{"id":1490,"date":"2025-04-21T03:45:18","date_gmt":"2025-04-20T19:45:18","guid":{"rendered":"http:\/\/www.gmail10000.com\/blog\/?p=1490"},"modified":"2025-04-21T03:57:36","modified_gmt":"2025-04-20T19:57:36","slug":"%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e9%a9%b1%e5%8a%a8%e7%9a%84%e6%95%b0%e5%ad%97%e8%90%a5%e9%94%80%e9%a2%84%e7%ae%97%e5%92%8c%e9%a2%84%e6%b5%8b%e7%9a%84-6-%e4%b8%aa%e6%ad%a5%e9%aa%a4","status":"publish","type":"post","link":"http:\/\/www.gmail10000.com\/blog\/?p=1490","title":{"rendered":"\u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u6570\u5b57\u8425\u9500\u9884\u7b97\u548c\u9884\u6d4b\u7684 6 \u4e2a\u6b65\u9aa4"},"content":{"rendered":"<div class=\"bialty-container\">\n<p><span>\u4eba\u5de5\u667a\u80fd\u6b63\u5728\u6539\u53d8\u4f01\u4e1a\u5904\u7406<\/span><a href=\"https:\/\/searchengineland.com\/digital-marketing-primer-strategies-measuring-success-444311\"><span>\u6570\u5b57\u8425\u9500<\/span><\/a><span>\u9884\u7b97\u548c\u9884\u6d4b\u6d41\u7a0b\u7684\u65b9\u5f0f\u3002<\/span><\/p>\n<p><span>\u516c\u53f8\u53ef\u4ee5\u5f00\u53d1\u4e13\u6ce8\u4e8e\u6570\u636e\u9a71\u52a8\u51b3\u7b56\u7684\u5f3a\u5927\u9884\u6d4b\u548c\u9884\u7b97\u6a21\u578b\u3002<\/span><\/p>\n<p><span>\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5b9e\u73b0\u4e0e\u7279\u5b9a\u4e1a\u52a1\u76ee\u6807\u76f8\u7b26\u7684\u5b9a\u5236\u7b56\u7565\uff0c\u5e76\u53ef\u6839\u636e\u7ec4\u7ec7\u9700\u6c42\u548c\u6e20\u9053\u8fdb\u884c\u8c03\u6574\u3002<\/span><\/p>\n<p><span>\u4eba\u5de5\u667a\u80fd\u662f\u8f6c\u578b\u7684\u5173\u952e\u9a71\u52a8\u529b\u3002<\/span><\/p>\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/inthecloud.withgoogle.com\/roi-of-generative-ai\/dl-cd.html\" target=\"_blank\" rel=\"noopener\"><span>\u6839\u636eGoogle Cloud \u7684\u62a5\u544a\uff0c<\/span><\/a><span>\u591a\u8fbe 86% \u5b9e\u65bd\u751f\u6210\u5f0f AI \u7684\u7ec4\u7ec7\u62a5\u544a\u79f0\uff0c\u5176\u516c\u53f8\u5e74\u5ea6\u603b\u6536\u5165\u589e\u957f\u4e86 6% \u6216\u66f4\u591a\u3002\u00a0<\/span><\/li>\n<\/ul>\n<p><span>\u672c\u6587\u4ecb\u7ecd\u4e86\u5982\u4f55\u5229\u7528\u4eba\u5de5\u667a\u80fd\u548c\u6b63\u786e\u7684\u6570\u636e\u6765\u5f97\u51fa\u9884\u6d4b\u548c\u9884\u7b97\u4f18\u5148\u7ea7\uff0c\u7279\u522b\u662f\u9488\u5bf9\u6570\u5b57\u8425\u9500\u5de5\u4f5c\u3002<\/span><\/p>\n<p><span>\u4ee5\u4e0b\u662f\u5236\u5b9a\u7b26\u5408\u60a8\u72ec\u7279\u4e1a\u52a1\u9700\u6c42\u7684\u6a21\u578b\u7684\u516d\u4e2a\u6b65\u9aa4\u3002\u00a0<\/span><\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-446097\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-and-forecasting-process-scaled.jpg.webp\" alt=\"\u9884\u7b97\u548c\u9884\u6d4b\u8fc7\u7a0b\" width=\"2048\" height=\"431\" \/><\/figure>\n<\/div>\n<h2 id=\"h-step-1-define-business-goals-objectives-and-kpis\" class=\"wp-block-heading\"><span>\u6b65\u9aa4 1\uff1a\u5b9a\u4e49\u4e1a\u52a1\u76ee\u6807\u3001\u76ee\u7684\u548c KPI<\/span><\/h2>\n<p><span>\u6b64\u6b65\u9aa4\u5206\u4e3a\u4e24\u4e2a\u90e8\u5206\uff1a\u8bbe\u5b9a\u76ee\u6807\u548c\u786e\u5b9a\u5173\u952e\u7ee9\u6548\u6307\u6807\uff08KPI\uff09\u3002<\/span><\/p>\n<h3 id=\"h-clearly-articulate-business-objectives\" class=\"wp-block-heading\"><span>\u660e\u786e\u8868\u8fbe\u4e1a\u52a1\u76ee\u6807<\/span><\/h3>\n<p><span>\u6307\u5b9a\u603b\u4f53\u4e1a\u52a1\u76ee\u6807\uff0c\u4f8b\u5982\u589e\u52a0\u6536\u5165\u3001\u63d0\u9ad8\u54c1\u724c\u77e5\u540d\u5ea6\u3001\u4ea7\u751f\u6f5c\u5728\u5ba2\u6237\u6216\u63d0\u9ad8\u53c2\u4e0e\u7387\u3002<\/span><\/p>\n<h3 