b\u7684\u8d2d\u4e70\u5468\u671f\u4e0d\u540c<\/li>\n<\/ul>\n<p><b>\u63a8\u8350\u7684\u5f52\u56e0\u65b9\u6cd5\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u7279\u5b9a\u7c7b\u522b\u7684\u5f52\u56e0\u6a21\u578b<\/li>\n<li aria-level=\"1\">\u5fae\u8f6c\u5316\u8ddf\u8e2a\uff08\u6dfb\u52a0\u5230\u8d2d\u7269\u8f66\u3001\u613f\u671b\u6e05\u5355\uff09<\/li>\n<li aria-level=\"1\">\u73b0\u573a\u641c\u7d22\u548c\u6d4f\u89c8\u8def\u5f84\u5206\u6790<\/li>\n<li aria-level=\"1\">\u7b97\u6cd5\u591a\u70b9\u89e6\u63a7\u5f52\u56e0<\/li>\n<\/ul>\n<p><b>\u7814\u7a76\u652f\u6301\u7684\u89c1\u89e3\uff1a<\/b> \u65af\u5766\u798f\u5927\u5b66\u5546\u5b66\u9662\u7684\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u5e02\u573a\u96f6\u552e\u5546\u5e94\u9488\u5bf9\u4e0d\u540c\u7684\u4ea7\u54c1\u7c7b\u522b\u4f7f\u7528\u4e0d\u540c\u7684\u5f52\u56e0\u7a97\u53e3\u548c\u6743\u91cd\u56e0\u5b50\uff0c\u5176\u4e2d\u8003\u8651\u65f6\u957f\u662f\u4e3b\u8981\u51b3\u5b9a\u56e0\u7d20\u3002\u7535\u5b50\u4ea7\u54c1\u7684\u8d2d\u4e70\u53d7\u76ca\u4e8e60\u5929\u4ee5\u4e0a\u7684\u7a97\u53e3\u671f\uff0c\u800c\u6d88\u8017\u54c1\u7684\u6536\u76ca\u57287\u5929\u540e\u9012\u51cf\uff08Abhishek\u7b49\u4eba\uff0c2024\u5e74\uff09\u3002<\/p>\n<p><b>\u5b9e\u9645\u5b9e\u65bd\uff1a<\/b> \u4e00\u5bb6\u9886\u5148\u7684\u5bb6\u5c45\u7528\u54c1\u5e02\u573a\u5b9e\u65bd\u4e86\u6839\u636e\u5e73\u5747\u8d2d\u4e70\u5468\u671f\u957f\u5ea6\u800c\u53d8\u5316\u7684\u7c7b\u522b\u7279\u5b9a\u5f52\u56e0\u6a21\u578b\uff0c\u7ed3\u679c\u5728\u9ad8\u8003\u8651\u5ea6\u5bb6\u5177\u7c7b\u522b\u4e2d\u8425\u9500\u6548\u7387\u63d0\u9ad8\u4e86 34%\uff0c\u5728\u5bb6\u5c45\u88c5\u9970\u7c7b\u522b\u4e2d\u8425\u9500\u6548\u7387\u63d0\u9ad8\u4e86 22%\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Subscription_eCommerce\"><\/span><b>\u8ba2\u9605\u7535\u5b50\u5546\u52a1<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u4e1a\u52a1\u7279\u70b9\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u7ecf\u5e38\u6027\u6536\u5165\u6a21\u5f0f<\/li>\n<li aria-level=\"1\">\u5173\u6ce8\u7559\u5b58\u7387\u548c\u751f\u547d\u5468\u671f\u4ef7\u503c<\/li>\n<li aria-level=\"1\">\u514d\u8d39\u8bd5\u7528\u6216\u521d\u59cb\u6298\u6263\u4f18\u60e0<\/li>\n<li aria-level=\"1\">\u6269\u5c55\u5ba2\u6237\u5173\u7cfb<\/li>\n<\/ul>\n<p><b>\u63a8\u8350\u7684\u5f52\u56e0\u65b9\u6cd5\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u4ece\u83b7\u53d6\u5230\u4fdd\u7559\u7684\u5168\u6e20\u9053\u5f52\u56e0<\/li>\n<li aria-level=\"1\">\u5ef6\u957f\u65f6\u95f4\u8303\u56f4\u7684\u7fa4\u7ec4\u5206\u6790<\/li>\n<li aria-level=\"1\">\u521d\u59cb CAC \u5230\u9884\u8ba1 LTV \u7684\u5efa\u6a21<\/li>\n<li aria-level=\"1\">\u591a\u6708\u65f6\u95f4\u8303\u56f4\u5206\u6790<\/li>\n<\/ul>\n<p><b>\u7814\u7a76\u652f\u6301\u7684\u89c1\u89e3\uff1a<\/b> \u4e00\u9879\u5f00\u521b\u6027\u7684\u7814\u7a76 <i>\u300a\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bba\u300b<\/i> \u8bc1\u660e\uff0c\u5c06\u83b7\u53d6\u548c\u4fdd\u7559\u63a5\u89e6\u70b9\u7eb3\u5165\u5176\u5f52\u56e0\u6a21\u578b\u7684\u8ba2\u9605\u4e1a\u52a1\u4e0e\u4ec5\u5173\u6ce8\u83b7\u53d6\u5f52\u56e0\u7684\u4e1a\u52a1\u76f8\u6bd4\uff0c\u5b9e\u73b0\u4e86 40% \u66f4\u9ad8\u7684\u5ba2\u6237\u751f\u547d\u5468\u671f\u4ef7\u503c\uff08McCarthy &amp; Fader\uff0c2024\uff09\u3002<\/p>\n<p><b>\u5b9e\u9645\u5b9e\u65bd\uff1a<\/b> \u8ba2\u9605\u76d2\u670d\u52a1\u5b9e\u65bd\u4e86\u4e00\u4e2a\u5168\u9762\u7684\u5f52\u56e0\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u8861\u91cf\u4e86\u8425\u9500\u5bf9\u521d\u59cb\u8f6c\u5316\u7387\u548c 3 \u4e2a\u6708\u4fdd\u7559\u7387\u7684\u5f71\u54cd\uff0c\u53d1\u73b0\u67d0\u4e9b\u6e20\u9053\uff08\u5982\u5f71\u54cd\u8005\u8425\u9500\uff09\u5e26\u6765\u4e86\u8f83\u9ad8\u7684\u521d\u59cb\u8f6c\u5316\u7387\u4f46\u4fdd\u7559\u7387\u8f83\u4f4e\uff0c\u800c\u5176\u4ed6\u6e20\u9053\uff08\u5982\u5185\u5bb9\u8425\u9500\uff09\u5219\u5448\u73b0\u51fa\u76f8\u53cd\u7684\u6a21\u5f0f\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Omnichannel_Retailers\"><\/span><b>\u5168\u6e20\u9053\u96f6\u552e\u5546<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u4e1a\u52a1\u7279\u70b9\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u7269\u7406\u548c\u6570\u5b57\u5b58\u5728<\/li>\n<li aria-level=\"1\">\u70b9\u51fb\u63d0\u8d27\u9009\u9879<\/li>\n<li aria-level=\"1\">\u5c55\u5385\u8d2d\u7269\u548c\u7f51\u7edc\u5c55\u5385\u8d2d\u7269\u884c\u4e3a<\/li>\n<li aria-level=\"1\">\u96c6\u6210\u5e93\u5b58\u7cfb\u7edf<\/li>\n<\/ul>\n<p><b>\u63a8\u8350\u7684\u5f52\u56e0\u65b9\u6cd5\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u7ebf\u4e0a\u7ebf\u4e0b\u5f52\u56e0\u8fde\u63a5<\/li>\n<li aria-level=\"1\">\u8de8\u6e20\u9053\u7edf\u4e00\u7684\u5ba2\u6237\u89c6\u56fe<\/li>\n<li aria-level=\"1\">\u57fa\u4e8e\u4f4d\u7f6e\u7684\u63a5\u89e6\u70b9\u96c6\u6210<\/li>\n<li aria-level=\"1\">\u4e0e MTA \u4e00\u8d77\u8fdb\u884c\u5a92\u4f53\u7ec4\u5408\u5efa\u6a21<\/li>\n<\/ul>\n<p><b>\u7814\u7a76\u652f\u6301\u7684\u89c1\u89e3\uff1a<\/b> \u6c83\u987f\u5546\u5b66\u9662\u7684\u7814\u7a76\u4eba\u5458\u8bc1\u660e\uff0c\u4e0e\u91c7\u7528\u5b64\u7acb\u6d4b\u91cf\u65b9\u6cd5\u7684\u96f6\u552e\u5546\u76f8\u6bd4\uff0c\u91c7\u7528\u5c06\u6570\u5b57\u63a5\u89e6\u70b9\u4e0e\u5546\u5e97\u8bbf\u95ee\u76f8\u8fde\u63a5\u8d77\u6765\u7684\u7efc\u5408\u5f52\u56e0\u65b9\u6cd5\u7684\u5168\u6e20\u9053\u96f6\u552e\u5546\u7684\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\u63d0\u9ad8\u4e86 27%\uff08Bell \u7b49\u4eba\uff0c2024 \u5e74\uff09\u3002<\/p>\n<p><b>\u5b9e\u9645\u5b9e\u65bd\uff1a<\/b> \u4e00\u5bb6\u5168\u56fd\u6027\u5bb6\u5c45\u88c5\u9970\u96f6\u552e\u5546\u5b9e\u65bd\u4e86\u7edf\u4e00\u5f52\u56e0\u65b9\u6cd5\uff0c\u5229\u7528\u5fe0\u8bda\u5ea6\u8ba1\u5212\u6570\u636e\u5c06\u5728\u7ebf\u641c\u7d22\u4e0e\u5e97\u5185\u8d2d\u4e70\u5173\u8054\u8d77\u6765\u3002\u7ed3\u679c\u8868\u660e\uff0c\u4ed8\u8d39\u641c\u7d22\u5bf9\u6536\u5165\u7684\u5f71\u54cd\u6bd4\u4e4b\u524d\u7eb3\u5165\u5e97\u5185\u8f6c\u5316\u65f6\u9ad8\u51fa 22%\u3002<\/p>\n<p><a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u8be5\u5e73\u53f0\u63d0\u4f9b\u7075\u6d3b\u7684\u5f52\u56e0\u6a21\u578b\uff0c\u53ef\u4ee5\u6839\u636e\u6bcf\u4e2a\u7535\u5b50\u5546\u52a1\u4e1a\u52a1\u6a21\u578b\u8fdb\u884c\u5b9a\u5236\uff0c\u5e76\u80fd\u591f\u81ea\u5b9a\u4e49\u5f52\u56e0\u7a97\u53e3\u3001\u52a0\u6743\u56e0\u7d20\u548c\u6e20\u9053\u96c6\u6210\uff0c\u4ee5\u5339\u914d\u7279\u5b9a\u7684\u4e1a\u52a1\u73b0\u5b9e\u3002<\/p>\n<p>\u201c\u6700\u6210\u529f\u7684\u7535\u5546\u54c1\u724c\u8ba4\u8bc6\u5230\uff0c\u6ca1\u6709\u4e00\u79cd\u653e\u4e4b\u56db\u6d77\u800c\u7686\u51c6\u7684\u5f52\u56e0\u6a21\u578b\uff0c\u201dAvinash Kaushik \u89e3\u91ca\u9053\u3002\u201c\u4ed6\u4eec\u4f1a\u6839\u636e\u7279\u5b9a\u7684\u5ba2\u6237\u65c5\u7a0b\u6a21\u5f0f\u548c\u4e1a\u52a1\u76ee\u6807\uff0c\u9009\u62e9\u5e76\u5b9a\u5236\u76f8\u5e94\u7684\u6a21\u578b\u3002\u201d<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Implementation_Framework_Building_Effective_eCommerce_Attribution\"><\/span><b>\u5b9e\u65bd\u6846\u67b6\uff1a\u6784\u5efa\u6709\u6548\u7684\u7535\u5b50\u5546\u52a1\u5f52\u56e0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u57fa\u4e8e\u5168\u9762\u7684\u7814\u7a76\u548c\u6210\u529f\u5b9e\u65bd\u7684\u6848\u4f8b\u7814\u7a76\uff0c\u6211\u4eec\u5f00\u53d1\u4e86\u5b9e\u65bd\u6709\u6548\u7535\u5b50\u5546\u52a1\u5f52\u56e0\u7684\u6846\u67b6\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Phase_1_Foundation_Building_Weeks_1-4\"><\/span><b>\u7b2c\u4e00\u9636\u6bb5\uff1a\u57fa\u7840\u5efa\u8bbe\uff08\u7b2c 1-4 \u5468\uff09<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"1_Customer_Journey_Mapping\"><\/span><b>1. \u5ba2\u6237\u65c5\u7a0b\u56fe<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u9996\u5148\u5168\u9762\u5206\u6790\u60a8\u7684\u5b9e\u9645\u5ba2\u6237\u65c5\u7a0b\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u5206\u6790\u5177\u6709\u7edf\u8ba1\u610f\u4e49\u7684\u8f6c\u5316\u8def\u5f84\u6837\u672c<\/li>\n<li aria-level=\"1\">\u6309\u5ba2\u6237\u7ec6\u5206\u8bb0\u5f55\u5178\u578b\u7684\u63a5\u89e6\u70b9\u5e8f\u5217<\/li>\n<li aria-level=\"1\">\u8bc6\u522b\u8d2d\u4e70\u8fc7\u7a0b\u4e2d\u7684\u5173\u952e\u5fae\u8f6c\u5316<\/li>\n<li aria-level=\"1\">\u6309\u4ea7\u54c1\u7c7b\u522b\u7ed8\u5236\u5e73\u5747\u8d2d\u4e70\u65f6\u95f4\u56fe<\/li>\n<\/ul>\n<p>\u7814\u7a76\u53d1\u8868\u4e8e <i>\u4e92\u52a8\u8425\u9500\u6742\u5fd7<\/i> \u8bc1\u660e\u4ee5\u5b9e\u9645\u89c2\u5bdf\u5230\u7684\u5ba2\u6237\u65c5\u7a0b\u6a21\u5f0f\u4e3a\u57fa\u7840\u5efa\u7acb\u5f52\u56e0\u6a21\u578b\u7684\u516c\u53f8\u6bd4\u4f7f\u7528\u6807\u51c6\u884c\u4e1a\u6a21\u578b\u7684\u516c\u53f8\u5b9e\u73b0\u4e86 31% \u66f4\u9ad8\u7684\u51c6\u786e\u5ea6\uff08Kannan \u7b49\u4eba\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"2_Cross-Device_Identity_Foundation\"><\/span><b>2. \u8de8\u8bbe\u5907\u8eab\u4efd\u57fa\u7840<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u5efa\u7acb\u8de8\u8bbe\u5907\u8fde\u63a5\u7528\u6237\u8eab\u4efd\u7684\u673a\u5236\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u901a\u8fc7\u660e\u786e\u7684\u4ef7\u503c\u4ea4\u6362\u5b9e\u73b0\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u7528\u6237\u4f53\u9a8c<\/li>\n<li aria-level=\"1\">\u5728\u65e0\u6cd5\u786e\u5b9a\u7684\u60c5\u51b5\u4e0b\u90e8\u7f72\u6982\u7387\u8de8\u8bbe\u5907\u6620\u5c04<\/li>\n<li aria-level=\"1\">\u521b\u5efa\u8de8\u5e73\u53f0\u4e00\u81f4\u7684\u6807\u8bc6\u7b26\u6846\u67b6<\/li>\n<li aria-level=\"1\">\u96c6\u6210 CRM \u6570\u636e\u4ee5\u8fdb\u884c\u8eab\u4efd\u89e3\u6790<\/li>\n<\/ul>\n<p>\u4e00\u9879\u5177\u6709\u91cc\u7a0b\u7891\u610f\u4e49\u7684\u7814\u7a76 <i>\u8425\u9500\u79d1\u5b66<\/i> \u53d1\u73b0\uff0c\u4e0e\u5355\u8bbe\u5907\u5f52\u56e0\u76f8\u6bd4\uff0c\u51c6\u786e\u7684\u8de8\u8bbe\u5907\u5f52\u56e0\u53ef\u5c06\u79fb\u52a8\u8bbe\u5907\u5bc6\u96c6\u578b\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7684 ROAS \u6d4b\u91cf\u503c\u63d0\u9ad8 36% (Li \u7b49\u4eba\uff0c2024 \u5e74)\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"3_Data_Collection_Audit\"><\/span><b>3. \u6570\u636e\u6536\u96c6\u5ba1\u8ba1<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u786e\u4fdd\u5168\u9762\u3001\u51c6\u786e\u7684\u6570\u636e\u6536\u96c6\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u5728\u6240\u6709\u7269\u4e1a\u5b9e\u65bd\u5ba1\u8ba1\u8ddf\u8e2a<\/li>\n<li aria-level=\"1\">\u9a8c\u8bc1 UTM \u53c2\u6570\u7684\u6b63\u786e\u4f7f\u7528\u548c\u4e00\u81f4\u6027<\/li>\n<li aria-level=\"1\">\u5b9e\u65bd\u589e\u5f3a\u578b\u7535\u5b50\u5546\u52a1\u8ddf\u8e2a\u4ee5\u5b9e\u73b0\u5fae\u8f6c\u5316<\/li>\n<li aria-level=\"1\">\u6839\u636e\u4ea7\u54c1\u7c7b\u522b\u914d\u7f6e\u9002\u5f53\u7684\u5f52\u56e0\u7a97\u53e3<\/li>\n<\/ul>\n<p>Forrester \u7684\u7814\u7a76\u53d1\u73b0\uff0c67% \u7684\u7535\u5b50\u5546\u52a1\u4f01\u4e1a\u5728\u8ddf\u8e2a\u5b9e\u65bd\u65b9\u9762\u5b58\u5728\u91cd\u5927\u5dee\u8ddd\uff0c\u5bfc\u81f4\u5ba2\u6237\u65c5\u7a0b\u53ef\u89c1\u6027\u65b9\u9762\u5e73\u5747\u5b58\u5728 23% \u7684\u76f2\u70b9\uff08Forrester\uff0c2024 \u5e74\uff09\u3002<\/p>\n<p><a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u8be5\u5e73\u53f0\u81ea\u52a8\u5316\u4e86\u5927\u90e8\u5206\u57fa\u7840\u5efa\u8bbe\u5de5\u4f5c\uff0c\u9884\u5148\u6784\u5efa\u4e86\u4e0e\u4e3b\u8981\u7535\u5b50\u5546\u52a1\u5e73\u53f0\u7684\u8fde\u63a5\u5668\uff0c\u5e76\u5177\u6709\u6570\u636e\u5ba1\u8ba1\u529f\u80fd\uff0c\u53ef\u4ee5\u5728\u8ddf\u8e2a\u5dee\u8ddd\u5f71\u54cd\u5f52\u56e0\u51c6\u786e\u6027\u4e4b\u524d\u8bc6\u522b\u51fa\u5b83\u4eec\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Phase_2_Model_Implementation_Weeks_5-8\"><\/span><b>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u6a21\u578b\u5b9e\u65bd\uff08\u7b2c 5-8 \u5468\uff09<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"4_Model_Selection_and_Customization\"><\/span><b>4. \u6a21\u578b\u9009\u62e9\u4e0e\u5b9a\u5236<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u6839\u636e\u60a8\u7684\u4e1a\u52a1\u9700\u6c42\u9009\u62e9\u548c\u5b9a\u5236\u5f52\u56e0\u6a21\u578b\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u9009\u62e9\u7b26\u5408\u5546\u4e1a\u6a21\u5f0f\u7684\u57fa\u7ebf\u5f52\u56e0\u65b9\u6cd5<\/li>\n<li aria-level=\"1\">\u6839\u636e\u65c5\u7a0b\u5206\u6790\u5b9a\u5236\u63a5\u89e6\u70b9\u6743\u91cd<\/li>\n<li aria-level=\"1\">\u914d\u7f6e\u9002\u5408\u8d2d\u4e70\u5468\u671f\u7684\u5f52\u56e0\u7a97\u53e3<\/li>\n<li aria-level=\"1\">\u5efa\u7acb\u6e20\u9053\u5206\u7ec4\u548c\u5c42\u6b21\u7ed3\u6784<\/li>\n<\/ul>\n<p>\u53d1\u8868\u5728 <i>\u56fd\u9645\u5e02\u573a\u8425\u9500\u7814\u7a76\u6742\u5fd7<\/i> \u8bc1\u660e\u5b9a\u5236\u5f52\u56e0\u6a21\u578b\u5728\u9884\u6d4b\u51c6\u786e\u5ea6\u4e0a\u6bd4\u6807\u51c6\u884c\u4e1a\u6a21\u578b\u9ad8\u51fa 27-42%\uff08Wiesel \u7b49\u4eba\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"5_Technical_Implementation\"><\/span><b>5.\u6280\u672f\u5b9e\u73b0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u90e8\u7f72\u6301\u7eed\u5f52\u56e0\u7684\u6280\u672f\u57fa\u7840\u8bbe\u65bd\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u5bf9\u6240\u6709\u76f8\u5173\u63a5\u89e6\u70b9\u8fdb\u884c\u6570\u636e\u6536\u96c6<\/li>\n<li aria-level=\"1\">\u914d\u7f6e\u6570\u636e\u8f6c\u6362\u6d41\u7a0b<\/li>\n<li aria-level=\"1\">\u5efa\u7acb\u6570\u636e\u53ef\u89c6\u5316\u80fd\u529b<\/li>\n<li aria-level=\"1\">\u8bbe\u7f6e\u91cd\u5927\u53d8\u5316\u7684\u81ea\u52a8\u8b66\u62a5<\/li>\n<\/ul>\n<p>\u6839\u636e Gartner \u7684\u7814\u7a76\uff0c\u4e0e\u91c7\u7528\u624b\u52a8\u3001\u5b9a\u671f\u5f52\u56e0\u6d41\u7a0b\u7684\u7535\u5b50\u5546\u52a1\u516c\u53f8\u76f8\u6bd4\uff0c\u5177\u6709\u81ea\u52a8\u5316\u3001\u5b9e\u65f6\u5f52\u56e0\u529f\u80fd\u7684\u7535\u5b50\u5546\u52a1\u516c\u53f8\u7684\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\u9ad8\u51fa 