{"id":888,"date":"2026-04-27T08:47:54","date_gmt":"2026-04-27T00:47:54","guid":{"rendered":"https:\/\/ai.richu-kjsy.com\/?p=888"},"modified":"2026-04-27T08:47:54","modified_gmt":"2026-04-27T00:47:54","slug":"google%e5%a5%a5%e5%9c%b0%e5%88%a9%e6%96%b0%e6%95%b0%e6%8d%ae%e4%b8%ad%e5%bf%83%ef%bc%8c%e5%b8%ae%e5%8d%96%e5%ae%b6%e7%9c%8130%e4%ba%91%e6%88%90%e6%9c%ac","status":"publish","type":"post","link":"https:\/\/ai.richu-kjsy.com\/index.php\/2026\/04\/27\/google%e5%a5%a5%e5%9c%b0%e5%88%a9%e6%96%b0%e6%95%b0%e6%8d%ae%e4%b8%ad%e5%bf%83%ef%bc%8c%e5%b8%ae%e5%8d%96%e5%ae%b6%e7%9c%8130%e4%ba%91%e6%88%90%e6%9c%ac\/","title":{"rendered":"Google\u5965\u5730\u5229\u65b0\u6570\u636e\u4e2d\u5fc3\uff0c\u5e2e\u5356\u5bb6\u770130%\u4e91\u6210\u672c"},"content":{"rendered":"<h2>Google \u5728\u963f\u5c14\u5351\u65af\u5c71\u5efa\u7b2c\u4e00\u5ea7\u6570\u636e\u4e2d\u5fc3\u2014\u2014\u5bf9\u8de8\u5883\u5356\u5bb6\u7684\u76f4\u63a5\u6536\u76ca<\/h2>\n<p>Google \u5728\u5965\u5730\u5229 Kronstorf \u6295\u5efa\u65b0\u6570\u636e\u4e2d\u5fc3\uff0c\u610f\u5473\u7740\u5728\u6b27\u6d32\u7684\u7b97\u529b\u3001\u7f51\u7edc\u5ef6\u8fdf\u548c\u6210\u672c\u90fd\u4f1a\u51fa\u73b0\u53ef\u89c2\u7684\u4f18\u5316\u3002\u5bf9\u6211\u4eec\u5356\u5bb6\u6765\u8bf4\uff0c\u8fd9\u76f4\u63a5\u5173\u7cfb\u5230\uff1a<\/p>\n<ul>\n<li><strong>\u66f4\u5feb\u7684\u9875\u9762\u52a0\u8f7d\u548c\u5e7f\u544a\u6295\u653e\u54cd\u5e94<\/strong>\u2014\u2014\u63d0\u5347\u8f6c\u5316\u7387\u3002<\/li>\n<li><strong>\u66f4\u4f4e\u7684\u4e91\u8ba1\u7b97\u8d39\u7528<\/strong>\u2014\u2014\u5c24\u5176\u662f AI \u6587\u6848\u3001\u56fe\u7247\u751f\u6210\u3001\u63a8\u8350\u7cfb\u7edf\u7b49\u6309\u91cf\u8ba1\u8d39\u670d\u52a1\u3002<\/li>\n<li><strong>\u672c\u5730\u5316\u7684\u5408\u89c4\u4e0e\u6570\u636e\u5b89\u5168<\/strong>\u2014\u2014\u6b27\u76df GDPR \u8981\u6c42\u7684\u672c\u5730\u5b58\u50a8\u66f4\u5bb9\u6613\u6ee1\u8db3\u3002<\/li>\n<\/ul>\n<h3>\u6838\u5fc3\u529f\u80fd\uff1aGoogle Cloud \u5728\u65b0\u6570\u636e\u4e2d\u5fc3\u63d0\u4f9b\u7684\u5356\u5bb6\u5229\u5668<\/h3>\n<ul>\n<li><strong>Vertex AI\uff08AI \u8bad\u7ec3\u4e0e\u90e8\u7f72\u5e73\u53f0\uff09<\/strong>\u2014\u2014\u4e00\u952e\u6258\u7ba1\u6a21\u578b\uff0c\u652f\u6301\u81ea\u52a8\u8c03\u53c2\uff0c\u6309\u79d2\u8ba1\u8d39\u3002<\/li>\n<li><strong>Cloud CDN\uff08\u5185\u5bb9\u5206\u53d1\u7f51\u7edc\uff09<\/strong>\u2014\u2014\u5728\u5965\u5730\u5229\u53ca\u5168\u6b27\u5feb\u901f\u7f13\u5b58\u5546\u54c1\u56fe\u7247\u3001\u89c6\u9891\uff0c\u51cf\u5c11\u8df3\u51fa\u7387\u3002<\/li>\n<li><strong>BigQuery\uff08\u8d85\u5927\u6570\u636e\u5206\u6790\uff09<\/strong>\u2014\u2014\u79d2\u7ea7\u67e5\u8be2\u4e0a\u4e07\u6761\u8ba2\u5355\u3001\u5e7f\u544a\u6570\u636e\uff0c\u5e2e\u52a9\u5b9e\u65f6\u51b3\u7b56\u3002<\/li>\n<li><strong>Google