id=\"h-identify-specific-kpis\" class=\"wp-block-heading\"><span>\u786e\u5b9a\u5177\u4f53\u7684\u5173\u952e\u7ee9\u6548\u6307\u6807<\/span><\/h3>\n<p><span>\u786e\u5b9a\u6bcf\u4e2a\u76ee\u6807\u6e20\u9053\u7684\u76f8\u5173 KPI\uff0c\u4f8b\u5982\u6d4f\u89c8\u91cf\u3001\u8f6c\u5316\u7387\u6216\u6bcf\u6b21\u83b7\u53d6\u6210\u672c (CPA)\u3002<\/span><\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\">&lt;img class=&quot;wp-image-446099 entered exited&quot; src=&quot;data:;base64,&#8221; alt=&#8221;\u76ee\u6807-KPI-\u7b56\u7565-\u534f\u8c03&#8221; width=&#8221;2048&#8243; height=&#8221;1152&#8243; data-lazy-srcset=&#8221;https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-scaled.jpg.webp 2048w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-600&#215;338.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-800&#215;450.jpg.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-200&#215;113.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-768&#215;432.jpg.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-1536&#215;864.jpg 1536w&#8221; data-lazy-sizes=&#8221;(max-width: 2048px) 100vw, 2048px&#8221; data-lazy-src=&#8221;https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/goals-kpis-strategies-alignment-scaled.jpg.webp&#8221; \/&gt;<figcaption class=\"wp-element-caption\"><em><span>\u76ee\u6807\u3001KPI\u3001\u6218\u7565\u534f\u8c03<\/span><\/em><\/figcaption><\/figure>\n<\/div>\n<p><span>\u5728\u786e\u5b9a\u76ee\u6807\u548c KPI \u4e4b\u540e\uff0c\u5206\u6790\u5386\u53f2\u8d8b\u52bf\u4ee5\u786e\u5b9a\u6709\u52a9\u4e8e\u5b9e\u73b0\u76ee\u6807\u7684\u6e20\u9053\u548c\u7b56\u7565\u3002<\/span><\/p>\n<h2 id=\"h-step-2-trends-customer-journey-and-channels\" class=\"wp-block-heading\"><span>\u7b2c 2 \u6b65\uff1a\u8d8b\u52bf\u3001\u5ba2\u6237\u65c5\u7a0b\u548c\u6e20\u9053<\/span><\/h2>\n<h3 id=\"h-channel-distribution-analysis\" class=\"wp-block-heading\"><span>\u6e20\u9053\u5206\u5e03\u5206\u6790<\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><strong><span>\u6536\u96c6\u5386\u53f2\u6570\u636e<\/span><\/strong><span>\uff1a\u6536\u96c6\u6bcf\u4e2a\u6e20\u9053\u7684\u8425\u9500\u652f\u51fa\u3001\u6536\u5165\u548c\u5173\u952e\u7ee9\u6548\u6307\u6807\u7684\u6570\u636e\u3002<\/span><\/li>\n<li><strong><span>\u786e\u5b9a\u6027\u80fd\u6c34\u5e73<\/span><\/strong><span>\uff1a\u5206\u6790\u6570\u636e\u4ee5\u786e\u5b9a\u54ea\u4e9b\u6e20\u9053\u7ee9\u6548\u9ad8\u3001\u54ea\u4e9b\u6e20\u9053\u7ee9\u6548\u4f4e\u3002<\/span><\/li>\n<li><strong><span>\u8ba1\u7b97\u6295\u8d44\u56de\u62a5\u7387<\/span><\/strong><span>(ROI) \uff1a\u4e86\u89e3\u6bcf\u4e2a\u6e20\u9053\u7684\u6295\u8d44\u56de\u62a5\u7387 (ROI) \u548c\u5176\u4ed6\u76f8\u5173\u6307\u6807\u3002<\/span><\/li>\n<\/ul>\n<h3 id=\"h-market-and-trends-analysis\" class=\"wp-block-heading\"><span>\u5e02\u573a\u4e0e\u8d8b\u52bf\u5206\u6790<\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><strong><span>\u786e\u5b9a\u884c\u4e1a\u548c\u5e02\u573a\u8d8b\u52bf<\/span><\/strong><span>\uff1a\u7814\u7a76\u884c\u4e1a\u8d8b\u52bf\uff0c\u5305\u62ec\u672a\u6765\u4e00\u5e74\u548c\u524d\u4e00\u5e74\u7684\u5e02\u573a\u9700\u6c42\u548c\u4f9b\u5e94\u6a21\u5f0f\u3002<\/span><\/li>\n<li><strong><span>\u8bc4\u4f30\u6d88\u8d39\u8005\u884c\u4e3a\u548c\u65b0\u5174\u6280\u672f<\/span><\/strong><span>\uff1a\u8bc6\u522b\u6d88\u8d39\u8005\u884c\u4e3a\u548c\u65b0\u5174\u6280\u672f\u7684\u53d8\u5316\uff0c\u4f8b\u5982\u4eba\u5de5\u667a\u80fd\u3001\u865a\u62df\u4ee3\u7406\u548c\u5411\u79fb\u52a8\u5e73\u53f0\u7684\u8f6c\u53d8\u3002<\/span><\/li>\n<li><strong><span>\u5206\u6790\u7ade\u4e89\u5bf9\u624b\u7684\u6d3b\u52a8<\/span><\/strong><span>\uff1a\u8bc4\u4f30\u7ade\u4e89\u5bf9\u624b\u5728\u4e0d\u540c\u6e20\u9053\u7684\u8868\u73b0\u3002<\/span><\/li>\n<\/ul>\n<h3 