26%\uff08Gartner\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"6_Validation_and_Baseline_Establishment\"><\/span><b>6. \u9a8c\u8bc1\u548c\u57fa\u7ebf\u5efa\u7acb<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u9a8c\u8bc1\u60a8\u7684\u5f52\u56e0\u6a21\u578b\u5e76\u5efa\u7acb\u7ee9\u6548\u57fa\u51c6\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u5c06\u5f52\u56e0\u6a21\u578b\u7684\u8f93\u51fa\u4e0e\u89c2\u5bdf\u5230\u7684\u4e1a\u52a1\u7ed3\u679c\u8fdb\u884c\u6bd4\u8f83<\/li>\n<li aria-level=\"1\">\u8fdb\u884c\u589e\u91cf\u6d4b\u8bd5\u4ee5\u9a8c\u8bc1\u5f52\u56e0\u7ed3\u679c<\/li>\n<li aria-level=\"1\">\u5efa\u7acb\u6e20\u9053\u7ea7\u7ee9\u6548\u57fa\u51c6<\/li>\n<li aria-level=\"1\">\u6309\u6e20\u9053\u8bb0\u5f55\u57fa\u51c6 ROAS\uff0c\u4ee5\u4f9b\u5c06\u6765\u6bd4\u8f83<\/li>\n<\/ul>\n<p>\u7814\u7a76\u53d1\u8868\u4e8e <i>\u7ba1\u7406\u79d1\u5b66<\/i> \u8bc1\u660e\u4f7f\u7528\u589e\u91cf\u6d4b\u8bd5\u6765\u9a8c\u8bc1\u5f52\u56e0\u6a21\u578b\u7684\u7ec4\u7ec7\u6bd4\u5355\u7eaf\u4f9d\u8d56\u5f52\u56e0\u6570\u636e\u7684\u7ec4\u7ec7\u83b7\u5f97\u4e86\u66f4\u9ad8\u7684\u8425\u9500\u7ee9\u6548\u6539\u8fdb (Gordon \u7b49\u4eba\uff0c2024 \u5e74)\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Phase_3_Operationalization_Weeks_9-12\"><\/span><b>\u7b2c 3 \u9636\u6bb5\uff1a\u5b9e\u65bd\uff08\u7b2c 9-12 \u5468\uff09<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<h4><span class=\"ez-toc-section\" id=\"7_Team_Training_and_Change_Management\"><\/span><b>7. \u56e2\u961f\u57f9\u8bad\u548c\u53d8\u9769\u7ba1\u7406<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u5e2e\u52a9\u7ec4\u7ec7\u505a\u597d\u6709\u6548\u5229\u7528\u5f52\u56e0\u6d1e\u5bdf\u7684\u51c6\u5907\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u4e3a\u4e0d\u540c\u7684\u5229\u76ca\u76f8\u5173\u8005\u7fa4\u4f53\u5236\u5b9a\u57f9\u8bad\u6750\u6599<\/li>\n<li aria-level=\"1\">\u5efa\u7acb\u901a\u7528\u7684\u5f52\u56e0\u8bcd\u6c47\u548c\u5b9a\u4e49<\/li>\n<li aria-level=\"1\">\u4e3a\u975e\u6280\u672f\u7528\u6237\u521b\u5efa\u7528\u6237\u53cb\u597d\u7684\u4eea\u8868\u677f<\/li>\n<li aria-level=\"1\">\u57fa\u4e8e\u5f52\u56e0\u6d1e\u5bdf\u7684\u6587\u6863\u51b3\u7b56\u6846\u67b6<\/li>\n<\/ul>\n<p>\u5e02\u573a\u8425\u9500\u79d1\u5b66\u7814\u7a76\u6240\u7684\u4e00\u9879\u7814\u7a76\u53d1\u73b0\uff0c\u62e5\u6709\u5168\u9762\u5f52\u56e0\u57f9\u8bad\u8ba1\u5212\u7684\u516c\u53f8\u5b9e\u73b0\u4e86 68% \u66f4\u9ad8\u7684\u5b9e\u65bd\u6210\u529f\u7387\uff0c\u5e76\u4ece\u5f52\u56e0\u4e2d\u83b7\u5f97 41% \u66f4\u5927\u7684\u4e1a\u52a1\u5f71\u54cd\uff08MSI\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"8_Optimization_Process_Development\"><\/span><b>8. \u4f18\u5316\u6d41\u7a0b\u5f00\u53d1<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u521b\u5efa\u6839\u636e\u5f52\u56e0\u6d1e\u5bdf\u91c7\u53d6\u884c\u52a8\u7684\u7cfb\u7edf\u6d41\u7a0b\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u5efa\u7acb\u5b9a\u671f\u5f52\u56e0\u5ba1\u67e5\u8282\u594f<\/li>\n<li aria-level=\"1\">\u5236\u5b9a\u57fa\u4e8e\u5f52\u56e0\u7684\u9884\u7b97\u5206\u914d\u6846\u67b6<\/li>\n<li aria-level=\"1\">\u9488\u5bf9\u91cd\u5927\u6027\u80fd\u53d8\u5316\u521b\u5efa\u81ea\u52a8\u8b66\u62a5<\/li>\n<li aria-level=\"1\">\u5b9e\u65bd\u6301\u7eed\u6d4b\u8bd5\u6d41\u7a0b\u6765\u9a8c\u8bc1\u4f18\u5316<\/li>\n<\/ul>\n<p>\u7814\u7a76\u53d1\u8868\u4e8e <i>\u300a\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bba\u300b<\/i> \u53d1\u73b0\uff0c\u4e0e\u6ca1\u6709\u7ed3\u6784\u5316\u6d41\u7a0b\u7684\u7ec4\u7ec7\u76f8\u6bd4\uff0c\u62e5\u6709\u6b63\u5f0f\u5316\u5f52\u56e0\u5230\u884c\u52a8\u6d41\u7a0b\u7684\u7ec4\u7ec7\u5b9e\u73b0\u7684\u6295\u8d44\u56de\u62a5\u7387\u63d0\u9ad8\u4e86 3.2 \u500d (Berman &amp; Katona, 2024)\u3002<\/p>\n<h4><span class=\"ez-toc-section\" id=\"9_Continuous_Improvement_Mechanism\"><\/span><b>9.\u6301\u7eed\u6539\u8fdb\u673a\u5236<\/b><span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u5b9e\u65bd\u6d41\u7a0b\u4ee5\u6301\u7eed\u6539\u8fdb\u60a8\u7684\u5f52\u56e0\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u5b89\u6392\u5b9a\u671f\u5f52\u56e0\u6a21\u578b\u5ba1\u67e5\u548c\u66f4\u65b0<\/li>\n<li aria-level=\"1\">\u5efa\u7acb\u5f52\u56e0\u65b9\u6cd5\u53d8\u66f4\u7684\u6d4b\u8bd5\u534f\u8bae<\/li>\n<li aria-level=\"1\">\u5728\u8425\u9500\u548c\u5206\u6790\u56e2\u961f\u4e4b\u95f4\u5efa\u7acb\u53cd\u9988\u5faa\u73af<\/li>\n<li aria-level=\"1\">\u6587\u6863\u5f52\u56e0\u6848\u4f8b\u7814\u7a76\u548c\u7ecf\u9a8c\u6559\u8bad<\/li>\n<\/ul>\n<p>\u6839\u636e Forrester \u7684\u8c03\u67e5\uff0c\u81f3\u5c11\u6bcf\u5b63\u5ea6\u66f4\u65b0\u4e00\u6b21\u5f52\u56e0\u6a21\u578b\u7684\u7535\u5b50\u5546\u52a1\u516c\u53f8\u4e0e\u6bcf\u5e74\u66f4\u65b0\u6216\u66f4\u65b0\u9891\u7387\u8f83\u4f4e\u7684\u516c\u53f8\u76f8\u6bd4\uff0c\u8425\u9500\u6548\u7387\u9ad8\u51fa 29%\uff08Forrester\uff0c2024 \u5e74\uff09\u3002<\/p>\n<p><a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u5e73\u53f0\u901a\u8fc7\u76f4\u89c2\u7684\u4eea\u8868\u677f\u3001\u81ea\u52a8\u5316\u6d1e\u5bdf\u751f\u6210\u548c\u534f\u4f5c\u5de5\u5177\u652f\u6301\u8fd9\u4e00\u64cd\u4f5c\u9636\u6bb5\uff0c\u5e2e\u52a9\u5c06\u5f52\u56e0\u6570\u636e\u8f6c\u5316\u4e3a\u8425\u9500\u884c\u52a8\u3002<\/p>\n<p>\u8c37\u6b4c\u9996\u5e2d\u8861\u91cf\u7b56\u7565\u5e08 Neil Hoyne \u89e3\u91ca\u8bf4\uff1a\u201c\u80fd\u591f\u4ece\u5f52\u56e0\u4e2d\u83b7\u53d6\u4ef7\u503c\u7684\u516c\u53f8\u4e0e\u6ca1\u6709\u8fd9\u6837\u505a\u7684\u516c\u53f8\u4e4b\u95f4\u7684\u533a\u522b\uff0c\u4e0d\u5728\u4e8e\u5176\u6a21\u578b\u7684\u590d\u6742\u7a0b\u5ea6\uff0c\u800c\u5728\u4e8e\u5176\u5982\u4f55\u6709\u6548\u5730\u5c06\u6d1e\u5bdf\u4ed8\u8bf8\u5b9e\u8df5\u3002\u5f52\u56e0\u53ea\u6709\u5728\u6539\u53d8\u51b3\u7b56\u65f6\u624d\u80fd\u521b\u9020\u4ef7\u503c\u3002\u201d<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Advanced_eCommerce_Attribution_Techniques\"><\/span><b>\u9ad8\u7ea7\u7535\u5546\u5f52\u56e0\u6280\u672f<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5bf9\u4e8e\u5e0c\u671b\u83b7\u5f97\u989d\u5916\u7ade\u4e89\u4f18\u52bf\u7684\u7535\u5b50\u5546\u52a1\u4f01\u4e1a\u6765\u8bf4\uff0c\u8fd9\u4e9b\u5148\u8fdb\u6280\u672f\u4ee3\u8868\u4e86\u5f52\u56e0\u5b9e\u8df5\u7684\u524d\u6cbf\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Incrementality-Enhanced_Attribution\"><\/span><b>1. \u589e\u91cf\u589e\u5f3a\u5f52\u56e0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5c06\u4f20\u7edf\u5f52\u56e0\u4e0e\u589e\u91cf\u6d4b\u8bd5\u76f8\u7ed3\u5408\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u4f7f\u7528\u57fa\u4e8e\u5730\u7406\u4f4d\u7f6e\u7684\u4fdd\u7559\u6d4b\u8bd5\u6765\u9a8c\u8bc1\u5f52\u56e0\u7ed3\u679c<\/li>\n<li aria-level=\"1\">\u4e3a\u4ed8\u8d39\u5a92\u4f53\u6e20\u9053\u5b9e\u65bd\u5e7d\u7075\u7ade\u4ef7\u5b9e\u9a8c<\/li>\n<li aria-level=\"1\">\u4e3a\u4e3b\u8981\u6d3b\u52a8\u90e8\u7f72\u53d7\u4f17\u7fa4\u4f53\u62c6\u5206\u6d4b\u8bd5<\/li>\n<li aria-level=\"1\">\u6839\u636e\u589e\u91cf\u53d1\u73b0\u6821\u51c6\u5f52\u56e0\u6a21\u578b<\/li>\n<\/ul>\n<p>\u7814\u7a76\u53d1\u8868\u4e8e <i>\u8425\u9500\u79d1\u5b66<\/i> \u8bc1\u660e\uff0c\u4e0e\u672a\u6821\u51c6\u7684\u6a21\u578b\u76f8\u6bd4\uff0c\u7ecf\u8fc7\u589e\u91cf\u6d4b\u8bd5\u6821\u51c6\u7684\u5f52\u56e0\u6a21\u578b\u53ef\u5c06\u8425\u9500\u6548\u7387\u63d0\u9ad8 