{"id":833,"date":"2023-04-11T21:06:57","date_gmt":"2023-04-11T12:06:57","guid":{"rendered":"http:\/\/edu.ujhb.org\/?p=833"},"modified":"2023-04-11T21:06:57","modified_gmt":"2023-04-11T12:06:57","slug":"gcloud%e5%85%a5%e9%97%a8%ef%bc%88%e4%b8%ad%e6%96%87%e7%89%88%ef%bc%89","status":"publish","type":"post","link":"https:\/\/edu.ujhb.org\/?p=833","title":{"rendered":"gCloud\u5165\u95e8\uff08\u4e2d\u6587\u7248\uff09"},"content":{"rendered":"\n<p>\u6211\u662f\u8981\u505a\u5173\u4e8egCloud\u7684\u89c6\u9891\uff0c\u5305\u542b\u4e14\u4e0d\u9650\u4e8e\u4ee5\u4e0b\u5185\u5bb9 Bigquery Firebase GA4 VM GKE Storage Chatbot form colab vertex spreedsheet dataportal optimize tagmanager 360\u7cfb\u5217 \u8bf7\u5148\u4e3a\u6211\u5217\u51fa\u8981\u8bb2\u89e3\u7684\u5185\u5bb9\u4e00\u89c8\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u60a8\u63d0\u5230\u7684 gCloud \u76f8\u5173\u4e3b\u9898\u7684\u6982\u8ff0\uff0c\u4ee5\u4fbf\u60a8\u5236\u5b9a\u60a8\u7684\u89c6\u9891\u5185\u5bb9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Bigquery\uff1a\u4ecb\u7ecd\u5927\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u5982\u4f55\u5bfc\u5165\u548c\u67e5\u8be2\u6570\u636e\u3002<\/li>\n\n\n\n<li>Firebase\uff1a\u4ecb\u7ecd\u79fb\u52a8\u5e94\u7528\u5f00\u53d1\u5e73\u53f0\uff0c\u5305\u62ec\u6570\u636e\u5e93\u3001\u8ba4\u8bc1\u3001\u4e91\u5b58\u50a8\u548c\u4e91\u51fd\u6570\u7b49\u65b9\u9762\u3002<\/li>\n\n\n\n<li>GA4\uff1a\u4ecb\u7ecd Google Analytics \u7684\u6700\u65b0\u7248\u672c\uff0c\u5982\u4f55\u8bbe\u7f6e\u548c\u4f7f\u7528\u65b0\u7684\u5206\u6790\u5de5\u5177\u3002<\/li>\n\n\n\n<li>VM\uff1a\u4ecb\u7ecd\u865a\u62df\u673a\u548c\u8ba1\u7b97\u5f15\u64ce\uff0c\u5982\u4f55\u914d\u7f6e\u548c\u4f7f\u7528\u3002<\/li>\n\n\n\n<li>GKE\uff1a\u4ecb\u7ecd Kubernetes \u5f15\u64ce\uff0c\u5982\u4f55\u5728 Google Cloud \u4e0a\u90e8\u7f72\u548c\u7ba1\u7406\u5bb9\u5668\u5316\u5e94\u7528\u7a0b\u5e8f\u3002<\/li>\n\n\n\n<li>Storage\uff1a\u4ecb\u7ecd\u4e91\u5b58\u50a8\uff0c\u5305\u62ec Cloud Storage \u548c Filestore \u7b49\u5b58\u50a8\u89e3\u51b3\u65b9\u6848\u3002<\/li>\n\n\n\n<li>Chatbot\uff1a\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 Dialogflow \u521b\u5efa\u804a\u5929\u673a\u5668\u4eba\u3002<\/li>\n\n\n\n<li>Form\uff1a\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528 Google Forms \u521b\u5efa\u8c03\u67e5\u95ee\u5377\u3002<\/li>\n\n\n\n<li>Colab\uff1a\u4ecb\u7ecd Jupyter Notebook \u7684\u4e91\u7aef\u7248\u672c\uff0c\u5982\u4f55\u4f7f\u7528 Colaboratory \u8fdb\u884c\u6570\u636e\u5206\u6790\u548c\u673a\u5668\u5b66\u4e60\u3002<\/li>\n\n\n\n<li>Vertex\uff1a\u4ecb\u7ecd\u81ea\u52a8\u673a\u5668\u5b66\u4e60\u5e73\u53f0\uff0c\u5982\u4f55\u4f7f\u7528\u8be5\u5e73\u53f0\u521b\u5efa\u3001\u90e8\u7f72\u548c\u7ba1\u7406\u6a21\u578b\u3002<\/li>\n\n\n\n<li>Spreedsheet\uff1a\u4ecb\u7ecd Google Sheets \u7535\u5b50\u8868\u683c\u5e94\u7528\u7a0b\u5e8f\uff0c\u5982\u4f55\u5728\u5176\u4e2d\u8fdb\u884c\u6570\u636e\u5206\u6790\u548c\u534f\u4f5c\u3002<\/li>\n\n\n\n<li>Dataportal\uff1a\u4ecb\u7ecd\u6570\u636e\u95e8\u6237\u548c\u6570\u636e\u8d44\u6e90\u7ba1\u7406\uff0c\u5982\u4f55\u4f7f\u7528 Data Portal \u5728\u4e91\u7aef\u5171\u4eab\u548c\u7ba1\u7406\u6570\u636e\u3002<\/li>\n\n\n\n<li>Optimize\uff1a\u4ecb\u7ecd\u7f51\u7ad9\u4f18\u5316\u5de5\u5177\uff0c\u5982\u4f55\u4f7f\u7528 Optimize \u8fdb\u884c A\/B \u6d4b\u8bd5\u548c\u4f18\u5316\u3002<\/li>\n\n\n\n<li>Tagmanager\uff1a\u4ecb\u7ecd Google Tag Manager\uff0c\u5982\u4f55\u4f7f\u7528\u8be5\u5de5\u5177\u8fdb\u884c\u7f51\u7ad9\u8ddf\u8e2a\u548c\u5206\u6790\u3002<\/li>\n\n\n\n<li>360 \u7cfb\u5217\uff1a\u4ecb\u7ecd Google Marketing Platform \u7684 360 \u5e94\u7528\u7a0b\u5e8f\uff0c\u5305\u62ec Analytics 360\u3001Tag Manager 360 \u548c Optimize 360 \u7b49\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5e0c\u671b\u8fd9\u4e9b\u4fe1\u606f\u5bf9\u60a8\u6709\u6240\u5e2e\u52a9\uff01<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u7ed9Cloud\u7684Bigquery<\/p>\n\n\n\n<p>Google Cloud\u7684BigQuery\u662f\u4e00\u79cd\u5feb\u901f\u3001\u7ecf\u6d4e\u3001\u5927\u89c4\u6a21\u7684\u4e91\u7aef\u6570\u636e\u4ed3\u5e93\u548c\u5206\u6790\u5f15\u64ce\u3002\u5b83\u80fd\u591f\u5728\u51e0\u79d2\u949f\u5185\u5904\u7406\u6d77\u91cf\u6570\u636e\uff0c\u63d0\u4f9b\u4e86\u9ad8\u6027\u80fd\u3001\u5f3a\u5927\u7684 SQL \u67e5\u8be2\u80fd\u529b\uff0c\u652f\u6301\u591a\u79cd\u6570\u636e\u683c\u5f0f\u548c\u96c6\u6210\u5de5\u5177\uff0c\u5982\u6570\u636e\u6d41\u3001\u6570\u636e\u5bfc\u5165\u3001ETL\uff08\u62bd\u53d6-\u8f6c\u6362-\u52a0\u8f7d\uff09\u3001BI\u5de5\u5177\u7b49\uff0c\u53ef\u7528\u4e8e\u652f\u6301\u5927\u6570\u636e\u5206\u6790\u548c\u4e1a\u52a1\u667a\u80fd\u7684\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b BigQuery \u7684\u4e3b\u8981\u7279\u70b9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5feb\u901f\uff1aBigQuery \u53ef\u4ee5\u5728\u51e0\u79d2\u949f\u5185\u5206\u6790\u5927\u89c4\u6a21\u7684\u6570\u636e\u96c6\u3002\u5b83\u7684\u6027\u80fd\u4e0e\u89c4\u6a21\u65e0\u5173\uff0c\u56e0\u6b64\u53ef\u4ee5\u8f7b\u677e\u5904\u7406\u6570\u767e\u4ebf\u884c\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u7ecf\u6d4e\uff1aBigQuery \u91c7\u7528\u4e86\u6309\u9700\u8ba1\u8d39\u6a21\u5f0f\uff0c\u65e0\u9700\u9884\u5148\u914d\u7f6e\u6216\u7ef4\u62a4\u57fa\u7840\u8bbe\u65bd\u3002\u60a8\u53ea\u9700\u652f\u4ed8\u67e5\u8be2\u3001\u5b58\u50a8\u548c\u6570\u636e\u4f20\u8f93\u7b49\u57fa\u4e8e\u4f7f\u7528\u91cf\u7684\u8d39\u7528\u3002<\/li>\n\n\n\n<li>\u5927\u89c4\u6a21\uff1aBigQuery \u53ef\u4ee5\u5b58\u50a8\u548c\u5904\u7406\u6570\u5343\u4ebf\u884c\u6570\u636e\uff0c\u5e76\u5177\u6709\u81ea\u52a8\u6269\u5c55\u80fd\u529b\uff0c\u53ef\u4ee5\u5728\u9700\u8981\u65f6\u81ea\u52a8\u8c03\u6574\u5904\u7406\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u591a\u79cd\u6570\u636e\u683c\u5f0f\u652f\u6301\uff1aBigQuery \u652f\u6301\u591a\u79cd\u6570\u636e\u683c\u5f0f\uff0c\u5982 CSV\u3001JSON\u3001Avro \u548c Parquet \u7b49\uff0c\u53ef\u4ee5\u8f7b\u677e\u5bfc\u5165\u548c\u5bfc\u51fa\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u5f3a\u5927\u7684 SQL \u67e5\u8be2\u80fd\u529b\uff1aBigQuery \u652f\u6301\u6807\u51c6 SQL\uff0c\u53ef\u4ee5\u6267\u884c\u590d\u6742\u7684\u67e5\u8be2\u3001\u805a\u5408\u548c\u7a97\u53e3\u51fd\u6570\u7b49\u64cd\u4f5c\u3002<\/li>\n\n\n\n<li>\u5b89\u5168\uff1aBigQuery \u63d0\u4f9b\u4e86\u591a\u5c42\u5b89\u5168\u6027\uff0c\u5305\u62ec\u57fa\u4e8e\u89d2\u8272\u7684\u8bbf\u95ee\u63a7\u5236\u3001\u52a0\u5bc6\u5b58\u50a8\u548c\u4f20\u8f93\u3001\u591a\u56e0\u7d20\u8eab\u4efd\u9a8c\u8bc1\u548c\u5ba1\u8ba1\u8ddf\u8e2a\u7b49\u3002<\/li>\n\n\n\n<li>\u53ef\u6269\u5c55\uff1aBigQuery \u53ef\u4ee5\u4e0e\u5176\u4ed6 Google Cloud \u670d\u52a1\u8fdb\u884c\u96c6\u6210\uff0c\u5982 Compute Engine\u3001Cloud Storage\u3001Cloud Dataflow \u7b49\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u603b\u7684\u6765\u8bf4\uff0cBigQuery \u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u66f4\u5feb\u5730\u5bf9\u5927\u89c4\u6a21\u6570\u636e\u8fdb\u884c\u5206\u6790\uff0c\u5e76\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5de5\u5177\u6765\u7ba1\u7406\u548c\u4f18\u5316\u6570\u636e\u4ed3\u5e93\uff0c\u9002\u7528\u4e8e\u8bb8\u591a\u7528\u4f8b\uff0c\u5982\u6570\u636e\u4ed3\u5e93\u3001\u5b9e\u65f6\u6570\u636e\u5206\u6790\u3001\u6570\u636e\u63a2\u7d22\u3001\u4e1a\u52a1\u667a\u80fd\u7b49\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528gCloud\u7684Bigquery<\/p>\n\n\n\n<p>\u4f7f\u7528 Google Cloud \u7684 BigQuery \u53ef\u4ee5\u5206\u4e3a\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa BigQuery \u9879\u76ee\u548c\u6570\u636e\u96c6\uff1a\u9996\u5148\uff0c\u60a8\u9700\u8981\u5728 Google Cloud \u4e0a\u521b\u5efa\u4e00\u4e2a\u65b0\u9879\u76ee\uff0c\u6216\u8005\u4f7f\u7528\u73b0\u6709\u9879\u76ee\u3002\u7136\u540e\uff0c\u60a8\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u7528\u4e8e\u5b58\u50a8\u548c\u7ba1\u7406\u60a8\u7684\u6570\u636e\u3002\u5728\u6570\u636e\u96c6\u4e2d\uff0c\u60a8\u53ef\u4ee5\u521b\u5efa\u8868\u6216\u89c6\u56fe\uff0c\u5e76\u6307\u5b9a\u8868\u7684\u6a21\u5f0f\u3001\u6570\u636e\u7c7b\u578b\u548c\u8bbf\u95ee\u6743\u9650\u7b49\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>\u5bfc\u5165\u6570\u636e\uff1a\u60a8\u53ef\u4ee5\u5c06\u73b0\u6709\u6570\u636e\u5bfc\u5165\u5230 BigQuery \u4e2d\uff0c\u4ee5\u4fbf\u540e\u7eed\u5206\u6790\u3002BigQuery \u652f\u6301\u591a\u79cd\u6570\u636e\u6e90\uff0c\u5982 Google Cloud Storage\u3001Google Drive\u3001Google Cloud Dataflow \u548c\u5176\u4ed6\u7b2c\u4e09\u65b9\u5de5\u5177\u7b49\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u547d\u4ee4\u884c\u5de5\u5177\u6216 Web \u754c\u9762\u5bfc\u5165\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u6267\u884c\u67e5\u8be2\uff1a\u60a8\u53ef\u4ee5\u4f7f\u7528\u6807\u51c6 SQL \u5728 BigQuery \u4e2d\u67e5\u8be2\u6570\u636e\u3002\u60a8\u53ef\u4ee5\u5728 Web \u754c\u9762\u4e0a\u7f16\u5199\u67e5\u8be2\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u547d\u4ee4\u884c\u5de5\u5177\u6216\u7f16\u7a0b\u63a5\u53e3\u7f16\u5199\u67e5\u8be2\u3002\u60a8\u53ef\u4ee5\u6267\u884c\u590d\u6742\u7684\u67e5\u8be2\u3001\u805a\u5408\u548c\u7a97\u53e3\u51fd\u6570\u7b49\u64cd\u4f5c\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528 BigQuery \u63d0\u4f9b\u7684\u5185\u7f6e\u51fd\u6570\u548c\u6269\u5c55\u51fd\u6570\u6765\u5904\u7406\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u5206\u6790\u7ed3\u679c\uff1a\u67e5\u8be2\u7ed3\u679c\u53ef\u4ee5\u4ee5\u591a\u79cd\u683c\u5f0f\u8fdb\u884c\u5448\u73b0\u548c\u5bfc\u51fa\uff0c\u5982 CSV\u3001JSON \u548c Avro \u7b49\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528 Web \u754c\u9762\u6216\u547d\u4ee4\u884c\u5de5\u5177\u5bfc\u51fa\u6570\u636e\uff0c\u5e76\u5c06\u5176\u4e0b\u8f7d\u5230\u672c\u5730\u8ba1\u7b97\u673a\u6216 Google Cloud Storage \u4e2d\u3002\u60a8\u8fd8\u53ef\u4ee5\u4f7f\u7528\u5176\u4ed6 Google Cloud \u670d\u52a1\uff0c\u5982 Cloud Dataflow \u548c Cloud Dataproc\uff0c\u5bf9\u6570\u636e\u8fdb\u884c\u8fdb\u4e00\u6b65\u5904\u7406\u548c\u5206\u6790\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u4f7f\u7528 BigQuery \u7684\u6280\u5de7\u548c\u6700\u4f73\u5b9e\u8df5\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4f7f\u7528\u5206\u533a\u8868\uff1a\u5982\u679c\u60a8\u7684\u8868\u5305\u542b\u5927\u91cf\u6570\u636e\uff0c\u53ef\u4ee5\u4f7f\u7528\u5206\u533a\u8868\u6765\u63d0\u9ad8\u67e5\u8be2\u6027\u80fd\u548c\u964d\u4f4e\u6210\u672c\u3002\u5206\u533a\u8868\u662f\u5c06\u6570\u636e\u62c6\u5206\u6210\u591a\u4e2a\u903b\u8f91\u5206\u533a\u7684\u8868\uff0c\u6bcf\u4e2a\u5206\u533a\u90fd\u5305\u542b\u4e00\u6bb5\u65f6\u95f4\u8303\u56f4\u5185\u7684\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u4e86\u89e3\u67e5\u8be2\u6210\u672c\uff1aBigQuery \u7684\u8ba1\u8d39\u57fa\u4e8e\u6570\u636e\u626b\u63cf\u91cf\u548c\u67e5\u8be2\u65f6\u95f4\u7b49\u56e0\u7d20\u3002\u56e0\u6b64\uff0c\u5728\u7f16\u5199\u67e5\u8be2\u65f6\uff0c\u60a8\u5e94\u8be5\u5c3d\u53ef\u80fd\u51cf\u5c11\u626b\u63cf\u7684\u6570\u636e\u91cf\uff0c\u907f\u514d\u6267\u884c\u4e0d\u5fc5\u8981\u7684\u64cd\u4f5c\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u89c6\u56fe\u548c\u51fd\u6570\uff1a\u89c6\u56fe\u548c\u51fd\u6570\u53ef\u4ee5\u7b80\u5316\u67e5\u8be2\uff0c\u5e76\u63d0\u9ad8\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u548c\u53ef\u7ef4\u62a4\u6027\u3002\u89c6\u56fe\u662f\u67e5\u8be2\u7ed3\u679c\u7684\u865a\u62df\u8868\uff0c\u51fd\u6570\u662f\u53ef\u91cd\u590d\u4f7f\u7528\u7684\u4ee3\u7801\u5757\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e\u8bbf\u95ee\u6743\u9650\uff1a\u4e3a\u4e86\u4fdd\u62a4\u6570\u636e\u7684\u5b89\u5168\u6027\uff0c\u60a8\u5e94\u8be5\u4f7f\u7528 BigQuery \u7684\u8bbf\u95ee\u63a7\u5236\u529f\u80fd\uff0c\u4e3a\u7528\u6237\u548c\u670d\u52a1\u5e10\u53f7\u5206\u914d\u9002\u5f53\u7684\u8bbf\u95ee\u6743\u9650\u3002<\/li>\n\n\n\n<li>\u76d1\u63a7\u67e5\u8be2\u6027\u80fd\uff1a\u60a8\u53ef\u4ee5\u4f7f\u7528 BigQuery \u7684\u76d1\u63a7\u5de5\u5177\u6765\u8ddf\u8e2a\u67e5\u8be2\u6027\u80fd\u548c\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u67e5\u770b\u67e5\u8be2\u5386\u53f2\u8bb0\u5f55\u3001\u8fd0\u884c\u65f6\u95f4\u548c\u626b\u63cf\u91cf\u7b49\u6307\u6807\uff0c\u4ee5\u4fbf\u4f18\u5316\u67e5\u8be2\u6027\u80fd\u548c\u6210\u672c\u3002<\/li>\n<\/ol>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u7ed9Cloud\u7684Firebase<\/p>\n\n\n\n<p>Firebase \u662f Google \u63a8\u51fa\u7684\u4e00\u6b3e\u5168\u7403\u6027\u79fb\u52a8\u5e94\u7528\u5f00\u53d1\u5e73\u53f0\uff0c\u65e8\u5728\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u6784\u5efa\u9ad8\u8d28\u91cf\u5e94\u7528\u7a0b\u5e8f\u3002Firebase \u63d0\u4f9b\u4e86\u591a\u79cd\u670d\u52a1\uff0c\u5305\u62ec\u5b9e\u65f6\u6570\u636e\u5e93\u3001\u8ba4\u8bc1\u3001\u4e91\u5b58\u50a8\u3001\u4e91\u51fd\u6570\u3001\u5206\u6790\u3001\u6d4b\u8bd5\u7b49\uff0c\u4f7f\u5f97\u5e94\u7528\u7a0b\u5e8f\u7684\u5f00\u53d1\u3001\u6d4b\u8bd5\u3001\u90e8\u7f72\u548c\u8fd0\u8425\u90fd\u66f4\u52a0\u7b80\u5355\u548c\u9ad8\u6548\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f Firebase \u7684\u4e00\u4e9b\u4e3b\u8981\u7279\u70b9\u548c\u529f\u80fd\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b9e\u65f6\u6570\u636e\u5e93\uff1aFirebase \u7684\u5b9e\u65f6\u6570\u636e\u5e93\u662f\u4e00\u79cd\u5b9e\u65f6\u540c\u6b65\u7684\u4e91\u6570\u636e\u5e93\uff0c\u53ef\u4ee5\u5728\u591a\u4e2a\u5ba2\u6237\u7aef\u4e4b\u95f4\u5b9e\u65f6\u540c\u6b65\u6570\u636e\u3002\u5b83\u53ef\u4ee5\u5b9e\u73b0\u5b9e\u65f6\u6570\u636e\u4f20\u8f93\u548c\u5b9e\u65f6\u66f4\u65b0\uff0c\u9002\u7528\u4e8e\u804a\u5929\u5e94\u7528\u7a0b\u5e8f\u3001\u591a\u4eba\u534f\u4f5c\u5e94\u7528\u7a0b\u5e8f\u7b49\u9700\u8981\u5b9e\u65f6\u540c\u6b65\u6570\u636e\u7684\u5e94\u7528\u573a\u666f\u3002<\/li>\n\n\n\n<li>\u8ba4\u8bc1\uff1aFirebase \u7684\u8eab\u4efd\u9a8c\u8bc1\u529f\u80fd\u4f7f\u5f97\u5e94\u7528\u7a0b\u5e8f\u53ef\u4ee5\u5b89\u5168\u5730\u7ba1\u7406\u7528\u6237\u8eab\u4efd\u9a8c\u8bc1\u3002\u5b83\u652f\u6301\u591a\u79cd\u8eab\u4efd\u9a8c\u8bc1\u65b9\u5f0f\uff0c\u5982\u7535\u5b50\u90ae\u4ef6\u548c\u5bc6\u7801\u3001\u7535\u8bdd\u53f7\u7801\u3001Google\u3001Facebook\u3001Twitter \u7b49\uff0c\u8fd8\u652f\u6301\u81ea\u5b9a\u4e49\u8eab\u4efd\u9a8c\u8bc1\u65b9\u5f0f\u3002<\/li>\n\n\n\n<li>\u4e91\u5b58\u50a8\uff1aFirebase \u7684\u4e91\u5b58\u50a8\u670d\u52a1\u53ef\u4ee5\u8ba9\u5f00\u53d1\u8005\u5728\u5e94\u7528\u7a0b\u5e8f\u4e2d\u5b58\u50a8\u548c\u83b7\u53d6\u7528\u6237\u751f\u6210\u7684\u5185\u5bb9\uff0c\u5982\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u7b49\u3002\u5b83\u652f\u6301\u9ad8\u6548\u7684\u6570\u636e\u4f20\u8f93\u548c\u5b58\u50a8\uff0c\u5e76\u63d0\u4f9b\u4e86\u5b89\u5168\u7684\u8bbf\u95ee\u63a7\u5236\u3002<\/li>\n\n\n\n<li>\u4e91\u51fd\u6570\uff1aFirebase \u7684\u4e91\u51fd\u6570\u53ef\u4ee5\u8ba9\u5f00\u53d1\u8005\u5728\u4e91\u7aef\u7f16\u5199\u548c\u90e8\u7f72\u670d\u52a1\u5668\u7aef\u4ee3\u7801\uff0c\u800c\u4e0d\u9700\u8981\u7ba1\u7406\u670d\u52a1\u5668\u3002\u8fd9\u4f7f\u5f97\u5e94\u7528\u7a0b\u5e8f\u53ef\u4ee5\u5728\u540e\u53f0\u81ea\u52a8\u6267\u884c\u67d0\u4e9b\u4efb\u52a1\uff0c\u5982\u53d1\u9001\u7535\u5b50\u90ae\u4ef6\u3001\u63a8\u9001\u901a\u77e5\u7b49\u3002<\/li>\n\n\n\n<li>\u5206\u6790\uff1aFirebase \u7684\u5206\u6790\u529f\u80fd\u53ef\u4ee5\u8ba9\u5f00\u53d1\u8005\u6df1\u5165\u4e86\u89e3\u5e94\u7528\u7a0b\u5e8f\u7684\u7528\u6237\u884c\u4e3a\u548c\u6027\u80fd\u3002\u5b83\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u8005\u76d1\u6d4b\u5e94\u7528\u7a0b\u5e8f\u7684\u4f7f\u7528\u60c5\u51b5\u3001\u8ddf\u8e2a\u7528\u6237\u884c\u4e3a\u3001\u8bc6\u522b\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u74f6\u9888\u7b49\u3002<\/li>\n\n\n\n<li>\u6d4b\u8bd5\uff1aFirebase \u7684\u6d4b\u8bd5\u529f\u80fd\u53ef\u4ee5\u8ba9\u5f00\u53d1\u8005\u5bf9\u5e94\u7528\u7a0b\u5e8f\u8fdb\u884c\u81ea\u52a8\u5316\u6d4b\u8bd5\uff0c\u5305\u62ec\u5355\u5143\u6d4b\u8bd5\u548c\u96c6\u6210\u6d4b\u8bd5\u7b49\u3002\u8fd9\u6709\u52a9\u4e8e\u63d0\u9ad8\u5e94\u7528\u7a0b\u5e8f\u7684\u8d28\u91cf\u548c\u7a33\u5b9a\u6027\uff0c\u5e76\u51cf\u5c11\u5f00\u53d1\u4eba\u5458\u7684\u5de5\u4f5c\u91cf\u3002<\/li>\n<\/ol>\n\n\n\n<p>Firebase \u8fd8\u63d0\u4f9b\u4e86\u5176\u4ed6\u4e00\u4e9b\u6709\u7528\u7684\u529f\u80fd\uff0c\u5982\u52a8\u6001\u94fe\u63a5\u3001\u5e7f\u544a\u3001\u8fdc\u7a0b\u914d\u7f6e\u7b49\uff0c\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u8005\u66f4\u597d\u5730\u7ba1\u7406\u548c\u63a8\u5e7f\u5e94\u7528\u7a0b\u5e8f\u3002Firebase \u7684\u4f18\u70b9\u5305\u62ec\u6613\u4e8e\u4f7f\u7528\u3001\u5feb\u901f\u5f00\u53d1\u3001\u9ad8\u53ef\u9760\u6027\u3001\u5b89\u5168\u6027\u5f3a\u3001\u591a\u5e73\u53f0\u652f\u6301\u7b49\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528gCloud\u7684Firebase<\/p>\n\n\n\n<p>\u4f7f\u7528 gCloud \u7684 Firebase\uff0c\u901a\u5e38\u9700\u8981\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa Firebase \u9879\u76ee\uff1a\u8bbf\u95ee Firebase \u63a7\u5236\u53f0\uff0c\u521b\u5efa\u4e00\u4e2a\u65b0\u7684 Firebase \u9879\u76ee\u3002\u5728\u521b\u5efa\u9879\u76ee\u7684\u8fc7\u7a0b\u4e2d\uff0c\u9700\u8981\u9009\u62e9\u4e00\u4e9b\u8bbe\u7f6e\uff0c\u5982\u9879\u76ee\u540d\u79f0\u3001\u56fd\u5bb6\/\u5730\u533a\u7b49\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e Firebase SDK\uff1a\u4e3a\u4e86\u4f7f\u7528 Firebase\uff0c\u9700\u8981\u5c06 Firebase SDK \u96c6\u6210\u5230\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002\u6839\u636e\u6240\u4f7f\u7528\u7684\u7f16\u7a0b\u8bed\u8a00\u548c\u5e73\u53f0\uff0c\u53ef\u4ee5\u9009\u62e9\u9002\u5f53\u7684 Firebase SDK \u5e76\u5c06\u5176\u96c6\u6210\u5230\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 Firebase \u670d\u52a1\uff1a\u4e00\u65e6 Firebase SDK \u5df2\u7ecf\u96c6\u6210\u5230\u5e94\u7528\u7a0b\u5e8f\u4e2d\uff0c\u5c31\u53ef\u4ee5\u5f00\u59cb\u4f7f\u7528 Firebase \u670d\u52a1\u4e86\u3002Firebase \u63d0\u4f9b\u4e86\u591a\u79cd\u670d\u52a1\uff0c\u5982\u5b9e\u65f6\u6570\u636e\u5e93\u3001\u8ba4\u8bc1\u3001\u4e91\u5b58\u50a8\u3001\u4e91\u51fd\u6570\u3001\u5206\u6790\u3001\u6d4b\u8bd5\u7b49\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u8981\u9009\u62e9\u76f8\u5e94\u7684\u670d\u52a1\uff0c\u5e76\u4f7f\u7528 Firebase \u63d0\u4f9b\u7684 API \u8fdb\u884c\u5f00\u53d1\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4e0b\u9762\u662f\u5177\u4f53\u7684\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa Firebase \u9879\u76ee<\/li>\n<\/ol>\n\n\n\n<p>\u8bbf\u95ee Firebase \u63a7\u5236\u53f0\uff08<a href=\"https:\/\/console.firebase.google.com\/%EF%BC%89%EF%BC%8C%E4%BD%BF%E7%94%A8\">https:\/\/console.firebase.google.com\/\uff09\uff0c\u4f7f\u7528<\/a> Google \u5e10\u53f7\u767b\u5f55\uff0c\u70b9\u51fb\u201c\u6dfb\u52a0\u9879\u76ee\u201d\u6309\u94ae\u521b\u5efa\u4e00\u4e2a\u65b0\u7684 Firebase \u9879\u76ee\u3002\u5728\u521b\u5efa\u9879\u76ee\u7684\u8fc7\u7a0b\u4e2d\uff0c\u9700\u8981\u9009\u62e9\u4e00\u4e9b\u8bbe\u7f6e\uff0c\u5982\u9879\u76ee\u540d\u79f0\u3001\u56fd\u5bb6\/\u5730\u533a\u7b49\u3002\u521b\u5efa\u9879\u76ee\u540e\uff0c\u53ef\u4ee5\u5728 Firebase \u63a7\u5236\u53f0\u4e2d\u7ba1\u7406\u9879\u76ee\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>\u914d\u7f6e Firebase SDK<\/li>\n<\/ol>\n\n\n\n<p>\u4e3a\u4e86\u4f7f\u7528 Firebase\uff0c\u9700\u8981\u5c06 Firebase SDK \u96c6\u6210\u5230\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002Firebase SDK \u652f\u6301\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u548c\u5e73\u53f0\uff0c\u5982 Android\u3001iOS\u3001Web\u3001Unity\u3001C++ \u7b49\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u8981\u9009\u62e9\u76f8\u5e94\u7684 SDK\uff0c\u5e76\u6309\u7167\u5b98\u65b9\u6587\u6863\u7684\u6307\u5f15\u8fdb\u884c\u96c6\u6210\u3002<\/p>\n\n\n\n<p>\u4ee5 Android \u5e73\u53f0\u4e3a\u4f8b\uff0c\u4ee5\u4e0b\u662f\u5177\u4f53\u7684\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<p>\uff081\uff09\u5728 Firebase \u63a7\u5236\u53f0\u4e2d\u9009\u62e9\u201cAndroid\u201d\u9009\u9879\u5361\uff0c\u6309\u7167\u6307\u5f15\u6dfb\u52a0 Android \u5e94\u7528\u3002<\/p>\n\n\n\n<p>\uff082\uff09\u5728 Android Studio \u4e2d\uff0c\u4f7f\u7528 Firebase Assistant \u5de5\u5177\u96c6\u6210 Firebase SDK\u3002Firebase Assistant \u662f\u4e00\u4e2a\u96c6\u6210 Firebase SDK \u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u81ea\u52a8\u914d\u7f6e Firebase SDK\uff0c\u5e76\u751f\u6210\u76f8\u5e94\u7684\u4ee3\u7801\u3002<\/p>\n\n\n\n<p>\uff083\uff09\u5728\u5e94\u7528\u7a0b\u5e8f\u4e2d\u4f7f\u7528 Firebase SDK\u3002\u4f7f\u7528 Firebase SDK \u63d0\u4f9b\u7684 API\uff0c\u53ef\u4ee5\u8bbf\u95ee Firebase \u670d\u52a1\uff0c\u5e76\u4f7f\u7528\u5176\u63d0\u4f9b\u7684\u529f\u80fd\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>\u4f7f\u7528 Firebase \u670d\u52a1<\/li>\n<\/ol>\n\n\n\n<p>Firebase \u63d0\u4f9b\u4e86\u591a\u79cd\u670d\u52a1\uff0c\u5982\u5b9e\u65f6\u6570\u636e\u5e93\u3001\u8ba4\u8bc1\u3001\u4e91\u5b58\u50a8\u3001\u4e91\u51fd\u6570\u3001\u5206\u6790\u3001\u6d4b\u8bd5\u7b49\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u8981\u9009\u62e9\u76f8\u5e94\u7684\u670d\u52a1\uff0c\u5e76\u4f7f\u7528 Firebase \u63d0\u4f9b\u7684 API \u8fdb\u884c\u5f00\u53d1\u3002<\/p>\n\n\n\n<p>\u4ee5\u5b9e\u65f6\u6570\u636e\u5e93\u4e3a\u4f8b\uff0c\u4ee5\u4e0b\u662f\u5177\u4f53\u7684\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<p>\uff081\uff09\u5728 Firebase \u63a7\u5236\u53f0\u4e2d\u6253\u5f00\u201c\u5b9e\u65f6\u6570\u636e\u5e93\u201d\u9009\u9879\u5361\uff0c\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u6570\u636e\u5e93\u3002<\/p>\n\n\n\n<p>\uff082\uff09\u5728\u5e94\u7528\u7a0b\u5e8f\u4e2d\u4f7f\u7528 Firebase SDK \u63d0\u4f9b\u7684 API\uff0c\u8fde\u63a5\u5230\u6570\u636e\u5e93\uff0c\u5e76\u4f7f\u7528\u5176\u63d0\u4f9b\u7684\u529f\u80fd\u3002<\/p>\n\n\n\n<p>\uff083\uff09\u5728\u4ee3\u7801\u4e2d\u4f7f\u7528 Firebase \u5b9e\u65f6\u6570\u636e\u5e93\u7684 API\uff0c\u8bfb\u53d6\u548c\u5199\u5165\u6570\u636e\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u4f7f\u7528 setValue() \u65b9\u6cd5\u5411\u6570\u636e\u5e93\u4e2d\u5199\u5165\u6570\u636e\uff0c\u4f7f\u7528 addValueEventListener() \u65b9\u6cd5\u76d1\u542c\u6570\u636e\u53d8\u5316\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdGoogle\u7684GA4<\/p>\n\n\n\n<p>Google Analytics 4\uff08GA4\uff09\u662f\u8c37\u6b4c\u63a8\u51fa\u7684\u4e00\u6b3e\u5168\u65b0\u7684\u5206\u6790\u5e73\u53f0\uff0c\u5b83\u662f\u57fa\u4e8e\u6700\u65b0\u7684\u7528\u6237\u884c\u4e3a\u6570\u636e\u6a21\u578b\u6784\u5efa\u7684\uff0c\u65e8\u5728\u63d0\u4f9b\u66f4\u51c6\u786e\u3001\u66f4\u7ec6\u81f4\u7684\u7528\u6237\u5206\u6790\u670d\u52a1\uff0c\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u66f4\u597d\u5730\u4e86\u89e3\u7528\u6237\u884c\u4e3a\uff0c\u4f18\u5316\u7528\u6237\u4f53\u9a8c\uff0c\u63d0\u9ad8\u4e1a\u52a1\u6548\u679c\u3002<\/p>\n\n\n\n<p>GA4 \u4e0e\u4ee5\u5f80\u7248\u672c\u7684 Google Analytics\uff08Universal Analytics\uff09\u76f8\u6bd4\uff0c\u6709\u4ee5\u4e0b\u7684\u4f18\u70b9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u66f4\u52a0\u667a\u80fd\uff1aGA4 \u91c7\u7528\u4e86\u6700\u65b0\u7684\u7528\u6237\u884c\u4e3a\u6570\u636e\u6a21\u578b\uff0c\u53ef\u4ee5\u66f4\u51c6\u786e\u5730\u8bc6\u522b\u7528\u6237\uff0c\u4e3a\u7528\u6237\u884c\u4e3a\u8fdb\u884c\u5206\u7c7b\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7406\u89e3\u7528\u6237\u884c\u4e3a\u3002<\/li>\n\n\n\n<li>\u66f4\u52a0\u7075\u6d3b\uff1aGA4 \u652f\u6301\u591a\u5e73\u53f0\u3001\u591a\u8bbe\u5907\u7684\u6570\u636e\u6536\u96c6\uff0c\u53ef\u4ee5\u8de8\u5e73\u53f0\u3001\u8de8\u8bbe\u5907\u8fdb\u884c\u7528\u6237\u8ffd\u8e2a\uff0c\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u66f4\u52a0\u5168\u9762\u3001\u7cbe\u7ec6\u7684\u6570\u636e\u5206\u6790\u3002<\/li>\n\n\n\n<li>\u66f4\u52a0\u6613\u7528\uff1aGA4 \u6539\u8fdb\u4e86\u62a5\u544a\u548c\u5206\u6790\u5de5\u5177\uff0c\u4f7f\u5f97\u7528\u6237\u80fd\u591f\u66f4\u5feb\u901f\u3001\u66f4\u65b9\u4fbf\u5730\u83b7\u53d6\u6240\u9700\u7684\u6570\u636e\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4ee5\u4e0b\u662f GA4 \u7684\u4e3b\u8981\u7279\u70b9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4e8b\u4ef6\u9a71\u52a8\uff1aGA4 \u5c06\u7528\u6237\u884c\u4e3a\u5b9a\u4e49\u4e3a\u4e8b\u4ef6\uff0c\u5e76\u5c06\u5176\u5206\u7c7b\u4e3a\u6807\u51c6\u4e8b\u4ef6\u548c\u81ea\u5b9a\u4e49\u4e8b\u4ef6\u3002\u4f01\u4e1a\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u6c42\uff0c\u81ea\u5b9a\u4e49\u4e8b\u4ef6\u7c7b\u578b\u548c\u53c2\u6570\uff0c\u5e76\u901a\u8fc7 Firebase SDK \u6216 Google Tag Manager \u5c06\u4e8b\u4ef6\u53d1\u9001\u5230 GA4\u3002<\/li>\n\n\n\n<li>\u7528\u6237\u4e2d\u5fc3\uff1aGA4 \u5f15\u5165\u4e86\u201c\u7528\u6237\u4e2d\u5fc3\u201d\u7684\u6982\u5ff5\uff0c\u5c06\u7528\u6237\u89c6\u4e3a\u72ec\u7acb\u7684\u5b9e\u4f53\uff0c\u5e76\u5206\u6790\u4ed6\u4eec\u5728\u4e0d\u540c\u8bbe\u5907\u548c\u5e73\u53f0\u4e0a\u7684\u884c\u4e3a\uff0c\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u66f4\u52a0\u5168\u9762\u7684\u7528\u6237\u5206\u6790\u3002<\/li>\n\n\n\n<li>\u96c6\u6210 