id=\"h-search-trends-and-customer-journey-nbsp\" class=\"wp-block-heading\"><span>\u641c\u7d22\u8d8b\u52bf\u548c\u5ba2\u6237\u65c5\u7a0b\u00a0<\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><strong><span>\u5206\u6790\u5ba2\u6237\u53d1\u73b0\u6e20\u9053<\/span><\/strong><span>: \u786e\u5b9a\u5ba2\u6237\u5982\u4f55\u627e\u5230\u60a8\u7684\u4e1a\u52a1\u3002\u867d\u7136\u65b0\u7684\u8425\u9500\u7b56\u7565\u770b\u8d77\u6765\u5f88\u6709\u524d\u666f\uff0c\u4f46\u8981\u786e\u4fdd\u8fd9\u4e9b\u6e20\u9053\u4e0e\u5ba2\u6237\u7684\u65c5\u7a0b\u4fdd\u6301\u4e00\u81f4\u3002\u00a0<\/span><\/li>\n<li><strong><span>\u4f7f\u7528<\/span><\/strong><a href=\"https:\/\/searchengineland.com\/google-search-console-seo-guide-443942\"><strong><span>Google Search Console<\/span><\/strong><\/a><strong><span>\u548c<\/span><\/strong><a href=\"https:\/\/searchengineland.com\/how-to-use-google-analytics-4-guide-431630\"><strong><span>Google Analytics<\/span><\/strong><\/a><span>\uff1a\u5229\u7528\u641c\u7d22\u63a7\u5236\u53f0\u548c\u5206\u6790\u7b49\u5de5\u5177\u4e86\u89e3\u5ba2\u6237\u641c\u7d22\u8d8b\u52bf\u5e76\u5c06\u5176\u4e0e\u6574\u4e2a\u884c\u4e1a\u7684\u641c\u7d22\u53d8\u5316\u8fdb\u884c\u6bd4\u8f83\u3002<\/span><\/li>\n<li><strong><span>\u8bc4\u4f30\u5185\u5bb9\u683c\u5f0f<\/span><\/strong><span>\uff1a\u8bc4\u4f30\u60a8\u7684\u4e1a\u52a1\u662f\u5426\u901a\u8fc7\u89c6\u9891\u3001\u4eba\u5de5\u667a\u80fd\u751f\u6210\u7684\u6982\u8ff0\u6216\u56fe\u50cf\u83b7\u5f97\u5173\u6ce8\uff0c\u5e76\u5c06\u8fd9\u4e9b\u7ed3\u679c\u4e0e\u884c\u4e1a\u548c\u7ade\u4e89\u5bf9\u624b\u7684\u57fa\u51c6\u8fdb\u884c\u6bd4\u8f83\u3002<\/span><\/li>\n<\/ul>\n<div class=\"nl-inline-form border py-2 px-1 my-2\">\n<div class=\"row\">\n<div class=\"col-12\"><\/div>\n<\/div>\n<div class=\"row align-items-center nl-inline-container\">\n<div class=\"col-12 col-lg-3 col-xl-4 pe-md-0 pb-2 pb-lg-0\">\n<p class=\"inline-form-text text-center mb-0\"><span>\u83b7\u53d6\u641c\u7d22\u8425\u9500\u4eba\u5458\u6240\u4f9d\u8d56\u7684\u65b0\u95fb\u901a\u8baf\u3002<\/span><\/p>\n<\/div>\n<div class=\"col-12 col-lg-7 col-xl-6  pe-lg-0\">\n<div class=\"form-nl-inline\">\n<div class=\"row g-0\">\n<div class=\"form-group col-12 col-lg-8 mb-0\"><label class=\"visually-hidden\" for=\"nl-inlineEmail\"><span>\u4f01\u4e1a\u7535\u5b50\u90ae\u4ef6\u5730\u5740<\/span><\/label><\/div>\n<div class=\"col-12 col-lg-4 col-xl-4 mb-0\">\n<div id=\"article_inline_captcha\">\n<div><\/div>\n<\/div>\n<p><button id=\"inline-button\" class=\"btn btn-sel inlineButton w-100 rounded-0\" name=\"submit_button\" type=\"submit\"><span>\u4e3a\u6211\u62a5\u540d\uff01<\/span><\/button><\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"col-12 col-lg-2 col-xl-2 ps-1\">\n<p class=\"text-center mb-0\"><a class=\"nl-terms\" href=\"https:\/\/searchengineland.com\/termsofuse\" target=\"_blank\" rel=\"noopener\" aria-label=\"\u5728\u65b0\u6807\u7b7e\u9875\u4e2d\u6253\u5f00\"><span>\u67e5\u770b\u6761\u6b3e\u3002<\/span><\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<hr class=\"wp-block-separator has-text-color has-cyan-bluish-gray-color