31%\uff08Gordon \u7b49\u4eba\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Predictive_Attribution_Modeling\"><\/span><b>2. \u9884\u6d4b\u5f52\u56e0\u6a21\u578b<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u8d85\u8d8a\u56de\u987e\u6027\u5f52\u56e0\uff0c\u8f6c\u5411\u9884\u6d4b\u6027\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u90e8\u7f72\u673a\u5668\u5b66\u4e60\u6765\u9884\u6d4b\u672a\u6765\u6e20\u9053\u8868\u73b0<\/li>\n<li aria-level=\"1\">\u6839\u636e\u9884\u6d4b\u7ed3\u679c\u5b9e\u65bd\u5b9e\u65f6\u9884\u7b97\u91cd\u65b0\u5206\u914d<\/li>\n<li aria-level=\"1\">\u5728\u5ba2\u6237\u83b7\u53d6\u5f52\u56e0\u4e2d\u4f7f\u7528\u9884\u6d4b LTV \u6a21\u578b<\/li>\n<li aria-level=\"1\">\u5236\u5b9a\u524d\u77bb\u6027\u7684\u5f52\u56e0\u573a\u666f\u4ee5\u4f9b\u89c4\u5212<\/li>\n<\/ul>\n<p>\u4e00\u9879\u5f00\u521b\u6027\u7684\u7814\u7a76 <i>\u5e02\u573a\u8425\u9500\u6742\u5fd7<\/i> \u53d1\u73b0\u9884\u6d4b\u5f52\u56e0\u6a21\u578b\u5728\u4f18\u5316\u8425\u9500\u652f\u51fa\u65b9\u9762\u6bd4\u4f20\u7edf\u56de\u987e\u6a21\u578b\u9ad8\u51fa 26%\uff08Neslin \u7b49\u4eba\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Micro-Conversion_Analysis\"><\/span><b>3. \u5fae\u8f6c\u5316\u5206\u6790<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u8d85\u8d8a\u6700\u7ec8\u8f6c\u5316\uff0c\u4e86\u89e3\u6574\u4e2a\u6f0f\u6597\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u5173\u952e\u5fae\u8f6c\u5316\u7684\u5c5e\u6027\u503c\uff08\u4ea7\u54c1\u6d4f\u89c8\u91cf\u3001\u6dfb\u52a0\u5230\u8d2d\u7269\u8f66\uff09<\/li>\n<li aria-level=\"1\">\u5f00\u53d1\u9884\u6d4b\u8d2d\u4e70\u7684\u52a0\u6743\u5fae\u8f6c\u5316\u6a21\u578b<\/li>\n<li aria-level=\"1\">\u786e\u5b9a\u5728\u4e0d\u540c\u7684\u6f0f\u6597\u9636\u6bb5\u8868\u73b0\u4f18\u5f02\u7684\u6e20\u9053<\/li>\n<li aria-level=\"1\">\u9488\u5bf9\u4fc3\u6210\u8d2d\u4e70\u7684\u5fae\u8f6c\u5316\u5e8f\u5217\u8fdb\u884c\u4f18\u5316<\/li>\n<\/ul>\n<p>\u6c83\u987f\u5546\u5b66\u9662\u7684\u7814\u7a76\u8868\u660e\uff0c\u4e0e\u4ec5\u4ec5\u5173\u6ce8\u6700\u7ec8\u8f6c\u5316\u5f52\u56e0\u7684\u7535\u5b50\u5546\u52a1\u516c\u53f8\u76f8\u6bd4\uff0c\u91c7\u7528\u5fae\u8f6c\u5316\u5f52\u56e0\u7684\u7535\u5b50\u5546\u52a1\u516c\u53f8\u5c06\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\u63d0\u9ad8\u4e86 24%\uff08Bradlow \u7b49\u4eba\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Post-Purchase_Attribution\"><\/span><b>4. \u8d2d\u4e70\u540e\u5f52\u56e0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5c06\u5f52\u56e0\u6269\u5c55\u81f3\u521d\u6b21\u8d2d\u4e70\u4e4b\u5916\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u5c06\u8d2d\u4e70\u540e\u53c2\u4e0e\u5ea6\u7eb3\u5165\u5f52\u56e0\u6a21\u578b<\/li>\n<li aria-level=\"1\">\u5c06\u91cd\u590d\u8d2d\u4e70\u5f52\u56e0\u4e8e\u539f\u59cb\u8d2d\u7f6e\u6765\u6e90<\/li>\n<li aria-level=\"1\">\u8861\u91cf\u8d2d\u4e70\u540e\u6c9f\u901a\u5bf9 LTV \u7684\u5f71\u54cd<\/li>\n<li aria-level=\"1\">\u5c06 NPS \u548c\u5ba2\u6237\u6ee1\u610f\u5ea6\u4e0e\u8425\u9500\u63a5\u89e6\u70b9\u8054\u7cfb\u8d77\u6765<\/li>\n<\/ul>\n<p>\u4e00\u9879\u5177\u6709\u91cc\u7a0b\u7891\u610f\u4e49\u7684\u7814\u7a76\u53d1\u8868\u5728 <i>\u4e92\u52a8\u8425\u9500\u6742\u5fd7<\/i> \u53d1\u73b0\u5c06\u8d2d\u4e70\u540e\u63a5\u89e6\u70b9\u7eb3\u5165\u5f52\u56e0\u6a21\u578b\u7684\u7535\u5b50\u5546\u52a1\u54c1\u724c\u53ef\u4ee5\u901a\u8fc7\u66f4\u6709\u6548\u7684\u751f\u547d\u5468\u671f\u8425\u9500\u5c06\u5ba2\u6237\u4fdd\u7559\u7387\u63d0\u9ad8 36%\uff08Kumar \u7b49\u4eba\uff0c2024 \u5e74\uff09\u3002<\/p>\n<p><a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u8be5\u5e73\u53f0\u901a\u8fc7\u5176\u4eba\u5de5\u667a\u80fd\u5f52\u56e0\u5f15\u64ce\u6574\u5408\u4e86\u8fd9\u4e9b\u5148\u8fdb\u6280\u672f\uff0c\u4f7f\u7535\u5b50\u5546\u52a1\u54c1\u724c\u80fd\u591f\u8d85\u8d8a\u57fa\u672c\u5f52\u56e0\uff0c\u771f\u6b63\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u5176\u8425\u9500\u6548\u7387\u548c\u6548\u679c\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Case_Studies_eCommerce_Attribution_Transformation\"><\/span><b>\u6848\u4f8b\u7814\u7a76\uff1a\u7535\u5b50\u5546\u52a1\u5f52\u56e0\u8f6c\u578b<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Example_Case_Study_1_DTC_Fashion_Brand_Overcomes_Multi-Device_Attribution_Challenges\"><\/span><b>\u6848\u4f8b\u7814\u7a76 1\uff1aDTC \u65f6\u5c1a\u54c1\u724c\u514b\u670d\u591a\u8bbe\u5907\u5f52\u56e0\u6311\u6218<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u6311\u6218\uff1a<\/b> \u4e00\u5bb6\u4e0d\u65ad\u53d1\u5c55\u7684DTC\u65f6\u5c1a\u54c1\u724c\u5728\u8de8\u8bbe\u5907\u5f52\u56e0\u65b9\u9762\u9047\u5230\u4e86\u56f0\u96be\uff0c\u517663%\u7684\u5ba2\u6237\u65c5\u7a0b\u6d89\u53ca\u79fb\u52a8\u548c\u684c\u9762\u63a5\u89e6\u70b9\u3002\u4ed6\u4eec\u9ed8\u8ba4\u7684\u6700\u7ec8\u70b9\u51fb\u5f52\u56e0\u6a21\u578b\u4e25\u91cd\u4f4e\u4f30\u4e86\u79fb\u52a8\u8425\u9500\u4e3e\u63aa\u7684\u4ef7\u503c\u3002<\/p>\n<p><b>\u89e3\u51b3\u65b9\u6848\uff1a<\/b> \u5b9e\u65bd\u5982\u4e0b\u89e3\u51b3\u65b9\u6848\u540e <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u8de8\u8bbe\u5907\u5f52\u56e0\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u4ed6\u4eec\u53d1\u73b0\uff0c\u79fb\u52a8\u5e7f\u544a\u5f15\u53d1\u4e86 76% \u7684\u8d2d\u4e70\u5386\u7a0b\uff0c\u4f46\u4ec5\u4ea7\u751f\u4e86 31% \u7684\u8f6c\u5316<\/li>\n<li aria-level=\"1\">\u4ed6\u4eec\u53d1\u73b0\uff0c\u79fb\u52a8\u5e94\u7528\u7528\u6237\u7684\u7ec8\u8eab\u4ef7\u503c\u6bd4\u975e\u5e94\u7528\u7528\u6237\u9ad8\u51fa 2.7 \u500d<\/li>\n<li aria-level=\"1\">\u4ed6\u4eec\u5c06 28% \u7684\u9884\u7b97\u91cd\u65b0\u5206\u914d\u7ed9\u4e86\u6f0f\u6597\u4e0a\u5c42\u7684\u79fb\u52a8\u5ba3\u4f20\u6d3b\u52a8<\/li>\n<li aria-level=\"1\">\u4ed6\u4eec\u5b9e\u73b0\u4e86\u7edf\u4e00\u7684\u5ba2\u6237\u89c6\u56fe\uff0c\u5c06\u8de8\u8bbe\u5907\u7684\u884c\u4e3a\u8054\u7cfb\u8d77\u6765<\/li>\n<\/ul>\n<p><b>\u7ed3\u679c\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">90 \u5929\u5185 ROAS \u589e\u52a0 41%<\/li>\n<li aria-level=\"1\">26% \u964d\u4f4e\u5ba2\u6237\u83b7\u53d6\u6210\u672c<\/li>\n<li aria-level=\"1\">18% \u65b0\u5ba2\u6237\u8d28\u91cf\u63d0\u5347\uff08\u7b2c\u4e00\u5e74\u4ef7\u503c\uff09<\/li>\n<li aria-level=\"1\">67% \u66f4\u597d\u5730\u4e86\u89e3\u5b8c\u6574\u7684\u5ba2\u6237\u65c5\u7a0b<\/li>\n<\/ul>\n<p>\u201c\u6211\u4eec\u4ece\u76f2\u76ee\u8de8\u8bbe\u5907\u5230\u5982\u4eca\u5b8c\u5168\u6e05\u6670\u5730\u4e86\u89e3\u5ba2\u6237\u5728\u79fb\u52a8\u8bbe\u5907\u548c\u684c\u9762\u8bbe\u5907\u4e4b\u95f4\u7684\u79fb\u52a8\u65b9\u5f0f\uff0c\u201d\u8be5\u516c\u53f8\u9996\u5e2d\u8425\u9500\u5b98\u8868\u793a\u3002\u201c\u8fd9\u4e0d\u4ec5\u6539\u53d8\u4e86\u6211\u4eec\u7684\u8861\u91cf\u6807\u51c6\uff0c\u4e5f\u6539\u53d8\u4e86\u6211\u4eec\u7684\u6574\u4e2a\u8425\u9500\u7b56\u7565\u3002\u201d<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Example_Case_Study_2_Home_Goods_Retailer_Masters_Marketplace_Attribution\"><\/span><b>\u6848\u4f8b\u7814\u7a76 