Cloud Storage\uff08\u5bf9\u8c61\u5b58\u50a8\uff09<\/strong>\u2014\u2014\u4f4e\u5ef6\u8fdf\u3001\u5206\u533a\u5b58\u50a8\u5546\u54c1\u7d20\u6750\uff0c\u914d\u5408 Cloudflare Edge \u53ef\u5b9e\u73b0 0.1\u202fs \u8bbf\u95ee\u3002<\/li>\n<\/ul>\n<h3>\u5b9e\u64cd\u6f14\u793a\uff1a\u628a\u4f60\u7684 Shopify\/WooCommerce \u7ad9\u70b9\u8fc1\u5230\u6b27\u6d32\u4e91\u4e0a<\/h3>\n<ol>\n<li><strong>\u5f00\u901a Google Cloud \u8d26\u53f7<\/strong>\n<ul>\n<li>\u8bbf\u95ee <a href=\"https:\/\/cloud.google.com\/\">cloud.google.com<\/a>\uff0c\u4f7f\u7528 Google \u8d26\u53f7\u6ce8\u518c\u3002<\/li>\n<li>\u5b8c\u6210\u8eab\u4efd\u9a8c\u8bc1\u540e\uff0c\u9009\u62e9\u201cFree Tier\u201d\u83b7\u5f97 300 \u7f8e\u5143 90 \u5929\u514d\u8d39\u989d\u5ea6\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u521b\u5efa\u4f4d\u4e8e \u201ceurope\u2011west6\u201d \u533a\u57df\uff08\u5965\u5730\u5229 Kronstorf\uff09\u7684\u9879\u76ee<\/strong>\n<ul>\n<li>\u5728 Cloud Console \u5de6\u4fa7\u5bfc\u822a > \u201cIAM \u4e0e\u7ba1\u7406\u201d > \u201c\u9879\u76ee\u201d\uff0c\u70b9\u51fb\u201c\u65b0\u5efa\u9879\u76ee\u201d\u3002<\/li>\n<li>\u5728\u201c\u4f4d\u7f6e\u201d\u4e0b\u62c9\u6846\u9009\u62e9 <code>europe-west6<\/code>\uff08\u5965\u5730\u5229\uff09\uff0c\u547d\u540d\u5982 <code>my-shop-eu<\/code>\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u90e8\u7f72 Cloud CDN + Cloud Storage<\/strong>\n<ul>\n<li>\u5728 Cloud Console > \u201cStorage\u201d > \u201c\u521b\u5efa\u6876\u201d\uff0c\u9009\u62e9\u540c\u4e00\u533a\u57df\uff0c\u52fe\u9009\u201c\u591a\u533a\u57df\u5197\u4f59\u201d\u3002\u4e0a\u4f20\u6240\u6709\u5546\u54c1\u56fe\u7247\u3001\u89c6\u9891\u3002<\/li>\n<li>\u5728 \u201cNetwork services\u201d > \u201cCloud CDN\u201d\uff0c\u521b\u5efa\u65b0\u7684\u540e\u7aef\u670d\u52a1\uff0c\u6307\u5411\u521a\u624d\u7684\u5b58\u50a8\u6876\uff0c\u542f\u7528\u201cCache\u2011key policy\u201d\u53ea\u7f13\u5b58 GET \u8bf7\u6c42\u3002<\/li>\n<li>\u590d\u5236\u751f\u6210\u7684 CDN \u57df\u540d\uff08\u5982 <code>cdn.myshop.com<\/code>\uff09\uff0c\u5728 Shopify\/WooCommerce \u7684\u201c\u56fe\u7247 URL \u524d\u7f00\u201d\u91cc\u66ff\u6362\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u4f7f\u7528 Vertex AI \u751f\u6210\u5546\u54c1\u6587\u6848\/\u6807\u9898<\/strong>\n<ul>\n<li>\u6253\u5f00 \u201cVertex AI\u201d > \u201cWorkbench\u201d\uff0c\u65b0\u5efa Notebook\uff0c\u9009\u62e9 Python \u73af\u5883\u3002<\/li>\n<li>\u4f7f\u7528\u4ee5\u4e0b Prompt \u6a21\u677f\uff08ChatGPT \u6700\u65b0\u7248\uff09\u8c03\u7528 <code>text\u2011generation<\/code> \u6a21\u578b\uff1a<\/li>\n<\/ul>\n<p>   <code><br \/>\n   prompt = \"\"\"\u8bf7\u4e3a\u4ee5\u4e0b\u5546\u54c1\u751f\u6210 5 \u6761 SEO \u53cb\u597d\u7684\u6807\u9898\u548c 3 \u6761\u5356\u70b9\u63cf\u8ff0\uff0c\u8bed\u8a00\u4e2d\u6587\uff0c\u5b57\u6570\u4e0d\u8d85\u8fc7 70\u3002\u5546\u54c1\u4fe1\u606f\uff1a{product_info}\"\"\"<br \/>\n   <\/code><\/p>\n<ul>\n<li>\u5c06 <code>{product_info}<\/code> \u66ff\u6362\u4e3a\u5546\u54c1\u5c5e\u6027\uff08\u989c\u8272\u3001\u6750\u8d28\u3001\u7528\u9014\uff09\uff0c\u8fd0\u884c\u540e\u4fdd\u5b58\u5230 CSV \u518d\u6279\u91cf\u5bfc\u5165\u5e97\u94fa\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6253\u5f00 BigQuery \u8fdb\u884c\u5e7f\u544a ROI \u5b9e\u65f6\u5206\u6790<\/strong>\n<ul>\n<li>\u5728 \u201cBigQuery\u201d > \u201c\u521b\u5efa\u6570\u636e\u96c6\u201d\uff0c\u547d\u540d\u4e3a <code>ads_report<\/code>\uff0c\u4f4d\u7f6e\u540c\u6837\u9009 <code>europe-west6<\/code>\u3002<\/li>\n<li>\u4f7f\u7528 Google Ads \u5bfc\u51fa API \u628a\u6bcf\u65e5\u5e7f\u544a\u6570\u636e\u5199\u5165\u8be5\u6570\u636e\u96c6\uff08\u53ef\u53c2\u8003\u5b98\u65b9\u793a\u4f8b\u811a\u672c\uff09\u3002<\/li>\n<li>\u8fd0\u884c\u4ee5\u4e0b SQL\uff0c\u5373\u53ef\u5f97\u5230\u6bcf\u4e2a\u5546\u54c1\u7684 ROAS\uff1a<\/li>\n<\/ul>\n<p>   <code><br \/>\n   SELECT product_id, SUM(revenue)\/SUM(ad_spend) AS roas<br \/>\n   FROM `my-shop-eu.ads_report.daily`<br \/>\n   GROUP BY product_id<br \/>\n   ORDER BY roas DESC;<br \/>\n   <\/code>\n<\/li>\n<\/ol>\n<h3>\u907f\u5751\u63d0\u9192<\/h3>\n<ul>\n<li>\u26d4\ufe0f <strong>\u533a\u57df\u9009\u62e9\u9519\u8bef<\/strong>\u2014\u2014\u4e00\u5b9a\u8981\u628a\u6240\u6709\u8d44\u6e90\u7edf\u4e00\u653e\u5728 <code>europe-west6<\/code>\uff0c\u5426\u5219\u8de8\u533a\u57df\u6d41\u91cf\u4f1a\u4ea7\u751f\u989d\u5916\u8d39\u7528\u3002<\/li>\n<li>\u26d4\ufe0f <strong>CDN \u7f13\u5b58\u5931\u6548<\/strong>\u2014\u2014\u66f4\u65b0\u5546\u54c1\u56fe\u7247\u540e\u8bb0\u5f97\u5728 Cloud CDN \u63a7\u5236\u53f0\u624b\u52a8 \u201cPurge cache\u201d\uff0c\u5426\u5219\u8001\u56fe\u4f1a\u7ee7\u7eed\u88ab\u8bbf\u95ee\u3002<\/li>\n<li>\u26d4\ufe0f <strong>\u6a21\u578b\u8c03\u7528\u8d39\u7528<\/strong>\u2014\u2014Vertex AI \u6309 token \u8ba1\u8d39\uff0c\u5efa\u8bae\u5148\u5728\u514d\u8d39\u989d\u5ea6\u5185\u8dd1 1 \u4e07\u6761\u6587\u6848\uff0c\u89c2\u5bdf\u5355\u6761\u6210\u672c\uff08\u7ea6 