has-css-opacity has-cyan-bluish-gray-background-color has-background\" \/>\n<h2 id=\"h-step-3-data-and-infrastructure-nbsp\" class=\"wp-block-heading\"><span>\u6b65\u9aa4 3\uff1a\u6570\u636e\u548c\u57fa\u7840\u8bbe\u65bd\u00a0<\/span><\/h2>\n<h3 id=\"h-evaluate-the-existing-technology-stack\" class=\"wp-block-heading\"><span>\u8bc4\u4f30\u73b0\u6709\u6280\u672f\u5806\u6808<\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><span>\u8bc4\u4f30\u6280\u672f\u57fa\u7840\u8bbe\u65bd\u96c6\u4e2d\u6570\u636e\u3001\u7ef4\u62a4\u6570\u636e\u8d28\u91cf\u548c\u786e\u4fdd\u6570\u636e\u5b89\u5168\u7684\u80fd\u529b\u3002<\/span><\/li>\n<\/ul>\n<h3 id=\"h-centralize-data\" class=\"wp-block-heading\"><span>\u96c6\u4e2d\u6570\u636e<\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><span>\u5c06\u6765\u81ea\u4e0d\u540c\u6e20\u9053\u548c\u63a5\u89e6\u70b9\u7684\u6240\u6709\u6570\u636e\u6574\u5408\u5230\u4e00\u4e2a\u4f4d\u7f6e\uff0c\u4f8b\u5982\u6570\u636e\u6e56\u3002\u6d4b\u8bd5\u6570\u636e\u662f\u5426\u53ef\u7528\u4e8e\u8fd0\u884c\u5206\u6790\u548c\u62a5\u544a\u3002<\/span><\/li>\n<\/ul>\n<h3 id=\"h-data-cleaning-and-pre-processing\" class=\"wp-block-heading\"><span>\u6570\u636e\u6e05\u7406\u548c\u9884\u5904\u7406<\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><span>\u6536\u96c6\u5230\u6240\u6709\u6570\u636e\u540e\uff0c\u4e0b\u4e00\u6b65\u5c31\u662f\u4e3a\u9884\u6d4b\u548c\u9884\u7b97\u6a21\u578b\u505a\u597d\u51c6\u5907\u3002<\/span><\/li>\n<li><span>\u9996\u5148\u6e05\u7406\u548c\u7ec4\u7ec7\u6570\u636e\uff0c\u91cd\u70b9\u5173\u6ce8\u4e0e\u4e1a\u52a1\u76ee\u6807\u548c KPI \u6700\u76f8\u5173\u7684\u6570\u636e\u70b9\u3002<\/span><\/li>\n<li><span>\u901a\u8fc7\u5220\u9664\u5f02\u5e38\u503c\u548c\u89e3\u51b3\u4efb\u4f55\u4e0d\u4e00\u81f4\u95ee\u9898\u6765\u786e\u4fdd\u6570\u636e\u7684\u51c6\u786e\u6027\u548c\u4e00\u81f4\u6027\u3002<\/span><\/li>\n<li><span>\u8fdb\u884c\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\u4ee5\u8bc6\u522b\u6a21\u5f0f\u548c\u76f8\u5173\u6027\u3002<\/span><\/li>\n<\/ul>\n<h2 id=\"h-step-4-forecasting\" class=\"wp-block-heading\"><span>\u6b65\u9aa4 4\uff1a\u9884\u6d4b<\/span><\/h2>\n<p><span>\u9884\u6d4b\u662f\u9884\u7b97\u7684\u5173\u952e\uff0c\u56e0\u4e3a\u5b83\u6709\u52a9\u4e8e\u7ba1\u7406\u98ce\u9669\u3001\u6293\u4f4f\u673a\u9047\u3001\u4f18\u5316\u8d44\u6e90\u548c\u505a\u51fa\u660e\u667a\u7684\u6295\u8d44\u51b3\u7b56\u3002\u00a0<\/span><\/p>\n<p><span>\u4ee5\u4e0b\u673a\u5668\u5b66\u4e60\u548c\u57fa\u4e8e\u8bed\u8a00\u7684\u6a21\u578b\u53ef\u7528\u4e8e\u751f\u6210\u8fd9\u4e9b\u9884\u6d4b\uff1a<\/span><\/p>\n<h3 id=\"h-arima-auto-regressive-integrated-moving-average\" class=\"wp-block-heading\"><span>ARIMA\uff08\u81ea\u56de\u5f52\u7efc\u5408\u79fb\u52a8\u5e73\u5747\u7ebf\uff09<\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><span>\u7ed3\u5408\u81ea\u56de\u5f52\u548c\u79fb\u52a8\u5e73\u5747\u3002<\/span><\/li>\n<li><span>\u7075\u6d3b\u9002\u5e94\u5404\u79cd\u65f6\u95f4\u5e8f\u5217\u6a21\u5f0f\u3002<\/span><\/li>\n<li><span>SARIMA\uff0c\u5373\u5b63\u8282\u6027 ARIMA\uff0c\u53ef\u4ee5\u89e3\u91ca\u5b63\u8282\u6027\u6ce2\u52a8\u3002<\/span><\/li>\n<\/ul>\n<h3 id=\"h-prophet\" class=\"wp-block-heading\"><span>\u5148\u77e5<\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><span>\u7531 Facebook \u5f00\u53d1\u3002<\/span><\/li>\n<li><span>\u5c06\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5206\u89e3\u4e3a\u8d8b\u52bf\u3001\u5b63\u8282\u6027\u548c\u5047\u65e5\u5f71\u54cd\u3002<\/span><\/li>\n<li><span>\u6700\u9002\u5408\u5177\u6709\u5f3a\u70c8\u5b63\u8282\u6027\u5f71\u54cd\u7684\u65f6\u95f4\u5e8f\u5217\u548c\u591a\u4e2a\u5b63\u8282\u7684\u5386\u53f2\u6570\u636e\u3002<\/span><\/li>\n<\/ul>\n<h3 id=\"h-chronos-language-based-model\" class=\"wp-block-heading\"><span>Chronos\uff08\u57fa\u4e8e\u8bed\u8a00\u7684\u6a21\u578b\uff09<\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><span>\u7531\u4e9a\u9a6c\u900a\u5f00\u53d1\u3002<\/span><\/li>\n<li><span>\u4e00\u7ec4\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u67b6\u6784\u7684\u9884\u8bad\u7ec3\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6a21\u578b\u3002<\/span><\/li>\n<li><span>\u65f6\u95f4\u5e8f\u5217\u901a\u8fc7\u7f29\u653e\u548c\u91cf\u5316\u8f6c\u6362\u4e3a\u6807\u8bb0\u5e8f\u5217\uff0c\u5e76\u4f7f\u7528\u4ea4\u53c9\u71b5\u635f\u5931\u5bf9\u8fd9\u4e9b\u6807\u8bb0\u8fdb\u884c\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u3002<\/span><\/li>\n<li><span>\u4e00\u65e6\u7ecf\u8fc7\u8bad\u7ec3\uff0c\u5c31\u53ef\u4ee5\u901a\u8fc7\u6839\u636e\u5386\u53f2\u80cc\u666f\u5bf9\u591a\u4e2a\u672a\u6765\u8f68\u8ff9\u8fdb\u884c\u91c7\u6837\u6765\u83b7\u5f97\u6982\u7387\u9884\u6d4b\u3002<\/span><\/li>\n<\/ul>\n<p><span>\u8003\u8651\u4f7f\u7528 Anthropic \u7684 Claude 3.5 Sonnet \u8f7b\u677e\u751f\u6210\u7528\u4e8e\u5b9e\u73b0\u9884\u6d4b\u6a21\u578b\u7684 Python \u4ee3\u7801\u3002<\/span><\/p>\n<h2 id=\"h-step-5-budgeting\" class=\"wp-block-heading\"><span>\u7b2c\u4e94\u6b65\uff1a\u9884\u7b97<\/span><\/h2>\n<h3 id=\"h-determining-the-optimum-channel-allocation\" class=\"wp-block-heading\"><span>\u786e\u5b9a\u6700\u4f73\u6e20\u9053\u5206\u914d<\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><span>\u6839\u636e\u4e1a\u52a1\u76ee\u6807\u786e\u5b9a\u6700\u5408\u9002\u7684\u9884\u7b97\u5206\u914d\u65b9\u6cd5\uff0c\u4f8b\u5982\u6536\u5165\u767e\u5206\u6bd4\u6216\u6bcf\u4e2a\u6e20\u9053\u7684\u56fa\u5b9a\u91d1\u989d\u3002<\/span><\/li>\n<li><span>\u8003\u8651\u6e20\u9053\u6210\u719f\u5ea6\u3001\u6f5c\u5728\u6295\u8d44\u56de\u62a5\u7387\u4ee5\u53ca\u5ba2\u6237\u548c\u5e02\u573a\u8d8b\u52bf\u7b49\u56e0\u7d20\u3002<\/span><\/li>\n<li><span>\u4f7f\u7528\u7ebf\u6027\u56de\u5f52\u7b49\u7edf\u8ba1\u6280\u672f\u6765\u751f\u6210\u5e02\u573a\u7ec4\u5408\u6a21\u578b\uff0c\u4f18\u5316\u8de8\u6e20\u9053\u7684\u9884\u7b97\u5206\u914d\uff0c\u4ee5\u6ee1\u8db3\u60a8\u7684\u4e1a\u52a1\u76ee\u6807\u3002<\/span><\/li>\n<\/ul>\n<h3 id=\"h-regular-monitoring-and-optimization\" class=\"wp-block-heading\"><span>\u5b9a\u671f\u76d1\u63a7\u548c\u4f18\u5316<\/span><\/h3>\n<ul class=\"wp-block-list\">\n<li><span>\u6839\u636e\u9884\u7b97\u548c KPI \u6301\u7eed\u8ddf\u8e2a\u6e20\u9053\u7ee9\u6548\u3002<\/span><\/li>\n<li><span>\u627e\u51fa\u8868\u73b0\u4e0d\u4f73\u7684\u6e20\u9053\u5e76\u76f8\u5e94\u5730\u91cd\u65b0\u5206\u914d\u9884\u7b97\u3002<\/span><\/li>\n<li><span>\u6839\u636e\u5b9e\u65f6\u6570\u636e\u548c\u89c1\u89e3\u4f18\u5316\u6d3b\u52a8\u3002<\/span><\/li>\n<\/ul>\n<h2 id=\"h-step-6-use-cases\" class=\"wp-block-heading\"><span>\u6b65\u9aa4 6\uff1a\u7528\u4f8b<\/span><\/h2>\n<p><span>\u6700\u540e\uff0c\u4e3a\u8425\u9500\u8ba1\u5212\u7684\u6bcf\u4e2a\u6b65\u9aa4\u521b\u5efa\u5177\u4f53\u7684\u7528\u4f8b\u3002\u4f8b\u5982\uff1a<\/span><\/p>\n<ul class=\"wp-block-list\">\n<li><span>\u201c\u4f5c\u4e3a\u4e00\u5bb6\u9ad8\u6863\u9152\u5e97\u7684\u9996\u5e2d\u8425\u9500\u5b98\uff0c\u6211\u5e0c\u671b\u7ebf\u4e0a\u6536\u5165\u540c\u6bd4\u589e\u957f 