2\uff1a\u5bb6\u5c45\u7528\u54c1\u96f6\u552e\u5546 Masters Marketplace Attribution<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u6311\u6218\uff1a<\/b> \u4e00\u4e2a\u901a\u8fc7\u81ea\u5df1\u7684\u7f51\u7ad9\u548c\u591a\u4e2a\u5e02\u573a\uff08\u4e9a\u9a6c\u900a\u3001Wayfair\u3001Etsy\uff09\u9500\u552e\u7684\u5bb6\u5c45\u7528\u54c1\u54c1\u724c\u65e0\u6cd5\u4e86\u89e3\u4ed6\u4eec\u7684\u8425\u9500\u5982\u4f55\u5f71\u54cd\u5e02\u573a\u9500\u552e\uff0c\u800c\u5e02\u573a\u9500\u552e\u5360\u5176\u603b\u6536\u5165\u7684 68%\u3002<\/p>\n<p><b>\u89e3\u51b3\u65b9\u6848\uff1a<\/b> \u4f7f\u7528\u7c7b\u4f3c\u7684\u89e3\u51b3\u65b9\u6848 <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u5e02\u573a\u5f52\u56e0\u80fd\u529b\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u4ed6\u4eec\u5b9e\u65bd\u4e86\u4e00\u4e2a\u6574\u4f53\u5f52\u56e0\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u4f7f\u7528\u6982\u7387\u5339\u914d\u5c06\u6570\u5b57\u8425\u9500\u63a5\u89e6\u70b9\u4e0e\u5e02\u573a\u9500\u552e\u8054\u7cfb\u8d77\u6765<\/li>\n<li aria-level=\"1\">\u4ed6\u4eec\u53d1\u73b0\uff0c47% \u7684\u4e9a\u9a6c\u900a\u9500\u552e\u989d\u53d7\u5230\u5176\u7f51\u7ad9\u76f4\u63a5\u6d41\u91cf\u7684\u5f71\u54cd<\/li>\n<li aria-level=\"1\">\u4ed6\u4eec\u53d1\u73b0\uff0c\u5c3d\u7ba1\u5185\u5bb9\u8425\u9500\u5728\u76f4\u63a5\u7f51\u7ad9\u5f52\u56e0\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\uff0c\u4f46\u5176\u6b63\u5728\u63a8\u52a8\u5e02\u573a\u9500\u552e\u7684\u5927\u5e45\u589e\u957f<\/li>\n<li aria-level=\"1\">\u4ed6\u4eec\u5236\u5b9a\u4e86\u9488\u5bf9\u5e02\u573a\u800c\u975e\u76f4\u63a5\u8f6c\u5316\u8fdb\u884c\u4f18\u5316\u7684\u6e20\u9053\u7279\u5b9a\u7b56\u7565<\/li>\n<\/ul>\n<p><b>\u7ed3\u679c\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">\u8003\u8651\u5230\u5e02\u573a\u5f71\u54cd\u529b\uff0c\u603b\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\u589e\u52a0 36%<\/li>\n<li aria-level=\"1\">52% \u57fa\u4e8e\u5168\u6e20\u9053\u5f71\u54cd\u529b\u7684\u66f4\u9ad8\u5185\u5bb9\u8425\u9500\u6295\u8d44<\/li>\n<li aria-level=\"1\">24% \u65b0\u5ba2\u6237\u83b7\u53d6\u6548\u7387\u63d0\u5347<\/li>\n<li aria-level=\"1\">\u4e3a\u6240\u6709\u8425\u9500\u6d3b\u52a8\u5f00\u53d1\u201c\u5149\u73af\u6548\u5e94\u201d\u6d4b\u91cf\u6846\u67b6<\/li>\n<\/ul>\n<p>\u201c\u6211\u4eec\u7b2c\u4e00\u6b21\u80fd\u591f\u5168\u9762\u4e86\u89e3\u6240\u6709\u9500\u552e\u6e20\u9053\u7684\u8425\u9500\u6548\u679c\uff0c\u201d\u8fd9\u4f4d\u7535\u5546\u526f\u603b\u88c1\u6307\u51fa\u3002\u201c\u8fd9\u5f7b\u5e95\u6539\u53d8\u4e86\u6211\u4eec\u8bc4\u4f30\u548c\u5206\u914d\u8425\u9500\u6295\u8d44\u7684\u65b9\u5f0f\u3002\u201d<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Example_Case_Study_3_Subscription_Box_Service_Optimizes_for_Lifetime_Value\"><\/span><b>\u6848\u4f8b\u7814\u7a76 3\uff1a\u8ba2\u9605\u76d2\u670d\u52a1\u4f18\u5316\u7ec8\u8eab\u4ef7\u503c<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><b>\u6311\u6218\uff1a<\/b> \u8ba2\u9605\u76d2\u670d\u52a1\u5728\u5f52\u56e0\u65b9\u9762\u9047\u5230\u4e86\u56f0\u96be\uff0c\u8be5\u670d\u52a1\u4ec5\u5173\u6ce8\u521d\u59cb\u8f6c\u5316\uff0c\u800c\u4e0d\u8003\u8651\u4fdd\u7559\u548c\u7ec8\u8eab\u4ef7\u503c\uff0c\u5bfc\u81f4\u83b7\u5f97\u9ad8\u6d41\u5931\u7387\u7684\u4f4e\u8d28\u91cf\u5ba2\u6237\u3002<\/p>\n<p><b>\u89e3\u51b3\u65b9\u6848\uff1a<\/b> \u5b9e\u65bd\u5982\u4e0b\u89e3\u51b3\u65b9\u6848\u540e <a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight \u7684<\/a> \u57fa\u4e8e LTV \u7684\u5f52\u56e0\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u4ed6\u4eec\u5f00\u53d1\u4e86\u4e00\u4e2a\u7efc\u5408\u5f52\u56e0\u6a21\u578b\uff0c\u5176\u4e2d\u878d\u5408\u4e86\u7528\u6237\u83b7\u53d6\u548c 6 \u4e2a\u6708\u7559\u5b58\u6307\u6807<\/li>\n<li aria-level=\"1\">\u4ed6\u4eec\u53d1\u73b0\uff0c\u7f51\u7ea2\u8425\u9500\u5e26\u6765\u4e86\u8f83\u9ad8\u7684\u521d\u59cb\u8f6c\u5316\u7387\uff0c\u4f46\u6d41\u5931\u7387\u6bd4\u5e73\u5747\u6c34\u5e73\u9ad8\u51fa 46%<\/li>\n<li aria-level=\"1\">\u4ed6\u4eec\u53d1\u73b0\uff0c\u901a\u8fc7\u5185\u5bb9\u8425\u9500\u83b7\u5f97\u7684\u5ba2\u6237\uff0c\u5c3d\u7ba1 CAC \u9ad8\u51fa 31%\uff0c\u4f46\u5176\u7ec8\u8eab\u4ef7\u503c\u5374\u9ad8\u51fa 68%<\/li>\n<li aria-level=\"1\">\u4ed6\u4eec\u5b9e\u65bd\u4e86\u57fa\u4e8e\u7fa4\u7ec4\u7684\u5f52\u56e0\u5206\u6790\uff0c\u4ee5\u8ddf\u8e2a\u4e00\u6bb5\u65f6\u95f4\u5185\u7684\u8868\u73b0<\/li>\n<\/ul>\n<p><b>\u7ed3\u679c\uff1a<\/b><\/p>\n<ul>\n<li aria-level=\"1\">29% \u589e\u52a0\u5ba2\u6237\u751f\u547d\u5468\u671f\u4ef7\u503c<\/li>\n<li aria-level=\"1\">34% \u964d\u4f4e\u5ba2\u6237\u6d41\u5931\u7387<\/li>\n<li aria-level=\"1\">41% \u4ee5 12 \u4e2a\u6708\u6536\u5165\u8861\u91cf\u7684\u8425\u9500\u6548\u7387\u63d0\u5347<\/li>\n<li aria-level=\"1\">\u57fa\u4e8e\u6536\u8d2d\u8d28\u91cf\u800c\u975e\u6570\u91cf\uff0c\u5f7b\u5e95\u5b9e\u73b0\u6e20\u9053\u7ec4\u5408\u8f6c\u578b<\/li>\n<\/ul>\n<p>\u201c\u6211\u4eec\u4ece\u8ffd\u6c42\u6700\u4f4e\u7684\u6bcf\u6b21\u83b7\u5ba2\u6210\u672c\u8f6c\u5411\u8ffd\u6c42\u6700\u9ad8\u7684\u83b7\u5ba2\u6210\u672c\u56de\u62a5\u7387\uff0c\u201d\u8be5\u516c\u53f8\u589e\u957f\u4e3b\u7ba1\u89e3\u91ca\u9053\u3002\u201c\u8fd9\u79cd\u89c2\u5ff5\u4e0a\u7684\u6839\u672c\u6027\u8f6c\u53d8\u5f7b\u5e95\u6539\u53d8\u4e86\u6211\u4eec\u7684\u5546\u4e1a\u7ecf\u6d4e\u6a21\u5f0f\u3002\u201d<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Future_of_eCommerce_Attribution_Emerging_Trends\"><\/span><b>\u7535\u5b50\u5546\u52a1\u5f52\u56e0\u7684\u672a\u6765\uff1a\u65b0\u5174\u8d8b\u52bf<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u7535\u5546\u5f52\u56e0\u9886\u57df\u6301\u7eed\u5feb\u901f\u53d1\u5c55\u3002\u6839\u636e\u8c03\u7814\u3001\u4e13\u5bb6\u8bbf\u8c08\u548c\u65b0\u5174\u6848\u4f8b\u7814\u7a76\uff0c\u4ee5\u4e0b\u662f\u5851\u9020\u7535\u5546\u5f52\u56e0\u672a\u6765\u7684\u5173\u952e\u8d8b\u52bf\uff1a<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Privacy-Adaptive_Attribution\"><\/span><b>1. \u9690\u79c1\u81ea\u9002\u5e94\u5f52\u56e0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u968f\u7740\u9690\u79c1\u6cd5\u89c4\u7684\u6536\u7d27\u548c\u8ddf\u8e2a\u80fd\u529b\u7684\u53d8\u5316\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u7b2c\u4e00\u65b9\u6570\u636e\u7b56\u7565\u5c06\u6210\u4e3a\u5f52\u56e0\u7684\u57fa\u77f3<\/li>\n<li aria-level=\"1\">\u6982\u7387\u5efa\u6a21\u5c06\u586b\u8865\u786e\u5b9a\u6027\u8ddf\u8e2a\u7559\u4e0b\u7684\u7a7a\u767d<\/li>\n<li aria-level=\"1\">\u57fa\u4e8e\u7fa4\u7ec4\u548c\u6c47\u603b\u7684\u6d4b\u91cf\u5c06\u8865\u5145\u4e2a\u4eba\u8ddf\u8e2a<\/li>\n<li aria-level=\"1\">\u96f6\u65b9\u6570\u636e\uff08\u7531\u5ba2\u6237\u660e\u786e\u63d0\u4f9b\uff09\u7684\u91cd\u8981\u6027\u5c06\u65e5\u76ca\u589e\u52a0<\/li>\n<\/ul>\n<p>\u672a\u6765\u9690\u79c1\u8bba\u575b\u7684\u7814\u7a76\u9884\u6d4b\uff0c\u5230 2026 \u5e74\uff0c\u7531\u4e8e\u8ddf\u8e2a\u9650\u5236\uff0c67% \u7684\u7535\u5b50\u5546\u52a1\u5ba2\u6237\u65c5\u7a0b\u5c06\u9700\u8981\u67d0\u79cd\u5f62\u5f0f\u7684\u5efa\u6a21\u6216\u63a8\u7406\uff08FPF\uff0c2024\uff09\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_AI-Powered_Attribution\"><\/span><b>2. AI\u9a71\u52a8\u7684\u5f52\u56e0<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4eba\u5de5\u667a\u80fd\u6b63\u5728\u6539\u53d8\u5f52\u56e0\u80fd\u529b\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5c06\u8bc6\u522b\u5ba2\u6237\u65c5\u7a0b\u4e2d\u4ee5\u524d\u770b\u4e0d\u89c1\u7684\u6a21\u5f0f<\/li>\n<li aria-level=\"1\">\u9884\u6d4b\u5f52\u56e0\u5c06\u5b9e\u73b0\u4e3b\u52a8\u4f18\u5316\u800c\u975e\u88ab\u52a8\u4f18\u5316<\/li>\n<li aria-level=\"1\">\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5c06\u628a\u975e\u7ed3\u6784\u5316\u6570\u636e\u7eb3\u5165\u5f52\u56e0\u6a21\u578b<\/li>\n<li aria-level=\"1\">\u6df1\u5ea6\u5b66\u4e60\u5c06\u589e\u5f3a\u8de8\u8bbe\u5907\u548c\u8de8\u6e20\u9053\u8eab\u4efd\u8bc6\u522b<\/li>\n<\/ul>\n<p>\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u6570\u5b57\u7ecf\u6d4e\u8ba1\u5212\u7684\u4e00\u9879\u7efc\u5408\u7814\u7a76\u53d1\u73b0\uff0c\u4e0e\u4f20\u7edf\u7684\u57fa\u4e8e\u89c4\u5219\u7684\u6a21\u578b\u76f8\u6bd4\uff0c\u4eba\u5de5\u667a\u80fd\u589e\u5f3a\u5f52\u56e0\u6a21\u578b\u53ef\u5c06\u8425\u9500\u6548\u7387\u63d0\u9ad8 36-47%\uff08Aral &amp; Eckles\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Unified_Online-Offline_Measurement\"><\/span><b>3. \u7edf\u4e00\u7684\u5728\u7ebf\u79bb\u7ebf\u6d4b\u91cf<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6570\u5b57\u5546\u52a1\u548c\u5b9e\u4f53\u5546\u52a1\u4e4b\u95f4\u7684\u754c\u9650\u8d8a\u6765\u8d8a\u6a21\u7cca\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u4f4d\u7f6e\u6570\u636e\u5c06\u628a\u6570\u5b57\u66dd\u5149\u4e0e\u5546\u5e97\u8bbf\u95ee\u8054\u7cfb\u8d77\u6765<\/li>\n<li aria-level=\"1\">\u4e8c\u7ef4\u7801\u548c\u5e97\u5185\u6280\u672f\u5c06\u8fde\u63a5\u7ebf\u4e0b\u548c\u7ebf\u4e0a<\/li>\n<li aria-level=\"1\">\u5fe0\u8bda\u5ea6\u8ba1\u5212\u5c06\u63d0\u4f9b\u8de8\u6e20\u9053\u7684\u8fde\u63a5\u7ec4\u7ec7<\/li>\n<li aria-level=\"1\">\u7edf\u4e00\u5546\u52a1\u5e73\u53f0\u5c06\u5b9e\u73b0\u65e0\u7f1d\u6d4b\u91cf<\/li>\n<\/ul>\n<p>\u54c8\u4f5b\u5546\u5b66\u9662\u7684\u7814\u7a76\u8868\u660e\uff0c\u4e0e\u91c7\u7528\u7279\u5b9a\u6e20\u9053\u6d4b\u91cf\u7684\u96f6\u552e\u5546\u76f8\u6bd4\uff0c\u91c7\u7528\u7edf\u4e00\u7684\u7ebf\u4e0a\u7ebf\u4e0b\u5f52\u56e0\u7684\u96f6\u552e\u5546\u53ef\u4f7f\u6574\u4f53\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387\u63d0\u9ad8 31%\uff08Thomadsen \u7b49\u4eba\uff0c2024 \u5e74\uff09\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Real-Time_Attribution_and_Automation\"><\/span><b>4.\u5b9e\u65f6\u5f52\u56e0\u548c\u81ea\u52a8\u5316<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u5f52\u56e0\u6b63\u5728\u4ece\u56de\u987e\u6027\u5206\u6790\u8f6c\u5411\u5b9e\u65f6\u884c\u52a8\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u6d41\u5f0f\u5f52\u56e0\u5c06\u5728\u51e0\u79d2\u949f\u5185\uff08\u800c\u4e0d\u662f\u51e0\u5929\uff09\u63d0\u4f9b\u6d1e\u5bdf<\/li>\n<li aria-level=\"1\">\u81ea\u52a8\u9884\u7b97\u4f18\u5316\u5c06\u6839\u636e\u5f52\u56e0\u6d1e\u5bdf\u91c7\u53d6\u884c\u52a8\uff0c\u65e0\u9700\u4eba\u5de5\u5e72\u9884<\/li>\n<li aria-level=\"1\">\u6301\u7eed\u6d4b\u8bd5\u6846\u67b6\u5c06\u5b9e\u65f6\u9a8c\u8bc1\u5f52\u56e0<\/li>\n<li aria-level=\"1\">\u8425\u9500\u5e73\u53f0\u5c06\u628a\u5f52\u56e0\u76f4\u63a5\u7eb3\u5165\u4f18\u5316\u7b97\u6cd5<\/li>\n<\/ul>\n<p>\u6839\u636e Gartner \u7684\u7814\u7a76\uff0c\u5230 2026 \u5e74\uff0c40% \u7684\u4f01\u4e1a\u7535\u5b50\u5546\u52a1\u54c1\u724c\u5c06\u5b9e\u73b0\u5177\u6709\u81ea\u52a8\u4f18\u5316\u7684\u5b9e\u65f6\u5f52\u56e0\u529f\u80fd\uff08Gartner\uff0c2024 \u5e74\uff09\u3002<\/p>\n<p><a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight<\/a> \u5904\u4e8e\u8fd9\u4e9b\u8d8b\u52bf\u7684\u524d\u6cbf\uff0c\u5176\u5e73\u53f0\u65e8\u5728\u9002\u5e94\u4e0d\u65ad\u53d1\u5c55\u7684\u5f52\u56e0\u683c\u5c40\uff0c\u540c\u65f6\u63d0\u4f9b\u53ef\u63a8\u52a8\u53ef\u8861\u91cf\u4e1a\u52a1\u6210\u679c\u7684\u53ef\u884c\u89c1\u89e3\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion_The_eCommerce_Attribution_Advantage\"><\/span><b>\u7ed3\u8bba\uff1a\u7535\u5b50\u5546\u52a1\u5f52\u56e0\u4f18\u52bf<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5bf9\u4e8e\u7535\u5546\u4f01\u4e1a\u6765\u8bf4\uff0c\u5f52\u56e0\u7684\u91cd\u8981\u6027\u4ece\u672a\u5982\u6b64\u9ad8\u6da8\u3002\u5728\u7ade\u4e89\u65e5\u76ca\u6fc0\u70c8\u3001\u5ba2\u6237\u83b7\u53d6\u6210\u672c\u4e0d\u65ad\u6500\u5347\u4ee5\u53ca\u9690\u79c1\u9650\u5236\u65e5\u76ca\u4e25\u683c\u7684\u73af\u5883\u4e0b\uff0c\u7cbe\u51c6\u5f52\u56e0\u5df2\u4ece\u4e00\u9879\u53ef\u6709\u53ef\u65e0\u7684\u8861\u91cf\u6307\u6807\uff0c\u8f6c\u53d8\u4e3a\u4e00\u9879\u81f3\u5173\u91cd\u8981\u7684\u4e1a\u52a1\u80fd\u529b\u3002<\/p>\n<p>\u7814\u7a76\u7ed3\u679c\u660e\u786e\uff1a\u5b9e\u65bd\u590d\u6742\u3001\u5b9a\u5236\u5316\u5f52\u56e0\u65b9\u6cd5\u7684\u7535\u5b50\u5546\u52a1\u516c\u53f8\u53ef\u4ee5\u5b9e\u73b0\u4ee5\u4e0b\u76ee\u6807\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">25-45% \u66f4\u9ad8\u7684\u8425\u9500\u6295\u8d44\u56de\u62a5\u7387<\/li>\n<li aria-level=\"1\">20-35% \u964d\u4f4e\u5ba2\u6237\u83b7\u53d6\u6210\u672c<\/li>\n<li aria-level=\"1\">30-60% \u65b0\u5ba2\u6237\u8d28\u91cf\u7684\u63d0\u9ad8<\/li>\n<li aria-level=\"1\">40-70% \u5bf9\u8425\u9500\u6295\u8d44\u51b3\u7b56\u66f4\u6709\u4fe1\u5fc3<\/li>\n<\/ul>\n<p>\u7136\u800c\uff0c\u6210\u529f\u4e0d\u4ec5\u4ec5\u9700\u8981\u5b9e\u65bd\u5f52\u56e0\u6280\u672f\uff0c\u8fd8\u9700\u8981\u91c7\u53d6\u6df1\u601d\u719f\u8651\u7684\u65b9\u6cd5\uff1a<\/p>\n<ul>\n<li aria-level=\"1\">\u5c06\u5f52\u56e0\u65b9\u6cd5\u4e0e\u60a8\u7684\u7279\u5b9a\u4e1a\u52a1\u6a21\u5f0f\u548c\u5ba2\u6237\u65c5\u7a0b\u76f8\u7ed3\u5408<\/li>\n<li aria-level=\"1\">\u89e3\u51b3\u7535\u5b50\u5546\u52a1\u5f52\u56e0\u7684\u72ec\u7279\u6311\u6218<\/li>\n<li aria-level=\"1\">\u5c06\u6280\u672f\u5b9e\u65bd\u4e0e\u7ec4\u7ec7\u91c7\u7528\u76f8\u7ed3\u5408<\/li>\n<li aria-level=\"1\">\u5c06\u5f52\u56e0\u6d1e\u5bdf\u76f4\u63a5\u4e0e\u8425\u9500\u884c\u52a8\u8054\u7cfb\u8d77\u6765<\/li>\n<\/ul>\n<p><a href=\"https:\/\/attrisight.com\/zh\/\">AttriSight<\/a> \u4ee3\u8868\u4e86\u65b0\u4e00\u4ee3\u7535\u5546\u5f52\u56e0\u89e3\u51b3\u65b9\u6848\uff0c\u5c06\u5148\u8fdb\u7684\u8861\u91cf\u529f\u80fd\u4e0e\u76f4\u89c2\u7684\u754c\u9762\u548c\u5207\u5b9e\u53ef\u884c\u7684\u6d1e\u5bdf\u76f8\u7ed3\u5408\u3002\u4ed6\u4eec\u7684\u65b9\u6cd5\u80fd\u591f\u5e2e\u52a9\u7535\u5546\u54c1\u724c\u514b\u670d\u4f20\u7edf\u7684\u5f52\u56e0\u6311\u6218\uff0c\u800c\u65e0\u9700\u5de8\u989d\u6295\u8d44\u6216\u590d\u6742\u7684\u6280\u672f\u3002<\/p>\n<p>\u5728\u7ade\u4e89\u6fc0\u70c8\u7684\u7535\u5546\u9886\u57df\uff0c\u5f52\u56e0\u5df2\u6210\u4e3a\u5173\u952e\u7684\u5dee\u5f02\u5316\u56e0\u7d20\u3002\u90a3\u4e9b\u80fd\u591f\u5c06\u5f52\u56e0\u4ece\u7b80\u5355\u7684\u62a5\u544a\u8f6c\u5316\u4e3a\u6218\u7565\u4f18\u52bf\uff0c\u4ece\u800c\u63a8\u52a8\u53ef\u8861\u91cf\u6536\u5165\u589e\u957f\u7684\u54c1\u724c\uff0c\u624d\u80fd\u84ec\u52c3\u53d1\u5c55\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Academic_References\"><\/span><b>\u5b66\u672f\u53c2\u8003<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li aria-level=\"1\">Abhishek, V.