AI\uff1aGA4 \u4e0e Google Ads\u3001Google Marketing Platform \u7b49\u5de5\u5177\u8fdb\u884c\u4e86\u6df1\u5ea6\u96c6\u6210\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u8fdb\u884c\u66f4\u52a0\u667a\u80fd\u5316\u7684\u5e7f\u544a\u6295\u653e\u548c\u8425\u9500\u7b56\u7565\u5236\u5b9a\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u9690\u79c1\uff1aGA4 \u6539\u8fdb\u4e86\u6570\u636e\u9690\u79c1\u8bbe\u7f6e\uff0c\u4f7f\u5f97\u7528\u6237\u66f4\u5bb9\u6613\u4e86\u89e3\u81ea\u5df1\u7684\u6570\u636e\u6536\u96c6\u65b9\u5f0f\uff0c\u540c\u65f6\u4e5f\u4f7f\u5f97\u4f01\u4e1a\u66f4\u5bb9\u6613\u9075\u5b88\u6570\u636e\u9690\u79c1\u6cd5\u89c4\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4f7f\u7528 GA4\uff0c\u4f01\u4e1a\u53ef\u4ee5\u8fdb\u884c\u4ee5\u4e0b\u7684\u5206\u6790\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7528\u6237\u884c\u4e3a\u5206\u6790\uff1a\u4e86\u89e3\u7528\u6237\u884c\u4e3a\u3001\u4e60\u60ef\u548c\u504f\u597d\uff0c\u4ee5\u4f18\u5316\u7528\u6237\u4f53\u9a8c\u548c\u4ea7\u54c1\u8bbe\u8ba1\u3002<\/li>\n\n\n\n<li>\u8f6c\u5316\u7387\u5206\u6790\uff1a\u76d1\u6d4b\u8f6c\u5316\u7387\u5e76\u5206\u6790\u8f6c\u5316\u7387\u5f71\u54cd\u56e0\u7d20\uff0c\u4ee5\u4f18\u5316\u8425\u9500\u7b56\u7565\u548c\u63d0\u9ad8\u4e1a\u52a1\u6548\u679c\u3002<\/li>\n\n\n\n<li>\u7528\u6237\u7ec6\u5206\uff1a\u5c06\u7528\u6237\u6309\u7167\u4e0d\u540c\u7684\u5c5e\u6027\u548c\u884c\u4e3a\u8fdb\u884c\u7ec6\u5206\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u4e86\u89e3\u7528\u6237\u9700\u6c42\u3001\u4e60\u60ef\u548c\u504f\u597d\uff0c\u4f18\u5316\u4ea7\u54c1\u548c\u670d\u52a1\u3002<\/li>\n\n\n\n<li>\u5e7f\u544a\u6548\u679c\u5206\u6790\uff1a\u76d1\u6d4b\u5e7f\u544a\u6295\u653e\u6548\u679c\uff0c\u5206\u6790\u5e7f\u544a\u6295\u653e\u6e20\u9053\u548c\u6295\u653e\u5185\u5bb9\uff0c\u4ee5\u4f18\u5316\u5e7f\u544a\u7b56\u7565\u548c\u63d0\u9ad8\u5e7f\u544a\u6295\u653e\u6548\u679c\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u603b\u4e4b\uff0cGA4 \u662f\u4e00\u6b3e\u529f\u80fd\u5f3a\u5927\u7684\u6570\u636e\u5206\u6790\u5e73\u53f0\uff0c\u53ef\u4ee5\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u66f4\u52a0\u51c6\u786e\u3001\u5168\u9762\u3001<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528GA4<\/p>\n\n\n\n<p>\u4f7f\u7528 GA4 \u53ef\u4ee5\u5206\u4e3a\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa GA4 \u5e10\u6237\uff1a\u8981\u4f7f\u7528 GA4\uff0c\u9996\u5148\u9700\u8981\u5728 Google Analytics \u7ba1\u7406\u4e2d\u5fc3\u521b\u5efa\u4e00\u4e2a GA4 \u5e10\u6237\u3002\u5728\u521b\u5efa\u5e10\u6237\u65f6\uff0c\u9700\u8981\u8bbe\u7f6e\u5e10\u6237\u540d\u79f0\u3001\u6570\u636e\u6d41\u548c\u6570\u636e\u5171\u4eab\u9009\u9879\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e\u6570\u636e\u6d41\uff1a\u6570\u636e\u6d41\u662f GA4 \u4e2d\u6570\u636e\u7684\u6765\u6e90\uff0c\u53ef\u4ee5\u662f\u7f51\u7ad9\u3001\u79fb\u52a8\u5e94\u7528\u7a0b\u5e8f\u3001\u670d\u52a1\u5668\u7aef\u5e94\u7528\u7a0b\u5e8f\u7b49\u3002\u8981\u914d\u7f6e\u6570\u636e\u6d41\uff0c\u9700\u8981\u5148\u5728 GA4 \u7ba1\u7406\u4e2d\u5fc3\u521b\u5efa\u4e00\u4e2a\u6570\u636e\u6d41\uff0c\u5e76\u5728\u76f8\u5e94\u7684\u7f51\u7ad9\u3001\u5e94\u7528\u7a0b\u5e8f\u4e2d\u6dfb\u52a0 Firebase SDK \u6216 Google Tag Manager \u6807\u7b7e\uff0c\u4ee5\u5c06\u6570\u636e\u53d1\u9001\u5230 GA4\u3002<\/li>\n\n\n\n<li>\u8bbe\u7f6e\u76ee\u6807\u548c\u4e8b\u4ef6\uff1a\u5728 GA4 \u4e2d\uff0c\u4e8b\u4ef6\u662f\u7528\u6237\u884c\u4e3a\u7684\u57fa\u672c\u5355\u4f4d\uff0c\u53ef\u4ee5\u6839\u636e\u9700\u8981\u81ea\u5b9a\u4e49\u4e8b\u4ef6\u7c7b\u578b\u548c\u53c2\u6570\u3002\u5728 GA4 \u4e2d\uff0c\u53ef\u4ee5\u4e3a\u6bcf\u4e2a\u4e8b\u4ef6\u8bbe\u7f6e\u4e0d\u540c\u7684\u76ee\u6807\uff0c\u4ee5\u4fbf\u5bf9\u4e8b\u4ef6\u7684\u89e6\u53d1\u548c\u5b8c\u6210\u8fdb\u884c\u76d1\u6d4b\u548c\u5206\u6790\u3002<\/li>\n\n\n\n<li>\u521b\u5efa\u62a5\u544a\uff1aGA4 \u4e2d\u7684\u62a5\u544a\u63d0\u4f9b\u4e86\u591a\u79cd\u89c6\u56fe\u548c\u7ef4\u5ea6\uff0c\u4ee5\u5e2e\u52a9\u7528\u6237\u8fdb\u884c\u6570\u636e\u5206\u6790\u3002\u53ef\u4ee5\u4f7f\u7528\u62a5\u544a\u5411\u5bfc\u6216\u81ea\u5b9a\u4e49\u62a5\u544a\u6765\u521b\u5efa\u81ea\u5df1\u6240\u9700\u7684\u62a5\u544a\u3002<\/li>\n\n\n\n<li>\u8fdb\u884c\u6570\u636e\u5206\u6790\uff1a\u5728 GA4 \u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u6570\u636e\u63a2\u7d22\u5de5\u5177\u8fdb\u884c\u6570\u636e\u5206\u6790\u3002\u6570\u636e\u63a2\u7d22\u5de5\u5177\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u53d1\u73b0\u6570\u636e\u4e2d\u7684\u8d8b\u52bf\u548c\u5173\u7cfb\uff0c\u5e76\u6839\u636e\u81ea\u5b9a\u4e49\u8981\u6c42\u521b\u5efa\u62a5\u544a\u548c\u53ef\u89c6\u5316\u56fe\u8868\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 AI \u529f\u80fd\uff1aGA4 \u63d0\u4f9b\u4e86\u4e00\u4e9b AI \u529f\u80fd\uff0c\u4ee5\u5e2e\u52a9\u7528\u6237\u53d1\u73b0\u6570\u636e\u4e2d\u7684\u8d8b\u52bf\u548c\u5173\u7cfb\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u4f7f\u7528\u667a\u80fd\u6d1e\u5bdf\u529f\u80fd\u53d1\u73b0\u6570\u636e\u4e2d\u7684\u5f02\u5e38\u548c\u8d8b\u52bf\uff0c\u6216\u8005\u4f7f\u7528\u9884\u6d4b\u5206\u6790\u529f\u80fd\u9884\u6d4b\u672a\u6765\u7684\u4e1a\u52a1\u8d8b\u52bf\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u4f7f\u7528 GA4 \u8fdb\u884c\u6570\u636e\u5206\u6790\u9700\u8981\u4e00\u5b9a\u7684\u6280\u80fd\u548c\u7ecf\u9a8c\uff0c\u9700\u8981\u719f\u6089\u6570\u636e\u5206\u6790\u548c\u6570\u636e\u53ef\u89c6\u5316\u7684\u57fa\u672c\u6982\u5ff5\u548c\u6280\u672f\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u5229\u7528 GA4 \u63d0\u4f9b\u7684\u529f\u80fd\u548c\u5de5\u5177\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u83b7\u5f97\u66f4\u52a0\u51c6\u786e\u3001\u5168\u9762\u548c\u6709\u7528\u7684\u5206\u6790\u7ed3\u679c\uff0c\u8fd8\u9700\u8981\u5bf9\u4e1a\u52a1\u548c\u7528\u6237\u9700\u6c42\u6709\u4e00\u5b9a\u7684\u4e86\u89e3\u548c\u5206\u6790\u80fd\u529b\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdGoogle\u7684VM<\/p>\n\n\n\n<p>Google Cloud Platform\uff08GCP\uff09\u7684 VM\uff08\u865a\u62df\u673a\uff09\u662f\u4e00\u79cd\u865a\u62df\u5316\u6280\u672f\uff0c\u53ef\u4ee5\u8ba9\u7528\u6237\u5728 Google \u7684\u5168\u7403\u6027\u6570\u636e\u4e2d\u5fc3\u4e2d\u8fd0\u884c\u81ea\u5df1\u7684\u5e94\u7528\u7a0b\u5e8f\u548c\u670d\u52a1\u3002VM \u63d0\u4f9b\u4e86\u865a\u62df CPU\u3001\u5185\u5b58\u3001\u78c1\u76d8\u548c\u7f51\u7edc\u8d44\u6e90\uff0c\u7528\u6237\u53ef\u4ee5\u6309\u9700\u81ea\u5b9a\u4e49\u8fd9\u4e9b\u8d44\u6e90\uff0c\u4ee5\u6ee1\u8db3\u5e94\u7528\u7a0b\u5e8f\u7684\u8981\u6c42\u3002<\/p>\n\n\n\n<p>VM \u63d0\u4f9b\u4e86\u591a\u79cd\u7c7b\u578b\u548c\u89c4\u683c\u7684\u865a\u62df\u673a\uff0c\u53ef\u4ee5\u6839\u636e\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\u548c\u9700\u6c42\u8fdb\u884c\u9009\u62e9\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u9009\u62e9\u5177\u6709\u4e0d\u540c CPU \u548c\u5185\u5b58\u89c4\u683c\u7684\u6807\u51c6 VM\uff0c\u6216\u8005\u9009\u62e9\u4e13\u7528\u4e8e GPU \u8ba1\u7b97\u6216\u9ad8\u6027\u80fd\u8ba1\u7b97\u7684 VM \u7c7b\u578b\u3002\u6b64\u5916\uff0c\u7528\u6237\u8fd8\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9884\u7b97\u548c\u4f7f\u7528\u60c5\u51b5\u9009\u62e9\u81ea\u52a8\u4f38\u7f29 VM \u6216\u9884\u4ed8\u8d39 VM\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528 GCP VM \u53ef\u4ee5\u5e26\u6765\u4ee5\u4e0b\u597d\u5904\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5f39\u6027\u6269\u5c55\uff1a\u7528\u6237\u53ef\u4ee5\u6839\u636e\u5e94\u7528\u7a0b\u5e8f\u7684\u9700\u8981\u5feb\u901f\u5730\u8c03\u6574 VM \u7684\u89c4\u683c\u548c\u6570\u91cf\uff0c\u4ee5\u6ee1\u8db3\u4e1a\u52a1\u9700\u6c42\u548c\u7528\u6237\u6d41\u91cf\u7684\u53d8\u5316\u3002<\/li>\n\n\n\n<li>\u5168\u7403\u5316\uff1aGCP \u7684\u6570\u636e\u4e2d\u5fc3\u904d\u5e03\u5168\u7403\uff0c\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u5c06\u5e94\u7528\u7a0b\u5e8f\u548c\u670d\u52a1\u90e8\u7f72\u5230\u8ddd\u79bb\u7528\u6237\u66f4\u8fd1\u7684\u4f4d\u7f6e\uff0c\u63d0\u9ad8\u8bbf\u95ee\u901f\u5ea6\u548c\u53ef\u7528\u6027\u3002<\/li>\n\n\n\n<li>\u5b89\u5168\u6027\uff1aGCP \u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u7684\u5b89\u5168\u529f\u80fd\u548c\u5de5\u5177\uff0c\u53ef\u4ee5\u4fdd\u62a4\u7528\u6237\u7684\u6570\u636e\u548c\u5e94\u7528\u7a0b\u5e8f\u514d\u53d7\u6076\u610f\u653b\u51fb\u548c\u6570\u636e\u6cc4\u9732\u7684\u5a01\u80c1\u3002<\/li>\n\n\n\n<li>\u7ba1\u7406\u4fbf\u6377\uff1aGCP \u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u7684\u7ba1\u7406\u5de5\u5177\u548c API\uff0c\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u7ba1\u7406 VM \u548c\u5e94\u7528\u7a0b\u5e8f\uff0c\u4ee5\u53ca\u76d1\u6d4b\u6027\u80fd\u548c\u9519\u8bef\u3002<\/li>\n\n\n\n<li>\u53ef\u5b9a\u5236\u5316\uff1aGCP VM \u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u81ea\u5b9a\u4e49\u9009\u9879\uff0c\u53ef\u4ee5\u6839\u636e\u7528\u6237\u7684\u9700\u6c42\u548c\u9884\u7b97\u8fdb\u884c\u9009\u62e9\u548c\u914d\u7f6e\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4f7f\u7528 GCP VM \u9700\u8981\u4e00\u5b9a\u7684\u6280\u80fd\u548c\u7ecf\u9a8c\uff0c\u9700\u8981\u719f\u6089\u865a\u62df\u5316\u6280\u672f\u548c\u64cd\u4f5c\u7cfb\u7edf\u7684\u57fa\u672c\u6982\u5ff5\u548c\u6280\u672f\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u5229\u7528 GCP \u63d0\u4f9b\u7684\u529f\u80fd\u548c\u5de5\u5177\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u83b7\u5f97\u66f4\u597d\u7684\u6027\u80fd\u548c\u53ef\u7528\u6027\uff0c\u8fd8\u9700\u8981\u5bf9\u5e94\u7528\u7a0b\u5e8f\u548c\u7528\u6237\u9700\u6c42\u8fdb\u884c\u5408\u7406\u7684\u5206\u6790\u548c\u8bbe\u8ba1\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528Google\u7684VM<\/p>\n\n\n\n<p>\u4f7f\u7528 Google Cloud Platform\uff08GCP\uff09\u7684\u865a\u62df\u673a\uff08VM\uff09\u975e\u5e38\u7b80\u5355\uff0c\u4ee5\u4e0b\u662f\u4f7f\u7528 VM \u7684\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa VM \u5b9e\u4f8b\uff1a\u5728 GCP \u63a7\u5236\u53f0\u4e0a\uff0c\u9009\u62e9\u201cCompute Engine\u201d\u83dc\u5355\uff0c\u7136\u540e\u9009\u62e9\u201cVM \u5b9e\u4f8b\u201d\u9009\u9879\uff0c\u70b9\u51fb\u201c\u521b\u5efa\u5b9e\u4f8b\u201d\u6309\u94ae\u3002\u5728\u521b\u5efa\u5b9e\u4f8b\u9875\u9762\u4e0a\uff0c\u8f93\u5165\u5b9e\u4f8b\u7684\u540d\u79f0\u3001\u5730\u533a\u3001VM \u7c7b\u578b\u3001\u64cd\u4f5c\u7cfb\u7edf\u548c\u5176\u4ed6\u914d\u7f6e\u9009\u9879\uff0c\u7136\u540e\u70b9\u51fb\u201c\u521b\u5efa\u201d\u6309\u94ae\u3002\u7cfb\u7edf\u5c06\u4f1a\u6839\u636e\u60a8\u7684\u8bbe\u7f6e\u81ea\u52a8\u521b\u5efa\u4e00\u4e2a\u865a\u62df\u673a\u5b9e\u4f8b\uff0c\u5e76\u5206\u914d\u4e00\u4e2a\u5916\u90e8 IP \u5730\u5740\u3002<\/li>\n\n\n\n<li>\u8fde\u63a5\u5230 VM \u5b9e\u4f8b\uff1a\u5728 VM \u5b9e\u4f8b\u9875\u9762\u4e0a\uff0c\u60a8\u53ef\u4ee5\u770b\u5230\u521b\u5efa\u7684 VM \u5b9e\u4f8b\u7684\u76f8\u5173\u4fe1\u606f\uff0c\u5305\u62ec IP \u5730\u5740\u3001\u72b6\u6001\u3001\u914d\u7f6e\u7b49\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528 SSH \u534f\u8bae\u8fde\u63a5\u5230\u5b9e\u4f8b\uff0c\u901a\u8fc7\u547d\u4ee4\u884c\u754c\u9762\u7ba1\u7406\u5b9e\u4f8b\u3002\u5728\u8fde\u63a5\u5230\u5b9e\u4f8b\u4e4b\u524d\uff0c\u9700\u8981\u5148\u521b\u5efa SSH \u5bc6\u94a5\uff0c\u5e76\u5c06\u516c\u94a5\u6dfb\u52a0\u5230\u5b9e\u4f8b\u7684\u5143\u6570\u636e\u4e2d\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e VM \u5b9e\u4f8b\uff1a\u5728\u8fde\u63a5\u5230\u5b9e\u4f8b\u4e4b\u540e\uff0c\u60a8\u53ef\u4ee5\u914d\u7f6e\u5b9e\u4f8b\u7684\u5404\u79cd\u8bbe\u7f6e\uff0c\u5305\u62ec\u7f51\u7edc\u3001\u78c1\u76d8\u3001\u5b89\u5168\u6027\u3001\u5e94\u7528\u7a0b\u5e8f\u548c\u670d\u52a1\u7b49\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u547d\u4ee4\u884c\u6216\u56fe\u5f62\u5316\u754c\u9762\u8fdb\u884c\u914d\u7f6e\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528 Google \u63d0\u4f9b\u7684\u7ba1\u7406\u5de5\u5177\u548c API \u8fdb\u884c\u914d\u7f6e\u548c\u76d1\u63a7\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 VM \u5b9e\u4f8b\uff1a\u4f7f\u7528 VM \u5b9e\u4f8b\u7684\u65b9\u5f0f\u4e0e\u4f7f\u7528\u672c\u5730\u8ba1\u7b97\u673a\u76f8\u4f3c\uff0c\u60a8\u53ef\u4ee5\u5728\u5b9e\u4f8b\u4e0a\u8fd0\u884c\u5404\u79cd\u5e94\u7528\u7a0b\u5e8f\u548c\u670d\u52a1\uff0c\u5982 Web \u670d\u52a1\u5668\u3001\u6570\u636e\u5e93\u3001\u5206\u5e03\u5f0f\u7cfb\u7edf\u7b49\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u547d\u4ee4\u884c\u6216\u56fe\u5f62\u5316\u754c\u9762\u8fdb\u884c\u64cd\u4f5c\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u8fdc\u7a0b\u8bbf\u95ee\u8fdb\u884c\u64cd\u4f5c\u3002<\/li>\n\n\n\n<li>\u76d1\u63a7\u548c\u7ba1\u7406 