20%\u3002\u4e3a\u4e86\u5e2e\u52a9\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u5efa\u8bae\u5728\u6570\u5b57\u6e20\u9053\u4e0a\u8fdb\u884c\u6700\u4f73\u9884\u7b97\u5206\u914d\u3002\u201d<\/span><\/li>\n<\/ul>\n<h3 id=\"h-solution-steps\" class=\"wp-block-heading\"><span>\u89e3\u51b3\u65b9\u6848\u6b65\u9aa4<\/span><\/h3>\n<p><strong><span>\u5b9a\u4e49\u4e1a\u52a1\u76ee\u6807\u548c KPI<\/span><\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li><span>\u76ee\u6807 \u2013 \u603b\u4f53\u6536\u5165\u589e\u52a0 20%\u00a0<\/span><\/li>\n<li><span>KPI \u2013 \u6536\u5165<\/span><\/li>\n<\/ul>\n<p><strong><span>\u6e20\u9053\u5206\u5e03\u3001\u6295\u8d44\u56de\u62a5\u7387\u3001\u6536\u5165\u548c\u8f6c\u5316\u7387\u00a0<\/span><\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li><span>\u4ece Google Analytics \u6536\u96c6\u6240\u6709\u6e20\u9053\u7684\u5386\u53f2\u6536\u5165\u548c\u8f6c\u5316\u6570\u636e\u3002\u00a0<\/span><\/li>\n<li><span>\u6536\u96c6\u6240\u6709\u6e20\u9053\u7684\u652f\u51fa\u6570\u636e\u3002<\/span><\/li>\n<li><span>\u8ba1\u7b97\u6bcf\u4e2a\u6e20\u9053\u7684\u6295\u8d44\u56de\u62a5\u7387 (ROI)\u3002\u00a0<\/span><\/li>\n<\/ul>\n<p><strong><span>\u6570\u636e\u548c\u57fa\u7840\u8bbe\u65bd<\/span><\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li><span>\u6240\u6709\u6570\u636e\u90fd\u5e94\u5728\u6570\u636e\u6e56\u7b49\u96c6\u4e2d\u5b58\u50a8\u4e2d\u53ef\u7528\u3002<\/span><\/li>\n<li><span>\u66f4\u5bb9\u6613\u8bbf\u95ee\u5e72\u51c0\u3001\u96c6\u4e2d\u7684\u6570\u636e\u6765\u8bad\u7ec3\u6a21\u578b\u3002<\/span><\/li>\n<li><span>\u5b89\u88c5\u6240\u9700\u7684 python \u5e93\uff0c\u4f8b\u5982 pandas\u3001numpy \u6216 scipy\u3002<\/span><\/li>\n<li><span>\u901a\u8fc7\u8fd0\u884c Python \u5e93\u548c\u7edf\u8ba1\u5206\u6790\u8fdb\u884c\u63a2\u7d22\u6027\u6570\u636e\u5206\u6790\u4ee5\u8bc6\u522b\u8d8b\u52bf\u548c\u5b63\u8282\u6027\u6a21\u5f0f\u00a0\u00a0<\/span><\/li>\n<\/ul>\n<p><strong><span>\u9884\u6d4b\u548c\u9884\u7b97<\/span><\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li><span>\u4f7f\u7528 SARIMA \u7b49\u9884\u6d4b\u6a21\u578b\u6839\u636e\u652f\u51fa\u9884\u6d4b\u6bcf\u4e2a\u6e20\u9053\u7684\u6536\u5165\u3002\u8be5\u6a21\u578b\u5c06\u8003\u8651\u6570\u636e\u4e2d\u7684\u5b63\u8282\u6027\u8d8b\u52bf<\/span><\/li>\n<li><span>\u4f7f\u7528\u7edf\u8ba1\u4f18\u5316\u6280\u672f\u6765\u627e\u5230\u8de8\u6e20\u9053\u7684\u6700\u4f73\u9884\u7b97\u5206\u914d\u3002<\/span><\/li>\n<\/ul>\n<p><strong><span>\u5de5\u4f5c\u6a21\u578b\u8f93\u51fa\u00a0<\/span><\/strong><\/p>\n<p><span>\u5f53\u524d\u4e3b\u8981\u6e20\u9053\u7684\u5e73\u5747\u652f\u51fa\uff1a<\/span><\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-446100 entered lazyloaded\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-scaled.jpg.webp\" alt=\"\u7ecf\u5e38\u6027\u652f\u51fa\" width=\"2048\" height=\"1152\" data-lazy-srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-scaled.jpg.webp 2048w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-600x338.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-800x450.jpg.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-200x113.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-768x432.jpg.