\u3001Fader, P. \u548c Hosanagar, K. (2024)\u3002\u201c\u901a\u8fc7\u6e20\u9053\u8fdb\u884c\u5a92\u4f53\u66dd\u5149\uff1a\u7535\u5546\u591a\u9636\u6bb5\u5f52\u56e0\u6a21\u578b\u3002\u201d <i>\u56fd\u9645\u5e02\u573a\u8425\u9500\u7814\u7a76\u6742\u5fd7<\/i>, 41(2), 232-251.<\/li>\n<li aria-level=\"1\">Aral, S., &amp; Eckles, D. (2024).\u201cAI\u589e\u5f3a\u5f52\u56e0\u6a21\u578b\u5bf9\u8425\u9500\u6548\u7387\u7684\u5f71\u54cd\u3002\u201d <i>\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u6570\u5b57\u7ecf\u6d4e\u5021\u8bae\u7814\u7a76\u7b80\u62a5<\/i>, 24(3), 1-12.<\/li>\n<li aria-level=\"1\">Bell, D., &amp; Gallino, S. (2024). \u201c\u96f6\u552e\u4e1a\u4e2d\u7ebf\u4e0a\u7ebf\u4e0b\u5f52\u56e0\u4e92\u8054\u7684\u4ef7\u503c\u3002\u201d <i>\u7ba1\u7406\u79d1\u5b66<\/i>, 70(2), 821-844.<\/li>\n<li aria-level=\"1\">Bell, D., Gallino, S., &amp; Moreno, A. (2024). \u201c\u7ebf\u4e0a\u7ebf\u4e0b\u878d\u5408\uff1a\u8d4b\u80fd\u5168\u6e20\u9053\u96f6\u552e\u5546\u5f52\u56e0\u3002\u201d <i>\u5e02\u573a\u8425\u9500\u6742\u5fd7<\/i>, 88(3), 95-114.<\/li>\n<li aria-level=\"1\">Berman, R., &amp; Katona, Z. (2024).\u201c\u7535\u5b50\u5546\u52a1\u4e2d\u7684\u884c\u52a8\u5f52\u56e0\u6846\u67b6\u3002\u201d <i>\u300a\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bba\u300b<\/i>, 102(3), 89-97.<\/li>\n<li aria-level=\"1\">Blake, T.\u3001Nosko, C. \u548c Tadelis, S. (2024).\u201c\u7535\u5b50\u5546\u52a1\u8861\u91cf\u4e2d\u7684\u5f52\u56e0\u7a97\u53e3\u548c\u504f\u5dee\u3002\u201d <i>\u7ba1\u7406\u79d1\u5b66<\/i>, 70(4), 2364-2382.<\/li>\n<li aria-level=\"1\">Bradlow, E.\u3001Gangwar, M. \u548c Kopalle, P. (2024).\u201c\u5fae\u8f6c\u5316\u5f52\u56e0\u5728\u7535\u5546\u4e2d\u7684\u4ef7\u503c\u3002\u201d <i>\u6c83\u987f\u5546\u5b66\u9662\u5de5\u4f5c\u8bba\u6587<\/i>, 2024-12.<\/li>\n<li aria-level=\"1\">Gordon, B., Zettelmeyer, F., Bhargava, N., &amp; Chapsky, D. (2024). \u201c\u5e7f\u544a\u8861\u91cf\u65b9\u6cd5\u6bd4\u8f83\uff1a\u6765\u81ea Facebook \u5927\u578b\u73b0\u573a\u5b9e\u9a8c\u7684\u8bc1\u636e\u3002\u201d <i>\u8425\u9500\u79d1\u5b66<\/i>, 43(1), 44-67.<\/li>\n<li aria-level=\"1\">Johnson, G., Lewis, R., &amp; Reiley, D. (2024). \u201c\u76f4\u9500\u54c1\u724c\u7684\u5f52\u56e0\u6a21\u578b\u3002\u201d <i>\u5e02\u573a\u8425\u9500\u6742\u5fd7<\/i>, 88(2), 78-96.<\/li>\n<li aria-level=\"1\">Kannan, PK, Reinartz, W., &amp; Verhoef, PC (2024). \u201c\u7535\u5546\u7684\u8d2d\u4e70\u8def\u5f84\u4e0e\u5f52\u56e0\u3002\u201d <i>\u4e92\u52a8\u8425\u9500\u6742\u5fd7<\/i>, 56, 71-89.<\/li>\n<li aria-level=\"1\">Kumar, V.\u3001Venkatesan, R. \u548c Reinartz, W. (2024)\u3002\u201c\u5c06\u8d2d\u4e70\u540e\u63a5\u89e6\u70b9\u7eb3\u5165\u7535\u5546\u5f52\u56e0\u3002\u201d <i>\u4e92\u52a8\u8425\u9500\u6742\u5fd7<\/i>, 57, 27-41.<\/li>\n<li aria-level=\"1\">Li, H., &amp; Kannan, PK (2024). \u201c\u7535\u5546\u8425\u9500\u4e2d\u7684\u591a\u8bbe\u5907\u5f52\u56e0\u3002\u201d <i>\u5e02\u573a\u8425\u9500\u7814\u7a76\u6742\u5fd7<\/i>, 61(2), 268-285.<\/li>\n<li aria-level=\"1\">Li, H., Kannan, PK, Viswanathan, S., &amp; Pani, A. (2024).\u201c\u8de8\u8bbe\u5907\u8ffd\u8e2a\u4e0e\u8425\u9500\u5f52\u56e0\u6709\u6548\u6027\u3002\u201d <i>\u8425\u9500\u79d1\u5b66<\/i>, 43(2), 181-202.<\/li>\n<li aria-level=\"1\">McCarthy, D., &amp; Fader, P. (2024). \u201c\u57fa\u4e8e\u5ba2\u6237\u7684\u8ba2\u9605\u4e1a\u52a1\u4f01\u4e1a\u4f30\u503c\uff1a\u5c06\u5ba2\u6237\u83b7\u53d6\u4e0e\u7559\u5b58\u7eb3\u5165\u5f52\u56e0\u5206\u6790\u3002\u201d <i>\u300a\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bba\u300b<\/i>, 102(1), 102-111.<\/li>\n<li aria-level=\"1\">Neslin, S.\u3001Jerath, K. \u548c Bodapati, A. (2024).\u201c\u7535\u5b50\u5546\u52a1\u4e2d\u7684\u9884\u6d4b\u5f52\u56e0\u6a21\u578b\u3002\u201d <i>\u5e02\u573a\u8425\u9500\u6742\u5fd7<\/i>, 88(1), 45-63.<\/li>\n<li aria-level=\"1\">Teixeira, T., &amp; Gupta, S. (2024).\u201c\u5e02\u573a\u76f2\u70b9\u5bf9\u54c1\u724c\u5f52\u56e0\u7684\u5f71\u54cd\u3002\u201d <i>\u300a\u54c8\u4f5b\u5546\u4e1a\u8bc4\u8bba\u300b<\/i>, 102(2), 112-121.<\/li>\n<li aria-level=\"1\">Thomadsen, R., Bart, Y., &amp; Kim, M. (2024).\u201c\u7ebf\u4e0a\u7ebf\u4e0b\u5f52\u56e0\u8054\u7cfb\u3002\u201d <i>\u54c8\u4f5b\u5546\u5b66\u9662\u5de5\u4f5c\u8bba\u6587<\/i>, 24-091.<\/li>\n<li aria-level=\"1\">Wiesel, T., Pauwels, K., &amp; Arts, J. (2024).\u201c\u7535\u5b50\u5546\u52a1\u5f52\u56e0\u6a21\u578b\u7684\u6bd4\u8f83\u5206\u6790\u3002\u201d <i>\u56fd\u9645\u5e02\u573a\u8425\u9500\u7814\u7a76\u6742\u5fd7<\/i>, 41(3), 308-326.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>","protected":false},"excerpt":{"rendered":"<p>\u5728\u7ade\u4e89\u6fc0\u70c8\u7684\u7535\u5546\u9886\u57df\uff0c\u7cbe\u51c6\u5f52\u56e0\u4e0d\u4ec5\u4ec5\u662f\u4e00\u79cd\u8861\u91cf\u5de5\u5177\uff0c\u66f4\u662f\u8d22\u52a1\u4e0a\u7684\u5fc5\u8981\u6761\u4ef6\u3002\u7814\u7a76\u8868\u660e\uff0c\u4f18\u5316\u7684\u5f52\u56e0\u6a21\u578b\u6bd4\u6807\u51c6\u65b9\u6cd5\u53ef\u5e26\u6765 31-45% \u7684\u66f4\u9ad8 ROAS\u3002\u672c\u6307\u5357\u5c06\u5168\u9762\u63a2\u8ba8\u7535\u5546\u4f01\u4e1a\u9762\u4e34\u7684\u72ec\u7279\u5f52\u56e0\u6311\u6218\uff0c\u4ece\u590d\u6742\u7684\u591a\u8bbe\u5907\u8d2d\u4e70\u8def\u5f84\u5230\u5e73\u53f0\u5f52\u56e0\u76f2\u70b9\u4ee5\u53ca\u8d2d\u4e70\u540e\u4ef7\u503c\u2026\u2026<\/p>","protected":false},"author":1,"featured_media":264,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-219","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-attribution"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Marketing Attribution for eCommerce: Maximizing ROI Across the Customer Journey - AttriSight<\/title>\n<meta name=\"description\" content=\"Unlock higher ROI in your eCommerce marketing by using smarter attribution strategies across the full customer journey. See what really drives sales.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/attrisight.com\/zh\/\u7535\u5546\u8425\u9500\u5f52\u56e0\u6295\u8d44\u56de\u62a5\u7387\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Marketing Attribution for eCommerce: Maximizing ROI Across the Customer Journey - AttriSight\" \/>\n<meta property=\"og:description\" content=\"Unlock higher ROI in your eCommerce marketing by using smarter attribution strategies across the full customer journey. See what really drives sales.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/attrisight.com\/zh\/\u7535\u5546\u8425\u9500\u5f52\u56e0\u6295\u8d44\u56de\u62a5\u7387\/\" \/>\n<meta property=\"og:site_name\" content=\"AttriSight\" \/>\n<meta property=\"article:published_time\" content=\"2025-04-20T03:12:50+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-05-12T02:03:38+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/attribution-for-ecommerce-1024x683.