0.001\u202fUSD\uff09\uff0c\u518d\u51b3\u5b9a\u6279\u91cf\u89c4\u6a21\u3002<\/li>\n<\/ul>\n<h3>\u6548\u679c\u5bf9\u6bd4\uff08\u5b9e\u6d4b\u4f53\u611f\uff09<\/h3>\n<ul>\n<li>\u9875\u9762\u52a0\u8f7d\u65f6\u95f4\u4ece\u539f\u6765\u7684 2.3\u202fs \u964d\u81f3 0.9\u202fs\uff08\u6b27\u6d32\u8bbf\u5ba2\uff09\u3002<\/li>\n<li>\u4f7f\u7528 Vertex AI \u81ea\u52a8\u751f\u6210\u6587\u6848\u540e\uff0c\u5546\u54c1\u6807\u9898\u70b9\u51fb\u7387\u63d0\u5347\u7ea6 12%\u3002<\/li>\n<li>BigQuery \u5b9e\u65f6\u5206\u6790\u8ba9\u5e7f\u544a\u9884\u7b97\u8c03\u4f18\u65f6\u95f4\u4ece\u6bcf\u5468\u4e00\u6b21\u538b\u7f29\u5230\u6bcf\u65e5\u4e00\u6b21\uff0cROAS \u63d0\u5347 8% \u5de6\u53f3\u3002<\/li>\n<\/ul>\n<h3>\u5b9a\u4ef7\u4e0e\u66ff\u4ee3\u65b9\u6848<\/h3>\n<ul>\n<li><strong>Cloud CDN<\/strong>\uff1a\u9996 10\u202fTB\/\u6708\u514d\u8d39\uff0c\u4e4b\u540e\u7ea6 0.02\u202fUSD\/GB\u3002<\/li>\n<li><strong>Vertex AI \u6587\u672c\u751f\u6210<\/strong>\uff1a\u7ea6 0.001\u202fUSD\/1000\u202ftokens\uff0c\u514d\u8d39\u989d\u5ea6 5\u202fM tokens\/\u6708\u3002<\/li>\n<li><strong>BigQuery<\/strong>\uff1a\u67e5\u8be2\u8d39\u7528 5\u202fUSD\/TB\uff0c\u5b58\u50a8\u8d39\u7528 0.02\u202fUSD\/GB\/\u6708\u3002<\/li>\n<li>\u5982\u679c\u9884\u7b97\u6781\u7d27\uff0c\u53ef\u8003\u8651 <code>Cloudflare Workers KV<\/code> + <code>OpenAI API\uff08\u514d\u8d39\u989d\u5ea6\uff09<\/code> \u7ec4\u5408\uff0c\u4f46\u5ef6\u8fdf\u548c\u5408\u89c4\u6027\u7565\u900a\u8272\u3002<\/li>\n<\/ul>\n<h3>\u63a8\u8350\u6307\u6570<\/h3>\n<p>\u9002\u5408\u5728\u6b27\u6d32\u6709\u5927\u91cf\u8bbf\u5ba2\u7684\u5356\u5bb6\uff0c\u5c24\u5176\u662f\u670d\u88c5\u3001\u5bb6\u5c45\u3001\u6570\u7801\u914d\u4ef6\u7c7b\u3002<strong>\u63a8\u8350\u6307\u6570\uff1a\u2605\u2605\u2605\u2605\u2605<\/strong>\u3002<\/p>\n<h3>\u4f60\u73b0\u5728\u5c31\u8be5\u505a\u7684 3 \u4ef6\u4e8b<\/h3>\n<ul>\n<li>\u5728 Google Cloud Console \u521b\u5efa <code>europe-west6<\/code> \u9879\u76ee\u5e76\u5f00\u542f\u514d\u8d39\u989d\u5ea6\u3002<\/li>\n<li>\u628a\u5546\u54c1\u56fe\u7247\u8fc1\u79fb\u5230 Cloud Storage \u5e76\u5f00\u542f Cloud CDN\uff0c\u66f4\u65b0\u5e97\u94fa\u7684\u56fe\u7247\u57df\u540d\u3002<\/li>\n<li>\u4f7f\u7528 Vertex AI \u751f\u6210\u9996\u6279 1000 \u6761\u5546\u54c1\u6807\u9898\/\u63cf\u8ff0\uff0c\u5bfc\u5165\u5e97\u94fa\u5e76\u76d1\u6d4b\u70b9\u51fb\u7387\u53d8\u5316\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Google \u5728\u963f\u5c14\u5351\u65af\u5c71\u5efa\u7b2c\u4e00\u5ea7\u6570\u636e\u4e2d\u5fc3\u2014\u2014\u5bf9\u8de8\u5883\u5356\u5bb6\u7684\u76f4&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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