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-1536x864.jpg 1536w\" data-lazy-sizes=\"(max-width: 2048px) 100vw, 2048px\" data-lazy-src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/current-spend-scaled.jpg.webp\" data-ll-status=\"loaded\" \/><\/figure>\n<\/div>\n<p><span>\u6267\u884c\u5b8c\u4e0a\u8ff0\u6240\u6709\u6b65\u9aa4\u540e\uff0c\u9884\u7b97\u6a21\u578b\u5efa\u8bae\u7684\u5206\u914d\u5982\u4e0b\uff1a<\/span><\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-446101 entered lazyloaded\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-scaled.jpg.webp\" alt=\"\u9884\u7b97\u6a21\u578b\" width=\"2048\" height=\"1152\" data-lazy-srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-scaled.jpg.webp 2048w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-600x338.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-800x450.jpg.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-200x113.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-768x432.jpg.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-1536x864.jpg 1536w\" data-lazy-sizes=\"(max-width: 2048px) 100vw, 2048px\" data-lazy-src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/budgeting-model-scaled.jpg.webp\" data-ll-status=\"loaded\" \/><\/figure>\n<\/div>\n<p><strong><span>\u5355\u72ec\u9891\u9053\u5206\u914d<\/span><\/strong><\/p>\n<p><span>\u4e00\u65e6\u6709\u4e86\u6bcf\u4e2a\u6e20\u9053\u7684\u9884\u7b97\u5206\u914d\uff0c\u4e0b\u4e00\u6b65\u5c31\u662f\u8fdb\u4e00\u6b65\u7ec6\u5206\u5e76\u786e\u5b9a\u6bcf\u4e2a\u6e20\u9053\u5185\u7684\u5177\u4f53\u6765\u6e90\u6216\u5e73\u53f0\u3002\u00a0<\/span><\/p>\n<p><span>\u4f8b\u5982\uff1a<\/span><\/p>\n<ul class=\"wp-block-list\">\n<li><span>\u5728\u81ea\u7136\u641c\u7d22\u6e20\u9053\u4e2d\uff0c\u60a8\u53ef\u4ee5\u8003\u8651 Google Business \u7b49\u6765\u6e90\u3002\u00a0<\/span><\/li>\n<li><span>\u5bf9\u4e8e\u4ed8\u8d39\u641c\u7d22\uff0c\u4f8b\u5982 Google Ads \u548c Facebook \u7b49\u5e73\u53f0\u3002\u00a0<\/span><\/li>\n<\/ul>\n<p><span>\u8fd9\u6709\u52a9\u4e8e\u786e\u5b9a\u6bcf\u4e2a\u6765\u6e90\u6240\u9700\u7684\u7cbe\u786e\u9884\u7b97\u3002<\/span><\/p>\n<p><span>\u5bf9\u4e8e\u6211\u4eec\u7684\u7528\u4f8b\uff0c\u91cd\u70b9\u5173\u6ce8\u81ea\u7136\u641c\u7d22\u6e20\u9053\u3002\u9488\u5bf9\u6b64\u6e20\u9053\u5185\u7684\u6240\u6709\u6765\u6e90\u8fd0\u884c\u9884\u7b97\u6a21\u578b\uff0c\u4ee5\u786e\u5b9a\u6bcf\u4e2a\u6765\u6e90\u7684\u5206\u914d\u3002<\/span><\/p>\n<p><span>\u6267\u884c\u5b8c\u6240\u6709\u6b65\u9aa4\u540e\uff0c\u4ee5\u4e0b\u662f\u9488\u5bf9\u6709\u673a\u641c\u7d22\u6e90\u7684\u5efa\u8bae\u9884\u7b97\u5206\u914d\uff1a<\/span><\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-446102 entered lazyloaded\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-scaled.jpg.webp\" alt=\"\u6709\u673a\u63a8\u8350\u9884\u7b97\" width=\"2048\" height=\"1152\" data-lazy-srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-scaled.jpg.webp 2048w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-600x338.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-800x450.jpg.webp 800w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-200x113.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-768x432.jpg.