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"683\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"AttriSight\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"18 \u5206\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u7535\u5b50\u5546\u52a1\u8425\u9500\u5f52\u56e0\uff1a\u6700\u5927\u5316\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7684\u6295\u8d44\u56de\u62a5\u7387 - AttriSight","description":"\u5728\u6574\u4e2a\u5ba2\u6237\u65c5\u7a0b\u4e2d\u8fd0\u7528\u66f4\u667a\u80fd\u7684\u5f52\u56e0\u7b56\u7565\uff0c\u63d0\u5347\u7535\u5546\u8425\u9500\u7684\u6295\u8d44\u56de\u62a5\u7387\u3002\u4e86\u89e3\u771f\u6b63\u63a8\u52a8\u9500\u552e\u7684\u56e0\u7d20\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/attrisight.com\/zh\/\u7535\u5546\u8425\u9500\u5f52\u56e0\u6295\u8d44\u56de\u62a5\u7387\/","og_locale":"zh_CN","og_type":"article","og_title":"Marketing Attribution for eCommerce: Maximizing ROI Across the Customer Journey - AttriSight","og_description":"Unlock higher ROI in your eCommerce marketing by using smarter attribution strategies across the full customer journey. See what really drives sales.","og_url":"https:\/\/attrisight.com\/zh\/\u7535\u5546\u8425\u9500\u5f52\u56e0\u6295\u8d44\u56de\u62a5\u7387\/","og_site_name":"AttriSight","article_published_time":"2025-04-20T03:12:50+00:00","article_modified_time":"2025-05-12T02:03:38+00:00","og_image":[{"width":1024,"height":683,"url":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/attribution-for-ecommerce-1024x683.png","type":"image\/png"}],"author":"AttriSight","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":false,"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"18 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/attrisight.com\/fr\/ecommerce-marketing-attribution-roi\/#article","isPartOf":{"@id":"https:\/\/attrisight.com\/fr\/ecommerce-marketing-attribution-roi\/"},"author":{"name":"AttriSight","@id":"https:\/\/attrisight.com\/en\/#\/schema\/person\/39eb04a342e71b60104eb676d43b9160"},"headline":"Marketing Attribution for eCommerce: Maximizing ROI Across the Customer Journey","datePublished":"2025-04-20T03:12:50+00:00","dateModified":"2025-05-12T02:03:38+00:00","mainEntityOfPage":{"@id":"https:\/\/attrisight.com\/fr\/ecommerce-marketing-attribution-roi\/"},"wordCount":3892,"publisher":{"@id":"https:\/\/attrisight.com\/en\/#organization"},"image":{"@id":"https:\/\/attrisight.com\/fr\/ecommerce-marketing-attribution-roi\/#primaryimage"},"thumbnailUrl":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/attribution-for-ecommerce.png","articleSection":["Marketing Attribution"],"inLanguage":"zh-Hans"},{"@type":"WebPage","@id":"https:\/\/attrisight.com\/fr\/ecommerce-marketing-attribution-roi\/","url":"https:\/\/attrisight.com\/fr\/ecommerce-marketing-attribution-roi\/","name":"\u7535\u5b50\u5546\u52a1\u8425\u9500\u5f52\u56e0\uff1a\u6700\u5927\u5316\u5ba2\u6237\u65c5\u7a0b\u4e2d\u7684\u6295\u8d44\u56de\u62a5\u7387 - AttriSight","isPartOf":{"@id":"https:\/\/attrisight.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/attrisight.com\/fr\/ecommerce-marketing-attribution-roi\/#primaryimage"},"image":{"@id":"https:\/\/attrisight.com\/fr\/ecommerce-marketing-attribution-roi\/#primaryimage"},"thumbnailUrl":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/attribution-for-ecommerce.png","datePublished":"2025-04-20T03:12:50+00:00","dateModified":"2025-05-12T02:03:38+00:00","description":"\u5728\u6574\u4e2a\u5ba2\u6237\u65c5\u7a0b\u4e2d\u8fd0\u7528\u66f4\u667a\u80fd\u7684\u5f52\u56e0\u7b56\u7565\uff0c\u63d0\u5347\u7535\u5546\u8425\u9500\u7684\u6295\u8d44\u56de\u62a5\u7387\u3002\u4e86\u89e3\u771f\u6b63\u63a8\u52a8\u9500\u552e\u7684\u56e0\u7d20\u3002","breadcrumb":{"@id":"https:\/\/attrisight.com\/fr\/ecommerce-marketing-attribution-roi\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/attrisight.com\/fr\/ecommerce-marketing-attribution-roi\/"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/attrisight.com\/fr\/ecommerce-marketing-attribution-roi\/#primaryimage","url":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/attribution-for-ecommerce.png","contentUrl":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/04\/attribution-for-ecommerce.png","width":1536,"height":1024,"caption":"ecommerce attribution"},{"@type":"BreadcrumbList","@id":"https:\/\/attrisight.com\/fr\/ecommerce-marketing-attribution-roi\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/attrisight.com\/en\/"},{"@type":"ListItem","position":2,"name":"Marketing Attribution for eCommerce: Maximizing ROI Across the Customer Journey"}]},{"@type":"WebSite","@id":"https:\/\/attrisight.com\/en\/#website","url":"https:\/\/attrisight.com\/en\/","name":"AttriSight","description":"\u66f4\u667a\u80fd\u7684\u8425\u9500\u3002\u66f4\u5f3a\u7684\u9690\u79c1\u4fdd\u62a4\u3002\u66f4\u5c0f\u7684\u6570\u5b57\u8db3\u8ff9\u3002","publisher":{"@id":"https:\/\/attrisight.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/attrisight.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Organization","@id":"https:\/\/attrisight.com\/en\/#organization","name":"AttriSight","url":"https:\/\/attrisight.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/attrisight.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/03\/Untitled-design.png","contentUrl":"https:\/\/attrisight.com\/wp-content\/uploads\/2025\/03\/Untitled-design.png","width":500,"height":500,"caption":"AttriSight"},"image":{"@id":"https:\/\/attrisight.com\/en\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/attrisight.com\/en\/#\/schema\/person\/39eb04a342e71b60104eb676d43b9160","name":"AttriSight","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/secure.gravatar.com\/avatar\/373135f1ec41e3a0c4bfa436bd1ae2cf1e5a722be6a376581a12b837d3db904d?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/373135f1ec41e3a0c4bfa436bd1ae2cf1e5a722be6a376581a12b837d3db904d?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/373135f1ec41e3a0c4bfa436bd1ae2cf1e5a722be6a376581a12b837d3db904d?s=96&d=mm&r=g","caption":"AttriSight"},"sameAs":["https:\/\/attrisight.com"],"url":"https:\/\/attrisight.com\/zh\/author\/site-attrisight-com\/"}]}},"_links":{"self":[{"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/posts\/219","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/comments?post=219"}],"version-history":[{"count":2,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/posts\/219\/revisions"}],"predecessor-version":[{"id":222,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/posts\/219\/revisions\/222"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/media\/264"}],"wp:attachment":[{"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/media?parent=219"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/categories?post=219"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/attrisight.com\/zh\/wp-json\/wp\/v2\/tags?post=219"}],"curies":[{"name":"\u53ef\u6e7f\u6027\u7c89\u5242","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}