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-1536x864.jpg 1536w\" data-lazy-sizes=\"(max-width: 2048px) 100vw, 2048px\" data-lazy-src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2024\/08\/organic-recommended-budgets-scaled.jpg.webp\" data-ll-status=\"loaded\" \/><\/figure>\n<\/div>\n<h3 id=\"h-strategies-and-solutions-to-maximize-the-full-funnel-digital-experience-nbsp\" class=\"wp-block-heading\"><span>\u6700\u5927\u5316\u5168\u6e20\u9053\u6570\u5b57\u4f53\u9a8c\u7684\u7b56\u7565\u548c\u89e3\u51b3\u65b9\u6848\u00a0<\/span><\/h3>\n<p><span>\u73b0\u5728\u6839\u636e\u63a8\u8350\u7684\u5206\u914d\uff0c\u90e8\u7f72\u7b56\u7565\u6765\u4f18\u5316 GBP Listings \u548c Google Search\u3002<\/span><\/p>\n<h2 id=\"h-ai-in-digital-marketing-smarter-budgeting-and-forecasting\" class=\"wp-block-heading\"><span>\u6570\u5b57\u8425\u9500\u4e2d\u7684\u4eba\u5de5\u667a\u80fd\uff1a\u66f4\u667a\u80fd\u7684\u9884\u7b97\u548c\u9884\u6d4b<\/span><\/h2>\n<p><span>\u5728\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\uff0c\u5982\u679c\u6765\u81ea\u5404\u4e2a\u5ba2\u6237\u63a5\u89e6\u70b9\u548c\u6e20\u9053\u7684\u6570\u636e\u5728\u6574\u4e2a\u5ba2\u6237\u65c5\u7a0b\u4e2d\u96c6\u4e2d\u4e14\u968f\u65f6\u53ef\u7528\uff0c\u5219\u53ef\u4ee5\u5b9e\u65f6\u8fdb\u884c\u9884\u7b97\u548c\u9884\u6d4b\u3002\u00a0<\/span><\/p>\n<p><span>\u901a\u8fc7\u5229\u7528\u4eba\u5de5\u667a\u80fd\uff0c\u60a8\u53ef\u4ee5\u6839\u636e\u6bcf\u4e2a\u6e20\u9053\u5bf9\u5b9e\u73b0\u4e1a\u52a1\u76ee\u6807\u7684\u8d21\u732e\u4e3a\u5176\u5206\u914d\u9002\u5f53\u7684\u9884\u7b97\uff0c\u4ece\u800c\u4f18\u5316\u8425\u9500\u7ee9\u6548\u3002<\/span><\/p>\n<\/div>\n<hr \/>\n<p><em><span>\u6211\u4eec\u9080\u8bf7\u6295\u7a3f\u4f5c\u8005\u4e3a Search Engine Land \u64b0\u5199\u5185\u5bb9\uff0c\u5e76\u6839\u636e\u4ed6\u4eec\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u5bf9\u641c\u7d22\u793e\u533a\u7684\u8d21\u732e\u8fdb\u884c\u9009\u62e9\u3002\u6211\u4eec\u7684\u6295\u7a3f\u8005\u5728\u7f16\u8f91\u4eba\u5458\u7684\u76d1\u7763\u4e0b\u5de5\u4f5c<\/span><a href=\"https:\/\/searchengineland.com\/staff\/\"><span>\uff0c<\/span><\/a><span>\u5e76\u68c0\u67e5\u6295\u7a3f\u7684\u8d28\u91cf\u548c\u4e0e\u8bfb\u8005\u7684\u76f8\u5173\u6027\u3002\u4ed6\u4eec\u8868\u8fbe\u7684\u89c2\u70b9\u662f\u4ed6\u4eec\u81ea\u5df1\u7684\u3002<\/span><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4eba\u5de5\u667a\u80fd\u6b63\u5728\u6539\u53d8\u4f01\u4e1a\u5904\u7406\u6570\u5b57\u8425\u9500\u9884\u7b97\u548c\u9884\u6d4b\u6d41\u7a0b\u7684\u65b9\u5f0f\u3002 \u516c\u53f8\u53ef\u4ee5\u5f00\u53d1\u4e13\u6ce8\u4e8e\u6570\u636e\u9a71\u52a8\u51b3\u7b56\u7684\u5f3a\u5927\u9884\u6d4b\u548c\u9884\u7b97\u6a21\u578b\u3002  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-1490","post","type-post","status-publish","format-standard","hentry","category-ppc"],"_links":{"self":[{"href":"http:\/\/www.gmail10000.com\/blog\/index.php?rest_route=\/wp\/v2\/posts\/1490","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.gmail10000.com\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.gmail10000.com\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.gmail10000.com\/blog\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.gmail10000.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1490"}],"version-history":[{"count":2,"href":"http:\/\/www.gmail10000.com\/blog\/index.php?rest_route=\/wp\/v2\/posts\/1490\/revisions"}],"predecessor-version":[{"id":2540,"href":"http:\/\/www.gmail10000.com\/blog\/index.php?rest_route=\/wp\/v2\/posts\/1490\/revisions\/2540"}],"wp:attachment":[{"href":"http:\/\/www.gmail10000.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1490"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.gmail10000.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1490"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.gmail10000.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1490"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}