VM \u5b9e\u4f8b\uff1a\u5728\u4f7f\u7528 VM \u5b9e\u4f8b\u7684\u8fc7\u7a0b\u4e2d\uff0c\u60a8\u9700\u8981\u5bf9\u5b9e\u4f8b\u7684\u6027\u80fd\u548c\u9519\u8bef\u8fdb\u884c\u76d1\u63a7\u548c\u7ba1\u7406\u3002GCP \u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u7684\u76d1\u63a7\u5de5\u5177\u548c\u670d\u52a1\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u76d1\u63a7\u5b9e\u4f8b\u7684\u6027\u80fd\u3001\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\u548c\u9519\u8bef\u65e5\u5fd7\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7\u63a7\u5236\u53f0\u3001\u547d\u4ee4\u884c\u6216 API \u8fdb\u884c\u76d1\u63a7\u548c\u7ba1\u7406\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4f7f\u7528 GCP VM \u53ef\u4ee5\u5e26\u6765\u5f88\u591a\u597d\u5904\uff0c\u5982\u5f39\u6027\u6269\u5c55\u3001\u5168\u7403\u5316\u3001\u5b89\u5168\u6027\u3001\u7ba1\u7406\u4fbf\u6377\u548c\u53ef\u5b9a\u5236\u5316\u7b49\u3002\u4f7f\u7528 VM \u7684\u8fc7\u7a0b\u9700\u8981\u4e00\u5b9a\u7684\u6280\u80fd\u548c\u7ecf\u9a8c\uff0c\u9700\u8981\u719f\u6089\u865a\u62df\u5316\u6280\u672f\u3001\u64cd\u4f5c\u7cfb\u7edf\u548c\u7f51\u7edc\u57fa\u7840\u77e5\u8bc6\u3002\u5982\u679c\u60a8\u662f\u521d\u5b66\u8005\uff0c\u5efa\u8bae\u5148\u5b66\u4e60\u76f8\u5173\u6280\u672f\u548c\u77e5\u8bc6\uff0c\u518d\u5f00\u59cb\u4f7f\u7528 GCP VM\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdgCloud\u7684GKE<\/p>\n\n\n\n<p>Google Kubernetes Engine\uff08GKE\uff09\u662f Google Cloud Platform\uff08GCP\uff09\u7684\u4e00\u9879\u6258\u7ba1\u5f0f Kubernetes \u670d\u52a1\uff0c\u65e8\u5728\u4f7f\u5bb9\u5668\u5316\u5e94\u7528\u7a0b\u5e8f\u7684\u5f00\u53d1\u3001\u90e8\u7f72\u548c\u7ba1\u7406\u53d8\u5f97\u66f4\u52a0\u7b80\u5355\u548c\u9ad8\u6548\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528 GKE \u53ef\u4ee5\u83b7\u5f97\u4ee5\u4e0b\u4f18\u52bf\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6258\u7ba1\u5f0f Kubernetes \u670d\u52a1\uff1aGKE \u63d0\u4f9b\u5b8c\u5168\u6258\u7ba1\u7684 Kubernetes \u96c6\u7fa4\uff0c\u8ba9\u5f00\u53d1\u4eba\u5458\u65e0\u9700\u5173\u6ce8\u57fa\u7840\u67b6\u6784\u3001\u5bb9\u5668\u8fd0\u884c\u65f6\u548c Kubernetes \u914d\u7f6e\u7b49\u590d\u6742\u7ec6\u8282\uff0c\u5373\u53ef\u8f7b\u677e\u90e8\u7f72\u3001\u6269\u5c55\u548c\u7ba1\u7406\u5bb9\u5668\u5316\u5e94\u7528\u7a0b\u5e8f\u3002<\/li>\n\n\n\n<li>\u81ea\u52a8\u5316\u64cd\u4f5c\uff1aGKE \u63d0\u4f9b\u81ea\u52a8\u5316\u64cd\u4f5c\u529f\u80fd\uff0c\u5305\u62ec\u81ea\u52a8\u6269\u5c55\u3001\u81ea\u52a8\u4fee\u590d\u3001\u81ea\u52a8\u5347\u7ea7\u3001\u81ea\u52a8\u8d1f\u8f7d\u5747\u8861\u7b49\u3002\u8fd9\u4e9b\u81ea\u52a8\u5316\u529f\u80fd\u53ef\u4ee5\u6781\u5927\u5730\u7b80\u5316\u5e94\u7528\u7a0b\u5e8f\u7684\u7ba1\u7406\uff0c\u63d0\u9ad8\u5e94\u7528\u7a0b\u5e8f\u7684\u53ef\u9760\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002<\/li>\n\n\n\n<li>\u96c6\u6210 GCP \u751f\u6001\u7cfb\u7edf\uff1aGKE \u4e0e GCP \u7684\u5176\u4ed6\u670d\u52a1\u96c6\u6210\u7d27\u5bc6\uff0c\u5305\u62ec Compute Engine\u3001Cloud Storage\u3001BigQuery\u3001Cloud SQL \u7b49\u3002\u8fd9\u4e9b\u96c6\u6210\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u4eba\u5458\u6784\u5efa\u5f3a\u5927\u7684\u3001\u5177\u6709\u591a\u4e2a\u670d\u52a1\u7684\u5e94\u7528\u7a0b\u5e8f\u3002<\/li>\n\n\n\n<li>\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027\uff1aGKE \u63d0\u4f9b\u591a\u5c42\u6b21\u7684\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027\u63a7\u5236\uff0c\u5305\u62ec\u6570\u636e\u52a0\u5bc6\u3001\u8bbf\u95ee\u63a7\u5236\u3001\u8eab\u4efd\u9a8c\u8bc1\u548c\u5ba1\u8ba1\u7b49\u3002\u8fd9\u4e9b\u63a7\u5236\u53ef\u4ee5\u5e2e\u52a9\u4fdd\u62a4\u5e94\u7528\u7a0b\u5e8f\u548c\u6570\u636e\u7684\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027\u3002<\/li>\n\n\n\n<li>\u591a\u533a\u57df\u548c\u591a\u53ef\u7528\u533a\u57df\uff1aGKE \u53ef\u4ee5\u5728\u591a\u4e2a\u533a\u57df\u548c\u591a\u4e2a\u53ef\u7528\u533a\u57df\u90e8\u7f72 Kubernetes \u96c6\u7fa4\uff0c\u4ee5\u5b9e\u73b0\u9ad8\u53ef\u7528\u6027\u548c\u707e\u5907\u6062\u590d\u80fd\u529b\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4f7f\u7528 GKE \u7684\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa Kubernetes \u96c6\u7fa4\uff1a\u5728 GCP \u63a7\u5236\u53f0\u4e0a\uff0c\u9009\u62e9 Kubernetes Engine \u83dc\u5355\uff0c\u7136\u540e\u9009\u62e9\u521b\u5efa\u96c6\u7fa4\u9009\u9879\u3002\u5728\u521b\u5efa\u96c6\u7fa4\u9875\u9762\u4e0a\uff0c\u8f93\u5165\u96c6\u7fa4\u7684\u540d\u79f0\u3001\u8282\u70b9\u6570\u91cf\u3001VM \u7c7b\u578b\u3001\u533a\u57df\u7b49\u4fe1\u606f\uff0c\u7136\u540e\u70b9\u51fb\u201c\u521b\u5efa\u201d\u6309\u94ae\u3002\u7cfb\u7edf\u5c06\u4f1a\u6839\u636e\u60a8\u7684\u8bbe\u7f6e\u81ea\u52a8\u521b\u5efa\u4e00\u4e2a Kubernetes \u96c6\u7fa4\u3002<\/li>\n\n\n\n<li>\u90e8\u7f72\u5bb9\u5668\uff1a\u5728 Kubernetes \u96c6\u7fa4\u4e0a\uff0c\u60a8\u53ef\u4ee5\u90e8\u7f72\u5bb9\u5668\u955c\u50cf\uff0c\u5982 Docker \u955c\u50cf\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7\u63a7\u5236\u53f0\u3001\u547d\u4ee4\u884c\u6216 API \u7b49\u65b9\u5f0f\u90e8\u7f72\u5bb9\u5668\u3002<\/li>\n\n\n\n<li>\u6269\u5c55\u5e94\u7528\u7a0b\u5e8f\uff1a\u5728 Kubernetes \u96c6\u7fa4\u4e0a\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u81ea\u52a8\u6269\u5c55\u529f\u80fd\u6216\u624b\u52a8\u6269\u5c55\u529f\u80fd\uff0c\u6839\u636e\u5e94\u7528\u7a0b\u5e8f\u7684\u8d1f\u8f7d\u548c\u9700\u6c42\u6765\u6269\u5c55\u8282\u70b9\u548c\u5bb9\u5668\u3002<\/li>\n\n\n\n<li>\u76d1\u63a7\u548c\u7ba1\u7406\u96c6\u7fa4\uff1a\u5728\u4f7f\u7528 Kubernetes \u96c6\u7fa4\u7684\u8fc7\u7a0b\u4e2d\uff0c\u60a8\u9700\u8981\u5bf9\u96c6\u7fa4\u7684\u6027\u80fd\u548c\u9519\u8bef\u8fdb\u884c\u76d1\u63a7\u548c\u7ba1\u7406\u3002GCP \u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u7684\u76d1\u63a7\u5de5\u5177\u548c\u670d\u52a1\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u76d1\u63a7\u96c6\u7fa4\u7684\u6027\u80fd\u3001\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\u548c\u9519\u8bef\u65e5\u5fd7\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7\u63a7\u5236<\/li>\n<\/ol>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u89e3\u91ca\u5982\u4f55\u4f7f\u7528gCloud\u7684GKE<\/p>\n\n\n\n<p>\u4f7f\u7528 Google Kubernetes Engine\uff08GKE\uff09\u6765\u7ba1\u7406 Kubernetes \u96c6\u7fa4\u53ef\u4ee5\u4f7f\u5bb9\u5668\u5316\u5e94\u7528\u7a0b\u5e8f\u7684\u5f00\u53d1\u3001\u90e8\u7f72\u548c\u7ba1\u7406\u53d8\u5f97\u66f4\u52a0\u7b80\u5355\u548c\u9ad8\u6548\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528 GKE \u7684\u4e00\u4e9b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa GKE \u96c6\u7fa4\uff1a\u5728 Google Cloud Console \u4e2d\u9009\u62e9 Kubernetes Engine \u83dc\u5355\uff0c\u7136\u540e\u9009\u62e9\u201c\u521b\u5efa\u96c6\u7fa4\u201d\u9009\u9879\u3002\u5728\u521b\u5efa\u96c6\u7fa4\u9875\u9762\u4e0a\uff0c\u8f93\u5165\u96c6\u7fa4\u7684\u540d\u79f0\u3001\u8282\u70b9\u6570\u91cf\u3001VM \u7c7b\u578b\u3001\u533a\u57df\u7b49\u4fe1\u606f\uff0c\u7136\u540e\u70b9\u51fb\u201c\u521b\u5efa\u201d\u6309\u94ae\u3002\u7cfb\u7edf\u5c06\u6839\u636e\u60a8\u7684\u8bbe\u7f6e\u81ea\u52a8\u521b\u5efa\u4e00\u4e2a Kubernetes \u96c6\u7fa4\u3002<\/li>\n\n\n\n<li>\u90e8\u7f72\u5e94\u7528\u7a0b\u5e8f\uff1a\u5728 Kubernetes \u96c6\u7fa4\u4e0a\uff0c\u60a8\u53ef\u4ee5\u90e8\u7f72\u5bb9\u5668\u955c\u50cf\uff0c\u5982 Docker \u955c\u50cf\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528 Kubernetes \u90e8\u7f72\u5bf9\u8c61\u6765\u90e8\u7f72\u5e94\u7528\u7a0b\u5e8f\u3002\u4f8b\u5982\uff0c\u4f7f\u7528 Deployment \u5bf9\u8c61\u53ef\u4ee5\u90e8\u7f72 Pod\u3001ReplicaSet \u548c Service\u3002<\/li>\n\n\n\n<li>\u6269\u5c55\u5e94\u7528\u7a0b\u5e8f\uff1a\u5728 Kubernetes \u96c6\u7fa4\u4e0a\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u81ea\u52a8\u6269\u5c55\u529f\u80fd\u6216\u624b\u52a8\u6269\u5c55\u529f\u80fd\uff0c\u6839\u636e\u5e94\u7528\u7a0b\u5e8f\u7684\u8d1f\u8f7d\u548c\u9700\u6c42\u6765\u6269\u5c55\u8282\u70b9\u548c\u5bb9\u5668\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7 Kubernetes \u7684\u6c34\u5e73\u81ea\u52a8\u7f29\u653e (Horizontal Pod Autoscaler, HPA) \u6765\u81ea\u52a8\u6269\u5c55 Pod\u3002<\/li>\n\n\n\n<li>\u7ba1\u7406\u548c\u76d1\u63a7\u96c6\u7fa4\uff1a\u5728\u4f7f\u7528 Kubernetes \u96c6\u7fa4\u7684\u8fc7\u7a0b\u4e2d\uff0c\u60a8\u9700\u8981\u5bf9\u96c6\u7fa4\u7684\u6027\u80fd\u548c\u9519\u8bef\u8fdb\u884c\u76d1\u63a7\u548c\u7ba1\u7406\u3002GKE \u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u7684\u76d1\u63a7\u5de5\u5177\u548c\u670d\u52a1\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u76d1\u63a7\u96c6\u7fa4\u7684\u6027\u80fd\u3001\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\u548c\u9519\u8bef\u65e5\u5fd7\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528 Stackdriver Monitoring \u6765\u76d1\u63a7 GKE \u96c6\u7fa4\u7684\u6027\u80fd\uff0c\u5e76\u4f7f\u7528 Stackdriver Logging \u6765\u67e5\u770b\u96c6\u7fa4\u7684\u9519\u8bef\u65e5\u5fd7\u3002<\/li>\n\n\n\n<li>\u8c03\u8bd5\u548c\u6545\u969c\u6392\u9664\uff1a\u5f53\u5e94\u7528\u7a0b\u5e8f\u51fa\u73b0\u95ee\u9898\u65f6\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528 Kubernetes \u7684\u8c03\u8bd5\u548c\u6545\u969c\u6392\u9664\u529f\u80fd\u6765\u5206\u6790\u548c\u89e3\u51b3\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528 kubectl \u547d\u4ee4\u884c\u5de5\u5177\u6765\u8fdb\u5165 Pod \u4e2d\u7684\u5bb9\u5668\uff0c\u67e5\u770b\u5bb9\u5668\u65e5\u5fd7\u5e76\u6267\u884c\u547d\u4ee4\u3002<\/li>\n\n\n\n<li>\u5347\u7ea7\u96c6\u7fa4\uff1a\u5f53 Kubernetes \u7248\u672c\u66f4\u65b0\u65f6\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528 GKE \u7684\u96c6\u7fa4\u5347\u7ea7\u529f\u80fd\u6765\u5347\u7ea7\u60a8\u7684\u96c6\u7fa4\u3002\u5347\u7ea7\u8fc7\u7a0b\u4e2d\uff0cGKE \u4f1a\u81ea\u52a8\u5c06\u5de5\u4f5c\u8d1f\u8f7d\u4ece\u65e7\u7248\u672c\u7684\u8282\u70b9\u8fc1\u79fb\u5230\u65b0\u7248\u672c\u7684\u8282\u70b9\uff0c\u4ee5\u4fdd\u6301\u5e94\u7528\u7a0b\u5e8f\u7684\u9ad8\u53ef\u7528\u6027\u548c\u7a33\u5b9a\u6027\u3002<\/li>\n\n\n\n<li>\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027\uff1aGKE \u63d0\u4f9b\u591a\u5c42\u6b21\u7684\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027\u63a7\u5236\uff0c\u5305\u62ec\u6570\u636e\u52a0\u5bc6\u3001\u8bbf\u95ee\u63a7\u5236\u3001\u8eab\u4efd\u9a8c\u8bc1\u548c\u5ba1\u8ba1\u7b49\u3002\u8fd9\u4e9b\u63a7\u5236\u53ef\u4ee5\u5e2e\u52a9\u4fdd\u62a4\u5e94\u7528\u7a0b\u5e8f\u548c\u6570\u636e\u7684\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4f7f\u7528 GKE \u53ef\u4ee5\u8ba9\u5bb9\u5668\u5316\u5e94\u7528\u7a0b\u5e8f\u7684\u7ba1\u7406\u53d8\u5f97\u66f4\u52a0\u7b80\u5355\u3001\u9ad8\u6548\u548c\u5b89\u5168\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdgCloud\u7684Storage<\/p>\n\n\n\n<p>Google Cloud Storage \u662f\u4e00\u79cd\u9ad8\u5ea6\u53ef\u6269\u5c55\u7684\u4e91\u5b58\u50a8\u89e3\u51b3\u65b9\u6848\uff0c\u7528\u4e8e\u5b58\u50a8\u548c\u8bbf\u95ee\u6570\u636e\uff0c\u5305\u62ec\u5bf9\u8c61\u3001\u6587\u4ef6\u548c\u5b58\u6863\u6570\u636e\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5173\u4e8e GCP Storage \u7684\u8be6\u7ec6\u4ecb\u7ecd\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b58\u50a8\u7c7b\u522b\uff1aGCP Storage \u63d0\u4f9b\u4e86\u591a\u79cd\u5b58\u50a8\u7c7b\u522b\uff0c\u5305\u62ec\u6807\u51c6\u5b58\u50a8\u3001\u4f4e\u9891\u8bbf\u95ee\u5b58\u50a8\u3001\u5f52\u6863\u5b58\u50a8\u548c\u51b7\u9759\u5b58\u50a8\u7b49\u3002\u6bcf\u79cd\u5b58\u50a8\u7c7b\u522b\u90fd\u6709\u4e0d\u540c\u7684\u6210\u672c\u548c\u6027\u80fd\u7279\u5f81\uff0c\u60a8\u53ef\u4ee5\u6839\u636e\u6570\u636e\u7684\u9700\u6c42\u6765\u9009\u62e9\u9002\u5408\u7684\u5b58\u50a8\u7c7b\u522b\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u8bbf\u95ee\uff1aGCP Storage \u63d0\u4f9b\u4e86\u591a\u79cd\u6570\u636e\u8bbf\u95ee\u65b9\u5f0f\uff0c\u5305\u62ec REST API\u3001\u547d\u4ee4\u884c\u5de5\u5177\u3001Web \u63a7\u5236\u53f0\u548c\u5ba2\u6237\u7aef\u5e93\u7b49\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u6765\u4e0a\u4f20\u3001\u4e0b\u8f7d\u3001\u5220\u9664\u548c\u7ba1\u7406\u5b58\u50a8\u6876\u4e2d\u7684\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u4fdd\u62a4\uff1aGCP Storage \u63d0\u4f9b\u4e86\u591a\u5c42\u6b21\u7684\u6570\u636e\u4fdd\u62a4\u673a\u5236\uff0c\u5305\u62ec\u6570\u636e\u52a0\u5bc6\u3001\u8eab\u4efd\u9a8c\u8bc1\u3001\u8bbf\u95ee\u63a7\u5236\u3001\u76d1\u63a7\u548c\u65e5\u5fd7\u8bb0\u5f55\u7b49\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u673a\u5236\u6765\u4fdd\u62a4\u5b58\u50a8\u5728 GCP Storage \u4e2d\u7684\u6570\u636e\u7684\u5b89\u5168\u6027\u548c\u4fdd\u5bc6\u6027\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u8fc1\u79fb\uff1aGCP Storage \u63d0\u4f9b\u4e86\u591a\u79cd\u6570\u636e\u8fc1\u79fb\u65b9\u5f0f\uff0c\u5305\u62ec\u5728\u7ebf\u6570\u636e\u8fc1\u79fb\u3001\u79bb\u7ebf\u6570\u636e\u8fc1\u79fb\u548c\u5b58\u6863\u6570\u636e\u8fc1\u79fb\u7b49\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u6765\u5c06\u6570\u636e\u4ece\u5176\u4ed6\u5b58\u50a8\u7cfb\u7edf\u8fc1\u79fb\u5230 GCP Storage \u4e2d\uff0c\u6216\u5c06 GCP Storage \u4e2d\u7684\u6570\u636e\u8fc1\u79fb\u5230\u5176\u4ed6\u5b58\u50a8\u7cfb\u7edf\u4e2d\u3002<\/li>\n\n\n\n<li>\u5b58\u50a8\u6876\u751f\u547d\u5468\u671f\uff1aGCP Storage \u63d0\u4f9b\u4e86\u5b58\u50a8\u6876\u751f\u547d\u5468\u671f\u529f\u80fd\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u5b83\u6765\u81ea\u52a8\u5220\u9664\u6216\u5f52\u6863\u5b58\u50a8\u6876\u4e2d\u7684\u5bf9\u8c61\u3002\u8fd9\u53ef\u4ee5\u5e2e\u52a9\u60a8\u7ba1\u7406\u5b58\u50a8\u6876\u4e2d\u7684\u6570\u636e\uff0c\u51cf\u5c11\u5b58\u50a8\u6210\u672c\u3002<\/li>\n\n\n\n<li>\u5b58\u50a8\u6210\u672c\uff1aGCP Storage \u63d0\u4f9b\u4e86\u7075\u6d3b\u7684\u8ba1\u8d39\u65b9\u5f0f\uff0c\u60a8\u53ea\u9700\u8981\u652f\u4ed8\u60a8\u5b9e\u9645\u4f7f\u7528\u7684\u5b58\u50a8\u7a7a\u95f4\u548c\u7f51\u7edc\u5e26\u5bbd\u7b49\u8d44\u6e90\u3002\u5b58\u50a8\u6876\u7684\u521b\u5efa\u548c\u5220\u9664\u7b49\u64cd\u4f5c\u662f\u514d\u8d39\u7684\uff0c\u60a8\u53ea\u9700\u8981\u652f\u4ed8\u5b9e\u9645\u4f7f\u7528\u7684\u5b58\u50a8\u7a7a\u95f4\u548c\u7f51\u7edc\u5e26\u5bbd\u7b49\u8d44\u6e90\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u603b\u4e4b\uff0cGCP Storage \u662f\u4e00\u79cd\u9ad8\u5ea6\u53ef\u6269\u5c55\u7684\u4e91\u5b58\u50a8\u89e3\u51b3\u65b9\u6848\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u5b58\u50a8\u548c\u8bbf\u95ee\u6570\u636e\uff0c\u5e76\u63d0\u4f9b\u591a\u79cd\u6570\u636e\u4fdd\u62a4\u548c\u6570\u636e\u8fc1\u79fb\u529f\u80fd\uff0c\u9002\u5408\u5404\u79cd\u89c4\u6a21\u7684\u6570\u636e\u5b58\u50a8\u9700\u6c42\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528gCloud\u7684Storage<\/p>\n\n\n\n<p>\u4f7f\u7528 GCP Storage \u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa\u4e00\u4e2a\u5b58\u50a8\u6876\uff1a\u5728 Google Cloud Console \u4e0a\u521b\u5efa\u4e00\u4e2a\u5b58\u50a8\u6876\uff0c\u6307\u5b9a\u5b58\u50a8\u6876\u540d\u79f0\u3001\u5b58\u50a8\u7c7b\u522b\u3001\u5b58\u50a8\u533a\u57df\u7b49\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>\u4e0a\u4f20\u6570\u636e\uff1a\u4f7f\u7528 Google Cloud Console \u6216 Cloud Storage API \u4e0a\u4f20\u6570\u636e\u5230\u5b58\u50a8\u6876\u4e2d\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7\u6d4f\u89c8\u5668\u4e0a\u4f20\u6587\u4ef6\uff0c\u6216\u901a\u8fc7\u547d\u4ee4\u884c\u4e0a\u4f20\u6587\u4ef6\u3002\u4e5f\u53ef\u4ee5\u4f7f\u7528\u5ba2\u6237\u7aef\u5e93\u5728\u4ee3\u7801\u4e2d\u4e0a\u4f20\u6587\u4ef6\u3002<\/li>\n\n\n\n<li>\u8bbf\u95ee\u6570\u636e\uff1a\u4f7f\u7528 Google Cloud Console \u6216 Cloud Storage API \u8bbf\u95ee\u5b58\u50a8\u6876\u4e2d\u7684\u6570\u636e\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7\u6d4f\u89c8\u5668\u67e5\u770b\u3001\u4e0b\u8f7d\u6587\u4ef6\uff0c\u6216\u901a\u8fc7\u547d\u4ee4\u884c\u8bbf\u95ee\u6587\u4ef6\u3002\u4e5f\u53ef\u4ee5\u4f7f\u7528\u5ba2\u6237\u7aef\u5e93\u5728\u4ee3\u7801\u4e2d\u8bbf\u95ee\u6587\u4ef6\u3002<\/li>\n\n\n\n<li>\u7ba1\u7406\u5b58\u50a8\u6876\uff1a\u60a8\u53ef\u4ee5\u4f7f\u7528 Google Cloud Console \u6216 Cloud Storage API \u7ba1\u7406\u5b58\u50a8\u6876\uff0c\u5305\u62ec\u4fee\u6539\u5b58\u50a8\u6876\u5c5e\u6027\u3001\u8bbe\u7f6e\u5b58\u50a8\u6876\u8bbf\u95ee\u6743\u9650\u3001\u8bbe\u7f6e\u5b58\u50a8\u6876\u751f\u547d\u5468\u671f\u7b49\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4e0b\u9762\u662f\u4e00\u4e9b\u5177\u4f53\u7684\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa\u5b58\u50a8\u6876\uff1a\u767b\u5f55 Google Cloud Console\uff0c\u9009\u62e9 Storage &gt; Storage \u7ba1\u7406\uff0c\u7136\u540e\u70b9\u51fb\u521b\u5efa\u5b58\u50a8\u6876\u6309\u94ae\u3002\u6307\u5b9a\u5b58\u50a8\u6876\u540d\u79f0\u3001\u5b58\u50a8\u7c7b\u522b\u3001\u5b58\u50a8\u533a\u57df\u7b49\u4fe1\u606f\uff0c\u7136\u540e\u70b9\u51fb\u521b\u5efa\u6309\u94ae\u3002<\/li>\n\n\n\n<li>\u4e0a\u4f20\u6587\u4ef6\uff1a\u4f7f\u7528\u6d4f\u89c8\u5668\u6216\u547d\u4ee4\u884c\u4e0a\u4f20\u6587\u4ef6\u5230\u5b58\u50a8\u6876\u4e2d\u3002\u5728 Google Cloud Console \u4e2d\uff0c\u9009\u62e9\u5b58\u50a8\u6876\uff0c\u7136\u540e\u70b9\u51fb\u4e0a\u4f20\u6587\u4ef6\u6309\u94ae\u3002\u9009\u62e9\u8981\u4e0a\u4f20\u7684\u6587\u4ef6\uff0c\u7136\u540e\u70b9\u51fb\u4e0a\u4f20\u6309\u94ae\u5373\u53ef\u3002<\/li>\n\n\n\n<li>\u8bbf\u95ee\u6587\u4ef6\uff1a\u5728 Google Cloud Console \u4e2d\u9009\u62e9\u5b58\u50a8\u6876\uff0c\u7136\u540e\u70b9\u51fb\u6587\u4ef6\u540d\u79f0\u5373\u53ef\u67e5\u770b\u6587\u4ef6\u5185\u5bb9\u3002\u60a8\u4e5f\u53ef\u4ee5\u901a\u8fc7\u6d4f\u89c8\u5668\u76f4\u63a5\u8bbf\u95ee\u6587\u4ef6 URL\uff0c\u6216\u4f7f\u7528 Cloud Storage API \u5728\u4ee3\u7801\u4e2d\u8bbf\u95ee\u6587\u4ef6\u3002<\/li>\n\n\n\n<li>\u7ba1\u7406\u5b58\u50a8\u6876\uff1a\u5728 Google Cloud Console \u4e2d\u9009\u62e9\u5b58\u50a8\u6876\uff0c\u7136\u540e\u70b9\u51fb\u7f16\u8f91\u6309\u94ae\u53ef\u4ee5\u4fee\u6539\u5b58\u50a8\u6876\u5c5e\u6027\u3002\u5728\u5b58\u50a8\u6876\u9875\u9762\u4e2d\uff0c\u60a8\u4e5f\u53ef\u4ee5\u8bbe\u7f6e\u5b58\u50a8\u6876\u8bbf\u95ee\u6743\u9650\u3001\u8bbe\u7f6e\u5b58\u50a8\u6876\u751f\u547d\u5468\u671f\u7b49\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4f7f\u7528 GCP Storage \u53ef\u4ee5\u8f7b\u677e\u5b58\u50a8\u548c\u8bbf\u95ee\u6570\u636e\uff0c\u5e76\u901a\u8fc7 Google Cloud Console \u6216 Cloud Storage API \u8fdb\u884c\u7ba1\u7406\u548c\u64cd\u4f5c\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdgCloud\u7684Chatbot\u65b9\u9762\u7684\u529f\u80fd<\/p>\n\n\n\n<p>Google Cloud Platform (GCP) \u63d0\u4f9b\u4e86\u4e00\u4e9b\u5de5\u5177\u548c\u670d\u52a1\u6765\u5e2e\u52a9\u5f00\u53d1\u4eba\u5458\u6784\u5efa\u548c\u90e8\u7f72\u804a\u5929\u673a\u5668\u4eba\u3002<\/p>\n\n\n\n<p>\u5176\u4e2d\uff0cDialogflow \u662f Google Cloud \u5e73\u53f0\u4e0a\u7528\u4e8e\u6784\u5efa\u804a\u5929\u673a\u5668\u4eba\u7684\u6838\u5fc3\u5de5\u5177\u4e4b\u4e00\u3002Dialogflow \u662f\u4e00\u4e2a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5e73\u53f0\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u4f7f\u7528\u5b83\u6765\u6784\u5efa\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\uff0c\u5e2e\u52a9\u7528\u6237\u5904\u7406\u5e38\u89c1\u95ee\u9898\u3001\u6267\u884c\u4efb\u52a1\u3001\u9884\u6d4b\u9700\u6c42\u7b49\u3002Dialogflow \u63d0\u4f9b\u4e86\u4e00\u4e2a\u7b80\u5355\u6613\u7528\u7684\u754c\u9762\uff0c\u53ef\u4ee5\u8bad\u7ec3\u804a\u5929\u673a\u5668\u4eba\uff0c\u652f\u6301\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u548c\u81ea\u7136\u8bed\u8a00\u751f\u6210\u3002\u6b64\u5916\uff0cDialogflow \u8fd8\u652f\u6301\u4e0e\u591a\u4e2a\u5e73\u53f0\u7684\u96c6\u6210\uff0c\u4f8b\u5982 Google Assistant\u3001Facebook Messenger\u3001Slack \u7b49\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u4f7f\u7528 GCP Dialogflow \u6784\u5efa\u804a\u5929\u673a\u5668\u4eba\u7684\u4e00\u4e9b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa Dialogflow \u4ee3\u7406\uff1a\u5728 Google Cloud Console \u4e0a\u521b\u5efa Dialogflow \u4ee3\u7406\uff0c\u6307\u5b9a\u4ee3\u7406\u540d\u79f0\u548c\u9ed8\u8ba4\u8bed\u8a00\u3002<\/li>\n\n\n\n<li>\u8bad\u7ec3\u673a\u5668\u4eba\uff1a\u4f7f\u7528 Dialogflow \u754c\u9762\u8bad\u7ec3\u804a\u5929\u673a\u5668\u4eba\uff0c\u63d0\u4f9b\u793a\u4f8b\u95ee\u9898\u548c\u5bf9\u5e94\u7684\u7b54\u6848\uff0c\u8bad\u7ec3\u673a\u5668\u4eba\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u548c\u81ea\u7136\u8bed\u8a00\u751f\u6210\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u90e8\u7f72\u673a\u5668\u4eba\uff1a\u5c06\u8bad\u7ec3\u597d\u7684\u804a\u5929\u673a\u5668\u4eba\u90e8\u7f72\u5230\u60a8\u9009\u62e9\u7684\u5e73\u53f0\uff0c\u4f8b\u5982 Google Assistant\u3001Facebook Messenger \u7b49\u3002<\/li>\n\n\n\n<li>\u6d4b\u8bd5\u673a\u5668\u4eba\uff1a\u6d4b\u8bd5\u804a\u5929\u673a\u5668\u4eba\u7684\u54cd\u5e94\u548c\u4ea4\u4e92\u6548\u679c\uff0c\u8c03\u6574\u673a\u5668\u4eba\u7684\u53c2\u6570\u548c\u7b97\u6cd5\u3002<\/li>\n\n\n\n<li>\u76d1\u63a7\u673a\u5668\u4eba\uff1a\u4f7f\u7528 Dialogflow \u63d0\u4f9b\u7684\u76d1\u63a7\u5de5\u5177\u76d1\u63a7\u804a\u5929\u673a\u5668\u4eba\u7684\u6027\u80fd\u548c\u6548\u679c\uff0c\u67e5\u770b\u7528\u6237\u4f7f\u7528\u60c5\u51b5\u548c\u53cd\u9988\uff0c\u53ca\u65f6\u8c03\u6574\u673a\u5668\u4eba\u7684\u7b97\u6cd5\u548c\u53c2\u6570\u3002<\/li>\n<\/ol>\n\n\n\n<p>GCP \u8fd8\u63d0\u4f9b\u4e86\u5176\u4ed6\u4e00\u4e9b\u804a\u5929\u673a\u5668\u4eba\u76f8\u5173\u7684\u5de5\u5177\u548c\u670d\u52a1\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Google Chat\uff1a\u4e00\u4e2a\u56e2\u961f\u534f\u4f5c\u5de5\u5177\uff0c\u63d0\u4f9b\u804a\u5929\u673a\u5668\u4eba API\uff0c\u53ef\u4ee5\u5e2e\u52a9\u56e2\u961f\u5f00\u53d1\u81ea\u5b9a\u4e49\u804a\u5929\u673a\u5668\u4eba\u3002<\/li>\n\n\n\n<li>Cloud Natural Language\uff1a\u4e00\u4e2a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5e73\u53f0\uff0c\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u4eba\u5458\u8bc6\u522b\u6587\u672c\u4e2d\u7684\u5b9e\u4f53\u3001\u60c5\u611f\u548c\u8bed\u4e49\uff0c\u652f\u6301\u60c5\u611f\u5206\u6790\u3001\u5b9e\u4f53\u63d0\u53d6\u7b49\u529f\u80fd\u3002<\/li>\n\n\n\n<li>Firebase Cloud Messaging\uff1a\u4e00\u4e2a\u8de8\u5e73\u53f0\u6d88\u606f\u63a8\u9001\u670d\u52a1\uff0c\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u4eba\u5458\u6784\u5efa\u57fa\u4e8e\u4e91\u7684\u6d88\u606f\u63a8\u9001\u901a\u77e5\u670d\u52a1\uff0c\u53ef\u4ee5\u4e0e\u804a\u5929\u673a\u5668\u4eba\u96c6\u6210\u3002<\/li>\n<\/ol>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u6784\u5efa\u57fa\u4e8egCloud\u7684chatbot<\/p>\n\n\n\n<p>\u5728 Google Cloud Platform \u4e0a\u6784\u5efa\u57fa\u4e8e\u804a\u5929\u673a\u5668\u4eba\uff0c\u53ef\u4ee5\u4f7f\u7528 Dialogflow \u548c Google Cloud Functions\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u4f7f\u7528 Dialogflow \u548c Google Cloud Functions \u6784\u5efa\u804a\u5929\u673a\u5668\u4eba\u7684\u4e00\u4e9b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa Dialogflow \u4ee3\u7406\uff1a\u5728 Google Cloud Console \u4e0a\u521b\u5efa Dialogflow \u4ee3\u7406\uff0c\u6307\u5b9a\u4ee3\u7406\u540d\u79f0\u548c\u9ed8\u8ba4\u8bed\u8a00\u3002<\/li>\n\n\n\n<li>\u8bad\u7ec3\u673a\u5668\u4eba\uff1a\u4f7f\u7528 Dialogflow \u754c\u9762\u8bad\u7ec3\u804a\u5929\u673a\u5668\u4eba\uff0c\u63d0\u4f9b\u793a\u4f8b\u95ee\u9898\u548c\u5bf9\u5e94\u7684\u7b54\u6848\uff0c\u8bad\u7ec3\u673a\u5668\u4eba\u7684\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u548c\u81ea\u7136\u8bed\u8a00\u751f\u6210\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u521b\u5efa Cloud Function\uff1a\u5728 Google Cloud Console \u4e0a\u521b\u5efa Cloud Function\uff0c\u9009\u62e9\u9002\u5f53\u7684\u8fd0\u884c\u65f6\u548c\u89e6\u53d1\u5668\u7c7b\u578b\uff0c\u5c06\u51fd\u6570\u4e0e Dialogflow \u96c6\u6210\u3002<\/li>\n\n\n\n<li>\u7f16\u5199\u51fd\u6570\u4ee3\u7801\uff1a\u5728\u51fd\u6570\u4ee3\u7801\u4e2d\u5904\u7406 Dialogflow \u63a5\u6536\u5230\u7684\u8bf7\u6c42\u548c\u54cd\u5e94\uff0c\u5b9e\u73b0\u804a\u5929\u673a\u5668\u4eba\u7684\u4e1a\u52a1\u903b\u8f91\u3002<\/li>\n\n\n\n<li>\u90e8\u7f72\u51fd\u6570\uff1a\u4f7f\u7528 gcloud \u547d\u4ee4\u884c\u5de5\u5177\u6216 Google Cloud Console \u90e8\u7f72\u51fd\u6570\u3002<\/li>\n\n\n\n<li>\u6d4b\u8bd5\u673a\u5668\u4eba\uff1a\u4f7f\u7528 Dialogflow \u754c\u9762\u6216\u5176\u4ed6\u652f\u6301 Dialogflow \u7684\u5e73\u53f0\u6d4b\u8bd5\u804a\u5929\u673a\u5668\u4eba\u7684\u54cd\u5e94\u548c\u4ea4\u4e92\u6548\u679c\u3002<\/li>\n\n\n\n<li>\u76d1\u63a7\u673a\u5668\u4eba\uff1a\u4f7f\u7528 Dialogflow \u63d0\u4f9b\u7684\u76d1\u63a7\u5de5\u5177\u76d1\u63a7\u804a\u5929\u673a\u5668\u4eba\u7684\u6027\u80fd\u548c\u6548\u679c\uff0c\u67e5\u770b\u7528\u6237\u4f7f\u7528\u60c5\u51b5\u548c\u53cd\u9988\uff0c\u53ca\u65f6\u8c03\u6574\u673a\u5668\u4eba\u7684\u7b97\u6cd5\u548c\u53c2\u6570\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u804a\u5929\u673a\u5668\u4eba\u7684\u5b9e\u73b0\u8fc7\u7a0b\u9700\u8981\u8003\u8651\u7528\u6237\u4f53\u9a8c\u548c\u5b89\u5168\u6027\u3002\u4f8b\u5982\uff0c\u804a\u5929\u673a\u5668\u4eba\u9700\u8981\u80fd\u591f\u5904\u7406\u7528\u6237\u7684\u654f\u611f\u4fe1\u606f\uff0c\u5e76\u4fdd\u62a4\u7528\u6237\u6570\u636e\u7684\u5b89\u5168\u3002\u56e0\u6b64\uff0c\u5728\u5b9e\u73b0\u804a\u5929\u673a\u5668\u4eba\u7684\u8fc7\u7a0b\u4e2d\uff0c\u9700\u8981\u9075\u5faa\u6700\u4f73\u5b9e\u8df5\u548c\u5b89\u5168\u51c6\u5219\uff0c\u786e\u4fdd\u804a\u5929\u673a\u5668\u4eba\u7684\u6027\u80fd\u548c\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdgCloud\u7684Form<\/p>\n\n\n\n<p>Google Cloud Platform \u5e73\u53f0\u4e0a\u7684\u201c\u8868\u5355\u201d\u901a\u5e38\u6307 Google Forms\uff0c\u5b83\u662f\u4e00\u79cd\u5728\u7ebf\u8c03\u67e5\u5de5\u5177\uff0c\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u8f7b\u677e\u521b\u5efa\u548c\u5171\u4eab\u95ee\u5377\u3001\u8c03\u67e5\u3001\u6d4b\u9a8c\u548c\u8868\u683c\uff0c\u6536\u96c6\u7528\u6237\u53cd\u9988\u548c\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u4f7f\u7528 Google Forms \u7684\u4e00\u4e9b\u5e38\u89c1\u529f\u80fd\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa\u8868\u5355\uff1a\u7528\u6237\u53ef\u4ee5\u4f7f\u7528 Google Forms \u6a21\u677f\u6216\u81ea\u5b9a\u4e49\u8868\u5355\u521b\u5efa\u5de5\u5177\u521b\u5efa\u65b0\u7684\u8868\u5355\uff0c\u6dfb\u52a0\u8868\u5355\u6807\u9898\u3001\u63cf\u8ff0\u3001\u95ee\u9898\u548c\u9009\u9879\u3002<\/li>\n\n\n\n<li>\u81ea\u5b9a\u4e49\u8868\u5355\uff1a\u7528\u6237\u53ef\u4ee5\u9009\u62e9\u4e0d\u540c\u7684\u8868\u5355\u4e3b\u9898\u3001\u989c\u8272\u548c\u5b57\u4f53\uff0c\u6839\u636e\u9700\u8981\u6dfb\u52a0\u591a\u5a92\u4f53\u5185\u5bb9\uff0c\u8c03\u6574\u8868\u5355\u5e03\u5c40\u548c\u6837\u5f0f\u3002<\/li>\n\n\n\n<li>\u6dfb\u52a0\u95ee\u9898\uff1a\u7528\u6237\u53ef\u4ee5\u6dfb\u52a0\u591a\u79cd\u7c7b\u578b\u7684\u95ee\u9898\uff0c\u5982\u5355\u9009\u9898\u3001\u591a\u9009\u9898\u3001\u4e0b\u62c9\u5217\u8868\u3001\u6587\u672c\u6846\u7b49\uff0c\u8fd8\u53ef\u4ee5\u6dfb\u52a0\u56fe\u50cf\u3001\u89c6\u9891\u3001\u6bb5\u843d\u6587\u672c\u7b49\u5185\u5bb9\u3002<\/li>\n\n\n\n<li>\u8bbe\u7f6e\u8868\u5355\u9009\u9879\uff1a\u7528\u6237\u53ef\u4ee5\u8bbe\u7f6e\u8868\u5355\u9009\u9879\uff0c\u5982\u662f\u5426\u5141\u8bb8\u533f\u540d\u54cd\u5e94\u3001\u662f\u5426\u5141\u8bb8\u591a\u6b21\u54cd\u5e94\u3001\u662f\u5426\u9700\u8981\u7535\u5b50\u90ae\u4ef6\u5730\u5740\u7b49\u3002<\/li>\n\n\n\n<li>\u5171\u4eab\u8868\u5355\uff1a\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u94fe\u63a5\u3001\u7535\u5b50\u90ae\u4ef6\u6216\u793e\u4ea4\u5a92\u4f53\u5171\u4eab\u8868\u5355\uff0c\u9080\u8bf7\u4ed6\u4eba\u586b\u5199\u8868\u5355\u3002<\/li>\n\n\n\n<li>\u67e5\u770b\u8868\u5355\u53cd\u9988\uff1a\u7528\u6237\u53ef\u4ee5\u4f7f\u7528 Google Forms \u6216 Google Sheets \u67e5\u770b\u548c\u5206\u6790\u8868\u5355\u6536\u96c6\u7684\u6570\u636e\uff0c\u4ee5\u4e86\u89e3\u7528\u6237\u53cd\u9988\u548c\u8d8b\u52bf\u3002<\/li>\n\n\n\n<li>\u5bfc\u51fa\u8868\u5355\u6570\u636e\uff1a\u7528\u6237\u53ef\u4ee5\u5c06\u8868\u5355\u6570\u636e\u5bfc\u51fa\u4e3a CSV \u6587\u4ef6\u6216 Google Sheets\uff0c\u65b9\u4fbf\u540e\u7eed\u5904\u7406\u548c\u5206\u6790\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google Forms \u662f\u4e00\u4e2a\u6613\u4e8e\u4f7f\u7528\u3001\u514d\u8d39\u7684\u5728\u7ebf\u8c03\u67e5\u5de5\u5177\uff0c\u9002\u7528\u4e8e\u4e2a\u4eba\u548c\u7ec4\u7ec7\u6536\u96c6\u5404\u79cd\u7c7b\u578b\u7684\u6570\u636e\u548c\u53cd\u9988\uff0c\u5982\u7528\u6237\u8c03\u7814\u3001\u5e02\u573a\u8c03\u67e5\u3001\u610f\u89c1\u53cd\u9988\u7b49\u3002\u540c\u65f6\uff0cGoogle Forms \u8fd8\u53ef\u4ee5\u901a\u8fc7\u4e0e\u5176\u4ed6 Google \u670d\u52a1\uff08\u5982 Google Sheets\u3001Google Analytics\uff09\u7684\u96c6\u6210\uff0c\u5b9e\u73b0\u66f4\u591a\u7684\u529f\u80fd\u548c\u5e94\u7528\u573a\u666f\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528gCloud\u7684Form<\/p>\n\n\n\n<p>Google Forms \u662f\u4e00\u4e2a\u6613\u4e8e\u4f7f\u7528\u3001\u514d\u8d39\u7684\u5728\u7ebf\u8c03\u67e5\u5de5\u5177\uff0c\u53ef\u4ee5\u8f7b\u677e\u521b\u5efa\u548c\u5171\u4eab\u95ee\u5377\u3001\u8c03\u67e5\u3001\u6d4b\u9a8c\u548c\u8868\u683c\uff0c\u6536\u96c6\u7528\u6237\u53cd\u9988\u548c\u6570\u636e\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528 Google Forms \u7684\u4e00\u4e9b\u5e38\u89c1\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u767b\u5f55 Google Forms\uff1a\u4f7f\u7528\u60a8\u7684 Google \u5e10\u6237\u767b\u5f55 Google Forms\uff08<a href=\"https:\/\/forms.google.com%29.\/\">https:\/\/forms.google.com\uff09\u3002<\/a><\/li>\n\n\n\n<li>\u521b\u5efa\u8868\u5355\uff1a\u9009\u62e9\u201c\u521b\u5efa\u8868\u5355\u201d\u5f00\u59cb\u521b\u5efa\u4e00\u4e2a\u65b0\u8868\u5355\uff0c\u6216\u8005\u4f7f\u7528 Google Forms \u63d0\u4f9b\u7684\u73b0\u6210\u6a21\u677f\u6765\u5f00\u59cb\u521b\u5efa\u4e00\u4e2a\u8868\u5355\u3002<\/li>\n\n\n\n<li>\u6dfb\u52a0\u95ee\u9898\uff1a\u5728\u8868\u5355\u4e2d\u6dfb\u52a0\u95ee\u9898\uff0c\u60a8\u53ef\u4ee5\u6dfb\u52a0\u591a\u79cd\u7c7b\u578b\u7684\u95ee\u9898\uff0c\u5982\u5355\u9009\u9898\u3001\u591a\u9009\u9898\u3001\u4e0b\u62c9\u5217\u8868\u3001\u6587\u672c\u6846\u7b49\u3002\u5982\u679c\u60a8\u9700\u8981\u5728\u8868\u5355\u4e2d\u6dfb\u52a0\u65b0\u7684\u95ee\u9898\uff0c\u8bf7\u5355\u51fb\u201c\u6dfb\u52a0\u95ee\u9898\u201d\u6309\u94ae\uff0c\u9009\u62e9\u60a8\u9700\u8981\u6dfb\u52a0\u7684\u95ee\u9898\u7c7b\u578b\uff0c\u7136\u540e\u8f93\u5165\u95ee\u9898\u6587\u672c\u548c\u9009\u9879\u3002<\/li>\n\n\n\n<li>\u81ea\u5b9a\u4e49\u8868\u5355\uff1a\u60a8\u53ef\u4ee5\u9009\u62e9\u4e0d\u540c\u7684\u8868\u5355\u4e3b\u9898\u3001\u989c\u8272\u548c\u5b57\u4f53\uff0c\u6839\u636e\u9700\u8981\u6dfb\u52a0\u591a\u5a92\u4f53\u5185\u5bb9\uff0c\u8c03\u6574\u8868\u5355\u5e03\u5c40\u548c\u6837\u5f0f\u3002<\/li>\n\n\n\n<li>\u8bbe\u7f6e\u8868\u5355\u9009\u9879\uff1a\u60a8\u53ef\u4ee5\u8bbe\u7f6e\u8868\u5355\u9009\u9879\uff0c\u5982\u662f\u5426\u5141\u8bb8\u533f\u540d\u54cd\u5e94\u3001\u662f\u5426\u5141\u8bb8\u591a\u6b21\u54cd\u5e94\u3001\u662f\u5426\u9700\u8981\u7535\u5b50\u90ae\u4ef6\u5730\u5740\u7b49\u3002<\/li>\n\n\n\n<li>\u5171\u4eab\u8868\u5355\uff1a\u5f53\u60a8\u5b8c\u6210\u4e86\u8868\u5355\u7684\u521b\u5efa\u548c\u8bbe\u7f6e\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u94fe\u63a5\u3001\u7535\u5b50\u90ae\u4ef6\u6216\u793e\u4ea4\u5a92\u4f53\u5171\u4eab\u8868\u5355\uff0c\u9080\u8bf7\u4ed6\u4eba\u586b\u5199\u8868\u5355\u3002<\/li>\n\n\n\n<li>\u67e5\u770b\u8868\u5355\u53cd\u9988\uff1a\u5728\u586b\u5199\u8868\u5355\u7684\u8fc7\u7a0b\u4e2d\uff0c\u60a8\u53ef\u4ee5\u901a\u8fc7 Google Forms \u6216 Google Sheets \u67e5\u770b\u548c\u5206\u6790\u8868\u5355\u6536\u96c6\u7684\u6570\u636e\uff0c\u4ee5\u4e86\u89e3\u7528\u6237\u53cd\u9988\u548c\u8d8b\u52bf\u3002<\/li>\n\n\n\n<li>\u5bfc\u51fa\u8868\u5355\u6570\u636e\uff1a\u60a8\u53ef\u4ee5\u5c06\u8868\u5355\u6570\u636e\u5bfc\u51fa\u4e3a CSV \u6587\u4ef6\u6216 Google Sheets\uff0c\u65b9\u4fbf\u540e\u7eed\u5904\u7406\u548c\u5206\u6790\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google Forms \u662f\u4e00\u4e2a\u7b80\u5355\u6613\u7528\u7684\u5de5\u5177\uff0c\u9002\u7528\u4e8e\u4e2a\u4eba\u548c\u7ec4\u7ec7\u6536\u96c6\u5404\u79cd\u7c7b\u578b\u7684\u6570\u636e\u548c\u53cd\u9988\uff0c\u5982\u7528\u6237\u8c03\u7814\u3001\u5e02\u573a\u8c03\u67e5\u3001\u610f\u89c1\u53cd\u9988\u7b49\u3002\u540c\u65f6\uff0cGoogle Forms \u8fd8\u53ef\u4ee5\u901a\u8fc7\u4e0e\u5176\u4ed6 Google \u670d\u52a1\uff08\u5982 Google Sheets\u3001Google Analytics\uff09\u7684\u96c6\u6210\uff0c\u5b9e\u73b0\u66f4\u591a\u7684\u529f\u80fd\u548c\u5e94\u7528\u573a\u666f\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdgCloud\u7684colab<\/p>\n\n\n\n<p>Google Colaboratory\uff08\u7b80\u79f0 Colab\uff09\u662f Google \u63a8\u51fa\u7684\u4e00\u6b3e\u57fa\u4e8e\u4e91\u7aef\u7684\u514d\u8d39 Jupyter Notebook \u73af\u5883\u3002Colab \u63d0\u4f9b\u4e86\u4e00\u4e2a\u514d\u8d39\u7684\u5728\u7ebf\u7f16\u7a0b\u73af\u5883\uff0c\u53ef\u4ee5\u514d\u8d39\u4f7f\u7528 CPU\u3001GPU \u548c TPU \u6765\u8fd0\u884c\u4ee3\u7801\uff0c\u8fd8\u652f\u6301\u4e91\u7aef\u5b58\u50a8\u548c\u5206\u4eab Notebooks\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u4f7f\u7528 Colab \u7684\u4e00\u4e9b\u5e38\u89c1\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u767b\u5f55 Colab\uff1a\u4f7f\u7528\u60a8\u7684 Google \u5e10\u6237\u767b\u5f55 Colab\uff08<a href=\"https:\/\/colab.research.google.com%29.\/\">https:\/\/colab.research.google.com\uff09\u3002<\/a><\/li>\n\n\n\n<li>\u521b\u5efa Notebook\uff1a\u5728 Colab \u4e2d\u521b\u5efa\u65b0\u7684 Notebook\uff0c\u6216\u8005\u4ece\u60a8\u7684 Google Drive \u4e2d\u5bfc\u5165\u5df2\u6709\u7684 Notebook\u3002<\/li>\n\n\n\n<li>\u7f16\u5199\u4ee3\u7801\uff1a\u5728 Notebook \u4e2d\u7f16\u5199 Python \u4ee3\u7801\uff0c\u5e76\u4e14\u53ef\u4ee5\u4f7f\u7528 Colab \u4e2d\u7684\u4ee3\u7801\u8865\u5168\u548c\u81ea\u52a8\u683c\u5f0f\u5316\u529f\u80fd\u3002<\/li>\n\n\n\n<li>\u8fd0\u884c\u4ee3\u7801\uff1a\u5728 Colab \u4e2d\u53ef\u4ee5\u8fd0\u884c Python \u4ee3\u7801\u5757\uff0c\u652f\u6301 CPU\u3001GPU \u548c TPU \u52a0\u901f\u3002<\/li>\n\n\n\n<li>\u5bfc\u5165\u6570\u636e\uff1aColab \u4e2d\u53ef\u4ee5\u5bfc\u5165\u6570\u636e\u96c6\uff0c\u53ef\u4ee5\u4ece\u4e91\u7aef\u5b58\u50a8\u4e2d\u5bfc\u5165\uff0c\u4e5f\u53ef\u4ee5\u4ece\u672c\u5730\u8ba1\u7b97\u673a\u4e2d\u4e0a\u4f20\u6570\u636e\u96c6\u3002<\/li>\n\n\n\n<li>\u53ef\u89c6\u5316\u6570\u636e\uff1a\u4f7f\u7528 Matplotlib\u3001Seaborn \u548c\u5176\u4ed6 Python \u53ef\u89c6\u5316\u5e93\uff0c\u53ef\u4ee5\u5728 Notebook \u4e2d\u5bf9\u6570\u636e\u8fdb\u884c\u53ef\u89c6\u5316\u5c55\u793a\u3002<\/li>\n\n\n\n<li>\u5b58\u50a8 Notebook\uff1aColab \u63d0\u4f9b\u4e86\u4e91\u7aef\u5b58\u50a8\u7a7a\u95f4\uff0c\u53ef\u4ee5\u5c06 Notebook \u4fdd\u5b58\u5230 Google Drive \u4e2d\uff0c\u5e76\u4e14\u652f\u6301\u4e0e\u5176\u4ed6 Google \u670d\u52a1\u7684\u96c6\u6210\uff0c\u5982 Google Sheets\u3001Google Drive\u3001Google Cloud Storage \u7b49\u3002<\/li>\n\n\n\n<li>\u5206\u4eab Notebook\uff1a\u5728 Colab \u4e2d\uff0c\u60a8\u53ef\u4ee5\u5c06 Notebook \u4f5c\u4e3a\u94fe\u63a5\u6216\u8005\u4ee5\u5176\u4ed6\u683c\u5f0f\u5206\u4eab\u7ed9\u5176\u4ed6\u4eba\uff0c\u4f8b\u5982 PDF\u3001HTML\u3001Markdown \u7b49\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google Colaboratory \u662f\u4e00\u6b3e\u9002\u7528\u4e8e\u6570\u636e\u79d1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u7684\u5de5\u5177\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u9ad8\u6027\u80fd\u3001\u6613\u7528\u548c\u514d\u8d39\u7684\u5f00\u53d1\u73af\u5883\uff0c\u9002\u5408\u4e8e\u4e2a\u4eba\u3001\u5b66\u672f\u7814\u7a76\u548c\u4f01\u4e1a\u7528\u6237\u3002\u540c\u65f6\uff0cColab \u8fd8\u53ef\u4ee5\u901a\u8fc7\u4e0e\u5176\u4ed6 Google \u670d\u52a1\uff08\u5982 Google Cloud Storage\u3001BigQuery\uff09\u7684\u96c6\u6210\uff0c\u5b9e\u73b0\u66f4\u591a\u7684\u529f\u80fd\u548c\u5e94\u7528\u573a\u666f\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528gCloud\u7684colab<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u4f7f\u7528 Google Colaboratory \u7684\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6253\u5f00 Google Colaboratory\uff1a\u6253\u5f00\u6d4f\u89c8\u5668\uff0c\u8f93\u5165 <a href=\"https:\/\/colab.research.google.com\/%EF%BC%8C%E7%84%B6%E5%90%8E%E7%99%BB%E5%BD%95%E6%82%A8%E7%9A%84\">https:\/\/colab.research.google.com\/\uff0c\u7136\u540e\u767b\u5f55\u60a8\u7684<\/a> Google \u5e10\u6237\u3002\u5982\u679c\u60a8\u6ca1\u6709 Google \u5e10\u6237\uff0c\u53ef\u4ee5\u6ce8\u518c\u4e00\u4e2a\u3002<\/li>\n\n\n\n<li>\u521b\u5efa\u65b0\u7684 Colab Notebook\uff1a\u5728 Colab \u9996\u9875\uff0c\u70b9\u51fb \u201cNew notebook\u201d \u6309\u94ae\uff0c\u6216\u8005\u8fdb\u5165 \u201cFile\u201d \u83dc\u5355\uff0c\u9009\u62e9 \u201cNew notebook\u201d\u3002<\/li>\n\n\n\n<li>\u7f16\u5199\u4ee3\u7801\uff1a\u5728 Colab Notebook \u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528 Python \u8fdb\u884c\u7f16\u7a0b\u3002Colab \u5185\u7f6e\u4e86\u5f88\u591a\u6709\u7528\u7684\u5de5\u5177\uff0c\u5982\u4ee3\u7801\u8865\u5168\u3001\u81ea\u52a8\u7f29\u8fdb\u3001\u53d8\u91cf\u548c\u51fd\u6570\u63d0\u793a\u7b49\uff0c\u5927\u5927\u63d0\u9ad8\u4e86\u7f16\u7a0b\u6548\u7387\u3002<\/li>\n\n\n\n<li>\u8fd0\u884c\u4ee3\u7801\uff1a\u5728 Colab Notebook \u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u5feb\u6377\u952e Shift+Enter \u6216\u8005\u70b9\u51fb\u4ee3\u7801\u5757\u5de6\u4fa7\u7684 \u201cPlay\u201d \u6309\u94ae\u6765\u8fd0\u884c\u4ee3\u7801\u5757\u3002\u5982\u679c\u60a8\u9700\u8981\u5b89\u88c5\u989d\u5916\u7684 Python \u5e93\uff0c\u53ef\u4ee5\u4f7f\u7528\u547d\u4ee4 <code>!pip install &lt;package-name&gt;<\/code> \u8fdb\u884c\u5b89\u88c5\u3002<\/li>\n\n\n\n<li>\u5bfc\u5165\u548c\u5904\u7406\u6570\u636e\uff1aColab \u5185\u7f6e\u4e86 Google Drive \u548c Google Cloud Storage \u7684 API\uff0c\u56e0\u6b64\u60a8\u53ef\u4ee5\u8f7b\u677e\u5730\u5c06\u6570\u636e\u5bfc\u5165\u5230 Colab Notebook \u4e2d\u8fdb\u884c\u5904\u7406\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u6765\u5c06\u6570\u636e\u4ece Google Drive \u5bfc\u5165\u5230 Colab Notebook \u4e2d\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">javascriptCopy code<code>from google.colab import drive\ndrive.mount('\/content\/drive')\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"6\">\n<li>\u4f7f\u7528 GPU \u6216 TPU \u8fdb\u884c\u52a0\u901f\uff1a\u5728 Colab Notebook \u4e2d\uff0c\u60a8\u53ef\u4ee5\u9009\u62e9\u4f7f\u7528 GPU \u6216 TPU \u6765\u52a0\u901f\u8fd0\u884c\u4ee3\u7801\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\u6765\u68c0\u67e5 Colab \u662f\u5426\u5df2\u5206\u914d GPU\uff1a<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">javascriptCopy code<code>import tensorflow as tf\ntf.test.gpu_device_name()\n<\/code><\/pre>\n\n\n\n<p>\u5982\u679c\u8f93\u51fa\u7ed3\u679c\u4e3a <code>\/device:GPU:0<\/code>\uff0c\u5219\u8868\u793a\u5df2\u5206\u914d\u4e86 GPU\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"7\">\n<li>\u4fdd\u5b58\u548c\u5206\u4eab Notebook\uff1a\u5728 Colab Notebook \u4e2d\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528\u5feb\u6377\u952e Ctrl+S \u6216\u8005\u70b9\u51fb\u83dc\u5355\u680f\u7684 \u201cFile\u201d -&gt; \u201cSave\u201d \u6765\u4fdd\u5b58 Notebook\u3002\u60a8\u8fd8\u53ef\u4ee5\u4f7f\u7528 \u201cShare\u201d \u6309\u94ae\u6765\u5206\u4eab Notebook\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google Colaboratory \u662f\u4e00\u6b3e\u514d\u8d39\u7684\u4e91\u7aef\u7f16\u7a0b\u73af\u5883\uff0c\u53ef\u4ee5\u514d\u8d39\u4f7f\u7528 CPU\u3001GPU \u548c TPU \u7b49\u786c\u4ef6\u8d44\u6e90\uff0c\u5e76\u4e14\u5185\u7f6e\u4e86\u5f88\u591a\u6709\u7528\u7684\u5de5\u5177\u548c\u5e93\u3002\u4f7f\u7528 Colab \u53ef\u4ee5\u8f7b\u677e\u5730\u8fdb\u884c\u6570\u636e\u5206\u6790\u3001\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u7b49\u4efb\u52a1\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdgCloud\u7684vertex<\/p>\n\n\n\n<p>Google Cloud Vertex AI \u662f\u4e00\u4e2a\u5168\u9762\u7684\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u5e73\u53f0\uff0c\u65e8\u5728\u5e2e\u52a9\u5f00\u53d1\u8005\u548c\u6570\u636e\u79d1\u5b66\u5bb6\u66f4\u5feb\u3001\u66f4\u7b80\u5355\u5730\u6784\u5efa\u548c\u90e8\u7f72\u9ad8\u8d28\u91cf\u7684 ML \u6a21\u578b\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b Google Cloud Vertex AI \u7684\u529f\u80fd\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u81ea\u52a8\u673a\u5668\u5b66\u4e60\uff08AutoML\uff09\uff1aGoogle Cloud Vertex AI \u63d0\u4f9b\u4e86\u81ea\u52a8\u5316\u7684 ML \u5de5\u5177\uff0c\u4f7f\u5f00\u53d1\u8005\u53ef\u4ee5\u8f7b\u677e\u5730\u6784\u5efa\u9ad8\u8d28\u91cf\u7684 ML \u6a21\u578b\uff0c\u800c\u65e0\u9700\u62e5\u6709\u5927\u91cf\u7684 ML \u7ecf\u9a8c\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u96c6\u51c6\u5907\uff1aGoogle Cloud Vertex AI \u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u6570\u636e\u51c6\u5907\u5de5\u5177\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u66f4\u8f7b\u677e\u5730\u51c6\u5907\u548c\u6e05\u6d17\u6570\u636e\u96c6\uff0c\u4ee5\u7528\u4e8e\u8bad\u7ec3 ML \u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u8bad\u7ec3\uff1aGoogle Cloud Vertex AI \u652f\u6301\u591a\u79cd ML \u6846\u67b6\uff0c\u5305\u62ec TensorFlow\u3001PyTorch \u548c scikit-learn \u7b49\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u6846\u67b6\u6765\u8bad\u7ec3\u60a8\u81ea\u5df1\u7684 ML \u6a21\u578b\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528 Google Cloud \u7684 AutoML \u5de5\u5177\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u90e8\u7f72\u548c\u7ba1\u7406\uff1aGoogle Cloud Vertex AI \u63d0\u4f9b\u4e86\u7b80\u5355\u800c\u76f4\u89c2\u7684\u5de5\u5177\uff0c\u5e2e\u52a9\u60a8\u5c06\u8bad\u7ec3\u597d\u7684 ML \u6a21\u578b\u90e8\u7f72\u5230\u751f\u4ea7\u73af\u5883\u4e2d\u3002\u6b64\u5916\uff0c\u60a8\u8fd8\u53ef\u4ee5\u4f7f\u7528 Google Cloud \u7684\u76d1\u63a7\u548c\u5206\u6790\u5de5\u5177\u6765\u7ba1\u7406\u60a8\u7684 ML \u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u89e3\u91ca\u6027\uff1aGoogle Cloud Vertex AI \u63d0\u4f9b\u4e86\u4e00\u4e9b\u5de5\u5177\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u89e3\u91ca\u548c\u53ef\u89c6\u5316\u60a8\u7684 ML \u6a21\u578b\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u7406\u89e3\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\u3002<\/li>\n\n\n\n<li>\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027\uff1aGoogle Cloud Vertex AI \u4e25\u683c\u9075\u5b88\u5b89\u5168\u6027\u548c\u5408\u89c4\u6027\u6807\u51c6\uff0c\u5305\u62ec GDPR\u3001HIPAA \u548c ISO 27001 \u7b49\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4f7f\u7528 Google Cloud Vertex AI\uff0c\u60a8\u53ef\u4ee5\u66f4\u8f7b\u677e\u5730\u6784\u5efa\u3001\u8bad\u7ec3\u548c\u90e8\u7f72\u9ad8\u8d28\u91cf\u7684 ML \u6a21\u578b\uff0c\u4ece\u800c\u52a0\u901f\u60a8\u7684\u4e1a\u52a1\u521b\u65b0\u548c\u589e\u957f\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528gCloud\u7684vertex<\/p>\n\n\n\n<p>\u4f7f\u7528 Google Cloud Vertex AI \u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa Google Cloud Platform \u5e10\u6237\u548c\u9879\u76ee\u3002<\/li>\n\n\n\n<li>\u5728 Google Cloud Console \u4e2d\u542f\u7528 Google Cloud Vertex AI \u670d\u52a1\u3002<\/li>\n\n\n\n<li>\u51c6\u5907\u60a8\u7684\u6570\u636e\u96c6\u3002Vertex AI \u652f\u6301\u591a\u79cd\u6570\u636e\u6e90\uff0c\u5305\u62ec Google Cloud Storage\u3001Google BigQuery\u3001CSV\u3001JSON \u7b49\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 Vertex AI \u7684\u6570\u636e\u51c6\u5907\u5de5\u5177\u6765\u6e05\u6d17\u548c\u9884\u5904\u7406\u60a8\u7684\u6570\u636e\u96c6\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528 Google Cloud Dataflow \u548c Apache Beam \u7b49\u5de5\u5177\u6765\u5bf9\u6570\u636e\u8fdb\u884c ETL \u5904\u7406\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 Vertex AI \u7684 AutoML \u5de5\u5177\u6216\u624b\u52a8\u8bad\u7ec3\u6a21\u578b\u3002Vertex AI \u652f\u6301\u591a\u79cd ML \u6846\u67b6\uff0c\u5305\u62ec TensorFlow\u3001PyTorch \u548c scikit-learn \u7b49\u3002<\/li>\n\n\n\n<li>\u5728\u8bad\u7ec3\u540e\u8bc4\u4f30\u6a21\u578b\u7684\u6027\u80fd\uff0c\u5e76\u4f7f\u7528 Vertex AI \u7684\u6a21\u578b\u89e3\u91ca\u6027\u5de5\u5177\u6765\u53ef\u89c6\u5316\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\u3002<\/li>\n\n\n\n<li>\u90e8\u7f72\u6a21\u578b\u5230\u751f\u4ea7\u73af\u5883\u4e2d\u3002Vertex AI \u652f\u6301\u591a\u79cd\u90e8\u7f72\u9009\u9879\uff0c\u5305\u62ec\u81ea\u6258\u7ba1\u548c\u81ea\u52a8\u6258\u7ba1\u3002<\/li>\n\n\n\n<li>\u76d1\u63a7\u548c\u7ba1\u7406\u60a8\u7684\u6a21\u578b\u3002Vertex AI \u63d0\u4f9b\u4e86\u5b9e\u65f6\u76d1\u63a7\u548c\u5206\u6790\u5de5\u5177\uff0c\u5e2e\u52a9\u60a8\u8ddf\u8e2a\u6a21\u578b\u7684\u6027\u80fd\u548c\u884c\u4e3a\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u4f7f\u7528 Vertex AI \u9700\u8981\u4e00\u5b9a\u7684 ML \u77e5\u8bc6\u548c\u7ecf\u9a8c\u3002\u5982\u679c\u60a8\u4e0d\u5177\u5907\u8db3\u591f\u7684\u7ecf\u9a8c\uff0c\u53ef\u4ee5\u4f7f\u7528 Vertex AI \u7684 AutoML \u5de5\u5177\u6765\u81ea\u52a8\u6784\u5efa\u548c\u8bad\u7ec3 ML \u6a21\u578b\uff0c\u4ece\u800c\u5feb\u901f\u5b9e\u73b0\u60a8\u7684\u4e1a\u52a1\u9700\u6c42\u3002\u540c\u65f6\uff0cGoogle Cloud \u4e5f\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u6587\u6863\u548c\u57f9\u8bad\u8d44\u6e90\uff0c\u5e2e\u52a9\u60a8\u66f4\u597d\u5730\u4e86\u89e3\u548c\u4f7f\u7528 Vertex AI\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdgCloud\u7684Spreedsheet<\/p>\n\n\n\n<p>Google Cloud \u7684 Spreadsheet \u662f\u4e00\u6b3e\u57fa\u4e8e\u4e91\u7aef\u7684\u7535\u5b50\u8868\u683c\u5de5\u5177\uff0c\u53ef\u7528\u4e8e\u6570\u636e\u5206\u6790\u548c\u534f\u4f5c\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528 Google Cloud Spreadsheet\uff0c\u60a8\u53ef\u4ee5\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa\u548c\u7f16\u8f91\u7535\u5b50\u8868\u683c\uff1a\u4f7f\u7528 Google Cloud Spreadsheet\uff0c\u60a8\u53ef\u4ee5\u521b\u5efa\u7535\u5b50\u8868\u683c\u3001\u6dfb\u52a0\u6570\u636e\u548c\u516c\u5f0f\uff0c\u5e76\u5c06\u5176\u5171\u4eab\u7ed9\u5176\u4ed6\u7528\u6237\u3002\u60a8\u8fd8\u53ef\u4ee5\u8bbe\u7f6e\u6743\u9650\uff0c\u63a7\u5236\u8c01\u53ef\u4ee5\u8bbf\u95ee\u548c\u7f16\u8f91\u7535\u5b50\u8868\u683c\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u5206\u6790\uff1aGoogle Cloud Spreadsheet \u5185\u7f6e\u4e86\u591a\u79cd\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u5305\u62ec\u7b5b\u9009\u5668\u3001\u6392\u5e8f\u5668\u3001\u56fe\u8868\u548c\u900f\u89c6\u8868\u7b49\u3002\u8fd9\u4e9b\u5de5\u5177\u53ef\u4ee5\u5e2e\u52a9\u60a8\u66f4\u597d\u5730\u7406\u89e3\u548c\u5206\u6790\u6570\u636e\uff0c\u5e76\u627e\u5230\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u548c\u8d8b\u52bf\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u5bfc\u5165\u548c\u5bfc\u51fa\uff1aGoogle Cloud Spreadsheet \u652f\u6301\u591a\u79cd\u6570\u636e\u6e90\u548c\u683c\u5f0f\uff0c\u5305\u62ec CSV\u3001Excel\u3001JSON \u548c Google Sheets \u7b49\u3002\u60a8\u53ef\u4ee5\u8f7b\u677e\u5730\u5c06\u6570\u636e\u5bfc\u5165\u5230\u7535\u5b50\u8868\u683c\u4e2d\uff0c\u4e5f\u53ef\u4ee5\u5c06\u7535\u5b50\u8868\u683c\u4e2d\u7684\u6570\u636e\u5bfc\u51fa\u4e3a\u5176\u4ed6\u683c\u5f0f\u3002<\/li>\n\n\n\n<li>\u5b9e\u65f6\u534f\u4f5c\uff1aGoogle Cloud Spreadsheet \u652f\u6301\u5b9e\u65f6\u534f\u4f5c\uff0c\u591a\u4e2a\u7528\u6237\u53ef\u4ee5\u540c\u65f6\u8bbf\u95ee\u548c\u7f16\u8f91\u540c\u4e00\u4e2a\u7535\u5b50\u8868\u683c\u3002\u60a8\u53ef\u4ee5\u5728\u7535\u5b50\u8868\u683c\u4e2d\u6dfb\u52a0\u8bc4\u8bba\u3001\u6807\u8bb0\u66f4\u6539\u5e76\u4e0e\u5176\u4ed6\u7528\u6237\u8fdb\u884c\u6c9f\u901a\u3002<\/li>\n\n\n\n<li>\u81ea\u52a8\u5316\uff1aGoogle Cloud Spreadsheet \u652f\u6301\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u4f8b\u5982\u811a\u672c\u548c\u5b8f\uff0c\u53ef\u5e2e\u52a9\u60a8\u81ea\u52a8\u6267\u884c\u91cd\u590d\u6027\u4efb\u52a1\uff0c\u63d0\u9ad8\u751f\u4ea7\u529b\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cGoogle Cloud Spreadsheet \u662f\u4e00\u4e2a\u57fa\u4e8e\u4e91\u7aef\u7684\u7535\u5b50\u8868\u683c\u5de5\u5177\uff0c\u9700\u8981\u7f51\u7edc\u8fde\u63a5\u624d\u80fd\u4f7f\u7528\u3002\u540c\u65f6\uff0cGoogle Cloud Spreadsheet \u4e5f\u6709\u4e00\u4e9b\u529f\u80fd\u548c\u9650\u5236\uff0c\u4e0e\u4f20\u7edf\u7684\u7535\u5b50\u8868\u683c\u5de5\u5177\u6709\u6240\u4e0d\u540c\u3002\u5982\u679c\u60a8\u9700\u8981\u66f4\u9ad8\u7ea7\u7684\u6570\u636e\u5206\u6790\u548c\u5904\u7406\u5de5\u5177\uff0c\u5efa\u8bae\u4f7f\u7528 Google Cloud \u7684 BigQuery \u548c Data Studio \u7b49\u5de5\u5177\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528gCloud\u7684Spreedsheet<\/p>\n\n\n\n<p>\u4f7f\u7528 Google Cloud Spreadsheet \u662f\u975e\u5e38\u7b80\u5355\u548c\u76f4\u89c2\u7684\uff0c\u4e0b\u9762\u662f\u4e00\u4e9b\u57fa\u672c\u7684\u6b65\u9aa4\u548c\u64cd\u4f5c\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u767b\u5f55 Google Cloud\uff1a\u8bbf\u95ee Google Cloud \u4e3b\u9875\uff08<a href=\"https:\/\/cloud.google.com\/%EF%BC%89%E5%B9%B6%E7%99%BB%E5%BD%95%E6%82%A8%E7%9A%84%E8%B4%A6%E6%88%B7%E3%80%82%E5%A6%82%E6%9E%9C%E6%82%A8%E6%B2%A1%E6%9C%89\">https:\/\/cloud.google.com\/\uff09\u5e76\u767b\u5f55\u60a8\u7684\u8d26\u6237\u3002\u5982\u679c\u60a8\u6ca1\u6709<\/a> Google Cloud \u8d26\u6237\uff0c\u8bf7\u5148\u6ce8\u518c\u4e00\u4e2a\u3002<\/li>\n\n\n\n<li>\u521b\u5efa\u7535\u5b50\u8868\u683c\uff1a\u5728 Google Cloud \u4e3b\u9875\u4e2d\uff0c\u70b9\u51fb \u201c\u6587\u6863\u201d\uff08Docs\uff09 \u6309\u94ae\uff0c\u5e76\u9009\u62e9 \u201c\u7535\u5b50\u8868\u683c\u201d\uff08Sheets\uff09\u9009\u9879\u3002\u8fd9\u5c06\u6253\u5f00\u4e00\u4e2a\u65b0\u7684\u7535\u5b50\u8868\u683c\uff0c\u60a8\u53ef\u4ee5\u5728\u5176\u4e2d\u8f93\u5165\u6570\u636e\u548c\u516c\u5f0f\u3002<\/li>\n\n\n\n<li>\u6dfb\u52a0\u6570\u636e\uff1a\u5728\u7535\u5b50\u8868\u683c\u4e2d\u8f93\u5165\u6570\u636e\uff0c\u53ef\u4ee5\u76f4\u63a5\u8f93\u5165\u6216\u8005\u590d\u5236\u7c98\u8d34\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u516c\u5f0f\u548c\u51fd\u6570\u5bf9\u6570\u636e\u8fdb\u884c\u8ba1\u7b97\u548c\u5904\u7406\u3002\u4f8b\u5982\uff0cSUM \u51fd\u6570\u53ef\u4ee5\u5bf9\u9009\u5b9a\u533a\u57df\u7684\u6570\u5b57\u6c42\u548c\u3002<\/li>\n\n\n\n<li>\u683c\u5f0f\u5316\u6570\u636e\uff1a\u60a8\u53ef\u4ee5\u4f7f\u7528 Google Cloud Spreadsheet \u7684\u683c\u5f0f\u5316\u5de5\u5177\u6765\u7f8e\u5316\u60a8\u7684\u7535\u5b50\u8868\u683c\u3002\u4f8b\u5982\uff0c\u60a8\u53ef\u4ee5\u66f4\u6539\u5b57\u4f53\u3001\u989c\u8272\u3001\u5927\u5c0f\u7b49\u7b49\u3002\u8fd8\u53ef\u4ee5\u6dfb\u52a0\u8868\u683c\u6837\u5f0f\uff0c\u5982\u8fb9\u6846\u548c\u80cc\u666f\u8272\u7b49\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u5206\u6790\uff1aGoogle Cloud Spreadsheet 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\u652f\u6301\u5b9e\u65f6\u534f\u4f5c\uff0c\u591a\u4e2a\u7528\u6237\u53ef\u4ee5\u540c\u65f6\u8bbf\u95ee\u548c\u7f16\u8f91\u540c\u4e00\u4e2a\u7535\u5b50\u8868\u683c\u3002\u60a8\u53ef\u4ee5\u5728\u7535\u5b50\u8868\u683c\u4e2d\u6dfb\u52a0\u8bc4\u8bba\u3001\u6807\u8bb0\u66f4\u6539\u5e76\u4e0e\u5176\u4ed6\u7528\u6237\u8fdb\u884c\u6c9f\u901a\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u5bfc\u5165\u548c\u5bfc\u51fa\uff1aGoogle Cloud Spreadsheet \u652f\u6301\u591a\u79cd\u6570\u636e\u6e90\u548c\u683c\u5f0f\uff0c\u5305\u62ec CSV\u3001Excel\u3001JSON \u548c Google Sheets \u7b49\u3002\u60a8\u53ef\u4ee5\u8f7b\u677e\u5730\u5c06\u6570\u636e\u5bfc\u5165\u5230\u7535\u5b50\u8868\u683c\u4e2d\uff0c\u4e5f\u53ef\u4ee5\u5c06\u7535\u5b50\u8868\u683c\u4e2d\u7684\u6570\u636e\u5bfc\u51fa\u4e3a\u5176\u4ed6\u683c\u5f0f\u3002<\/li>\n\n\n\n<li>\u81ea\u52a8\u5316\uff1aGoogle Cloud Spreadsheet \u652f\u6301\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u4f8b\u5982\u811a\u672c\u548c\u5b8f\uff0c\u53ef\u5e2e\u52a9\u60a8\u81ea\u52a8\u6267\u884c\u91cd\u590d\u6027\u4efb\u52a1\uff0c\u63d0\u9ad8\u751f\u4ea7\u529b\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cGoogle Cloud Spreadsheet \u8fd8\u6709\u5176\u4ed6\u9ad8\u7ea7\u7684\u529f\u80fd\u548c\u9650\u5236\uff0c\u5982\u6570\u636e\u4fdd\u62a4\u548c\u81ea\u5b9a\u4e49\u5e94\u7528\u7b49\u3002\u5982\u679c\u60a8\u9700\u8981\u66f4\u6df1\u5165\u7684\u4e86\u89e3\uff0c\u8bf7\u67e5\u9605 Google Cloud Spreadsheet \u7684\u6587\u6863\u548c\u6559\u7a0b\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdgCloud\u7684dataportal<\/p>\n\n\n\n<p>gCloud\u7684dataportal\u662f\u4e00\u4e2a\u6570\u636e\u95e8\u6237\uff0c\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u5728\u4e00\u4e2a\u96c6\u4e2d\u7684\u5730\u65b9\u67e5\u770b\u548c\u7ba1\u7406\u4ed6\u4eec\u5728Google Cloud Platform\u4e0a\u7684\u5404\u79cd\u6570\u636e\u8d44\u4ea7\u3002dataportal\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u89c6\u5316\u7684\u754c\u9762\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u67e5\u770b\u548c\u7ba1\u7406\u6570\u636e\u96c6\u3001\u6570\u636e\u6d41\u548c\u4e91\u5b58\u50a8\u6876\u7b49\u3002<\/p>\n\n\n\n<p>dataportal\u652f\u6301\u591a\u79cd\u6570\u636e\u6e90\uff0c\u5305\u62ecBigQuery\u3001Cloud Storage\u3001Datastore\u3001Pub\/Sub\u548cCloud SQL\u7b49\u3002\u7528\u6237\u53ef\u4ee5\u5728dataportal\u4e2d\u8f7b\u677e\u6d4f\u89c8\u548c\u53d1\u73b0\u4ed6\u4eec\u7684\u6570\u636e\u96c6\uff0c\u5e76\u6267\u884c\u5404\u79cd\u64cd\u4f5c\uff0c\u4f8b\u5982\u5bfc\u51fa\u3001\u590d\u5236\u548c\u5171\u4eab\u6570\u636e\u96c6\u3002\u6b64\u5916\uff0cdataportal\u8fd8\u63d0\u4f9b\u4e86\u4e00\u4e9b\u5185\u7f6e\u7684\u5206\u6790\u548c\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u5206\u6790\u4ed6\u4eec\u7684\u6570\u636e\u96c6\uff0c\u5e76\u751f\u6210\u5404\u79cd\u62a5\u8868\u548c\u56fe\u8868\u3002<\/p>\n\n\n\n<p>\u5728dataportal\u4e2d\uff0c\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u67e5\u627e\u5e76\u6d4f\u89c8\u5404\u79cd\u6570\u636e\u8d44\u6e90\uff0c\u5305\u62ec\u6570\u636e\u96c6\u3001\u8868\u3001\u89c6\u56fe\u3001\u6a21\u578b\u7b49\u3002\u7528\u6237\u8fd8\u53ef\u4ee5\u4f7f\u7528\u5185\u7f6e\u7684\u641c\u7d22\u529f\u80fd\u6765\u67e5\u627e\u7279\u5b9a\u7684\u6570\u636e\u8d44\u6e90\u3002\u6b64\u5916\uff0cdataportal\u8fd8\u652f\u6301\u5206\u5c42\u6388\u6743\u6a21\u578b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u7ba1\u7406\u6570\u636e\u8d44\u6e90\u7684\u8bbf\u95ee\u6743\u9650\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0cdataportal\u662fgCloud\u63d0\u4f9b\u7684\u4e00\u4e2a\u5f3a\u5927\u7684\u6570\u636e\u7ba1\u7406\u5de5\u5177\uff0c\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u8f7b\u677e\u5730\u7ba1\u7406\u548c\u63a7\u5236\u4ed6\u4eec\u5728Google Cloud Platform\u4e0a\u7684\u5404\u79cd\u6570\u636e\u8d44\u4ea7\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528gCloud\u7684dataportal<\/p>\n\n\n\n<p>\u4f7f\u7528gCloud\u7684dataportal\u53ef\u4ee5\u8ba9\u7528\u6237\u8f7b\u677e\u5730\u7ba1\u7406\u548c\u63a7\u5236\u4ed6\u4eec\u5728Google Cloud Platform\u4e0a\u7684\u5404\u79cd\u6570\u636e\u8d44\u4ea7\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528dataportal\u7684\u4e00\u4e9b\u5e38\u89c1\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6253\u5f00dataportal\u9875\u9762\uff1a\u767b\u5f55Google Cloud Platform\uff0c\u7136\u540e\u70b9\u51fb\u9876\u90e8\u5bfc\u822a\u680f\u4e0a\u7684\u201cdataportal\u201d\u6309\u94ae\uff0c\u8fdb\u5165dataportal\u9875\u9762\u3002<\/li>\n\n\n\n<li>\u5bfc\u822a\u548c\u641c\u7d22\uff1a\u5728dataportal\u9875\u9762\uff0c\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u5de6\u4fa7\u7684\u5bfc\u822a\u83dc\u5355\u6765\u67e5\u770b\u548c\u6d4f\u89c8\u4e0d\u540c\u7684\u6570\u636e\u8d44\u6e90\uff0c\u5305\u62ec\u6570\u636e\u96c6\u3001\u8868\u3001\u89c6\u56fe\u3001\u6a21\u578b\u7b49\u3002\u7528\u6237\u8fd8\u53ef\u4ee5\u4f7f\u7528\u9876\u90e8\u7684\u641c\u7d22\u6846\u6765\u67e5\u627e\u7279\u5b9a\u7684\u6570\u636e\u8d44\u6e90\u3002<\/li>\n\n\n\n<li>\u67e5\u770b\u548c\u7f16\u8f91\u6570\u636e\u96c6\uff1a\u9009\u62e9\u8981\u67e5\u770b\u7684\u6570\u636e\u96c6\uff0c\u70b9\u51fb\u5176\u540d\u79f0\u5373\u53ef\u8fdb\u5165\u6570\u636e\u96c6\u7684\u8be6\u7ec6\u4fe1\u606f\u9875\u9762\u3002\u5728\u8fd9\u91cc\uff0c\u7528\u6237\u53ef\u4ee5\u67e5\u770b\u6570\u636e\u96c6\u7684\u6a21\u5f0f\u3001\u5927\u5c0f\u548c\u5143\u6570\u636e\u4fe1\u606f\u3002\u7528\u6237\u8fd8\u53ef\u4ee5\u901a\u8fc7\u5355\u51fb\u201c\u67e5\u770b\u6570\u636e\u201d\u6309\u94ae\u6765\u67e5\u770b\u6570\u636e\u96c6\u7684\u5185\u5bb9\uff0c\u5e76\u8fdb\u884c\u8fc7\u6ee4\u3001\u6392\u5e8f\u548c\u641c\u7d22\u7b49\u64cd\u4f5c\u3002\u5982\u679c\u9700\u8981\u521b\u5efa\u6216\u7f16\u8f91\u6570\u636e\u96c6\uff0c\u53ef\u4ee5\u5355\u51fb\u201c\u7f16\u8f91\u6a21\u5f0f\u201d\u6309\u94ae\uff0c\u8fdb\u5165\u6570\u636e\u96c6\u7684\u7f16\u8f91\u6a21\u5f0f\u3002<\/li>\n\n\n\n<li>\u5bfc\u51fa\u6570\u636e\uff1a\u5728\u6570\u636e\u96c6\u7684\u8be6\u7ec6\u4fe1\u606f\u9875\u9762\uff0c\u7528\u6237\u53ef\u4ee5\u9009\u62e9\u5c06\u6570\u636e\u5bfc\u51fa\u5230\u4e0d\u540c\u7684\u683c\u5f0f\uff0c\u4f8b\u5982CSV\u3001JSON\u6216AVRO\u7b49\u3002\u7528\u6237\u8fd8\u53ef\u4ee5\u9009\u62e9\u5bfc\u51fa\u6574\u4e2a\u6570\u636e\u96c6\u6216\u7279\u5b9a\u7684\u67e5\u8be2\u7ed3\u679c\u3002<\/li>\n\n\n\n<li>\u7ba1\u7406\u6743\u9650\uff1a\u5728dataportal\u4e2d\uff0c\u7528\u6237\u53ef\u4ee5\u7ba1\u7406\u6570\u636e\u8d44\u6e90\u7684\u8bbf\u95ee\u6743\u9650\u3002\u4f8b\u5982\uff0c\u7528\u6237\u53ef\u4ee5\u6388\u4e88\u5176\u4ed6\u7528\u6237\u6216\u7ec4\u5bf9\u6570\u636e\u96c6\u7684\u8bfb\u53d6\u6216\u5199\u5165\u6743\u9650\uff0c\u6216\u8005\u9650\u5236\u67d0\u4e9b\u7528\u6237\u6216\u7ec4\u7684\u8bbf\u95ee\u6743\u9650\u3002<\/li>\n\n\n\n<li>\u5206\u6790\u548c\u53ef\u89c6\u5316\uff1adataportal\u63d0\u4f9b\u4e86\u4e00\u4e9b\u5185\u7f6e\u7684\u5206\u6790\u548c\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u5206\u6790\u4ed6\u4eec\u7684\u6570\u636e\u96c6\uff0c\u5e76\u751f\u6210\u5404\u79cd\u62a5\u8868\u548c\u56fe\u8868\u3002\u4f8b\u5982\uff0c\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u5185\u7f6e\u7684\u6570\u636e\u5206\u6790\u5668\u6765\u5206\u6790\u548c\u63a2\u7d22\u6570\u636e\u96c6\uff0c\u6216\u8005\u4f7f\u7528\u5185\u7f6e\u7684\u6570\u636e\u53ef\u89c6\u5316\u5de5\u5177\u6765\u751f\u6210\u5404\u79cd\u56fe\u8868\u548c\u53ef\u89c6\u5316\u6548\u679c\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4f7f\u7528gCloud\u7684dataportal\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u8f7b\u677e\u5730\u7ba1\u7406\u548c\u63a7\u5236\u4ed6\u4eec\u5728Google Cloud Platform\u4e0a\u7684\u5404\u79cd\u6570\u636e\u8d44\u4ea7\uff0c\u5305\u62ec\u6570\u636e\u96c6\u3001\u8868\u3001\u89c6\u56fe\u3001\u6a21\u578b\u7b49\u3002\u901a\u8fc7dataportal\uff0c\u7528\u6237\u53ef\u4ee5\u67e5\u770b\u548c\u7f16\u8f91\u6570\u636e\u96c6\uff0c\u5bfc\u51fa\u6570\u636e\uff0c\u7ba1\u7406\u6743\u9650\uff0c\u4ee5\u53ca\u5206\u6790\u548c\u53ef\u89c6\u5316\u6570\u636e\u7b49\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdgCloud\u7684optimize<\/p>\n\n\n\n<p>Google Optimize\u662f\u4e00\u6b3e\u57fa\u4e8e\u4e91\u7684A\/B\u6d4b\u8bd5\u548c\u4e2a\u6027\u5316\u4ea7\u54c1\u3002\u5b83\u5141\u8bb8\u60a8\u521b\u5efa\u5e76\u8fd0\u884cA\/B\u6d4b\u8bd5\uff0c\u4ee5\u4fbf\u6d4b\u8bd5\u54ea\u4e2a\u7248\u672c\u7684\u7f51\u9875\u6216\u5e94\u7528\u6548\u679c\u66f4\u597d\uff0c\u4ee5\u53ca\u5b9e\u65bd\u4e2a\u6027\u5316\u7684\u5185\u5bb9\uff0c\u4ee5\u63d0\u9ad8\u8f6c\u5316\u7387\u548c\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662fGoogle Optimize\u7684\u4e3b\u8981\u529f\u80fd\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>A\/B\u6d4b\u8bd5\uff1a\u521b\u5efa\u548c\u8fd0\u884cA\/B\u6d4b\u8bd5\uff0c\u4ee5\u786e\u5b9a\u54ea\u4e2a\u7248\u672c\u7684\u9875\u9762\u6216\u5e94\u7528\u53ef\u4ee5\u63d0\u9ad8\u8f6c\u5316\u7387\u548c\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n\n\n\n<li>\u591a\u53d8\u91cf\u6d4b\u8bd5\uff1a\u901a\u8fc7\u66f4\u6539\u9875\u9762\u5143\u7d20\u7684\u591a\u4e2a\u53d8\u91cf\u6765\u521b\u5efa\u548c\u8fd0\u884c\u6d4b\u8bd5\uff0c\u4ee5\u786e\u5b9a\u54ea\u79cd\u7ec4\u5408\u6700\u6709\u6548\u3002<\/li>\n\n\n\n<li>\u91cd\u5b9a\u5411\u6d4b\u8bd5\uff1a\u901a\u8fc7\u6bd4\u8f83\u591a\u4e2a\u9875\u9762\u6765\u6d4b\u8bd5\u7279\u5b9a\u53d8\u5316\u7684\u5f71\u54cd\u3002<\/li>\n\n\n\n<li>\u4e2a\u6027\u5316\u4f53\u9a8c\uff1a\u57fa\u4e8e\u7528\u6237\u7684\u5c5e\u6027\u548c\u884c\u4e3a\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u5185\u5bb9\uff0c\u4ee5\u6539\u5584\u4ed6\u4eec\u7684\u4f53\u9a8c\u5e76\u63d0\u9ad8\u8f6c\u5316\u7387\u3002<\/li>\n\n\n\n<li>\u76f4\u89c2\u7684\u7f16\u8f91\u5668\uff1aOptimize\u5177\u6709\u76f4\u89c2\u7684\u53ef\u89c6\u5316\u7f16\u8f91\u5668\uff0c\u4f7f\u60a8\u53ef\u4ee5\u8f7b\u677e\u66f4\u6539\u9875\u9762\u5143\u7d20\u5e76\u521b\u5efa\u6d4b\u8bd5\u3002<\/li>\n\n\n\n<li>\u4e0eGoogle Analytics\u7684\u96c6\u6210\uff1aOptimize\u4e0eGoogle Analytics\u7d27\u5bc6\u96c6\u6210\uff0c\u4f7f\u60a8\u53ef\u4ee5\u4f7f\u7528\u5df2\u6709\u7684\u6570\u636e\u6765\u6307\u5bfc\u60a8\u7684\u6d4b\u8bd5\u548c\u4e2a\u6027\u5316\u3002<\/li>\n\n\n\n<li>\u4e0e\u5176\u4ed6Google\u4ea7\u54c1\u7684\u96c6\u6210\uff1aOptimize\u53ef\u4ee5\u4e0eGoogle Ads\u548cGoogle Tag Manager\u7b49\u5176\u4ed6Google\u4ea7\u54c1\u96c6\u6210\uff0c\u4ee5\u5b9e\u73b0\u66f4\u5e7f\u6cdb\u7684\u5e02\u573a\u8425\u9500\u548c\u4f18\u5316\u76ee\u6807\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4f7f\u7528Google Optimize\u53ef\u4ee5\u5e2e\u52a9\u60a8\u63d0\u9ad8\u60a8\u7684\u7f51\u7ad9\u548c\u5e94\u7528\u7684\u8f6c\u5316\u7387\uff0c\u5e76\u63d0\u9ad8\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528gCloud\u7684optimize<\/p>\n\n\n\n<p>\u4f7f\u7528gCloud\u7684Optimize\uff0c\u60a8\u53ef\u4ee5\u8f7b\u677e\u5730\u521b\u5efa\u548c\u8fd0\u884cA\/B\u6d4b\u8bd5\u548c\u4e2a\u6027\u5316\u4f53\u9a8c\u6765\u63d0\u9ad8\u7f51\u7ad9\u548c\u5e94\u7528\u7684\u8f6c\u5316\u7387\u548c\u7528\u6237\u4f53\u9a8c\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u4f7f\u7528gCloud Optimize\u7684\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efaOptimize\u8d26\u6237\uff1a\u9996\u5148\uff0c\u60a8\u9700\u8981\u521b\u5efa\u4e00\u4e2aOptimize\u8d26\u6237\uff0c\u8be5\u8d26\u6237\u4e0e\u60a8\u7684Google Analytics\u8d26\u6237\u5173\u8054\u3002\u5728\u521b\u5efa\u8d26\u6237\u65f6\uff0c\u60a8\u5c06\u9700\u8981\u63d0\u4f9b\u4e00\u4e9b\u57fa\u672c\u4fe1\u606f\u548c\u8bbe\u7f6e\uff0c\u5982\u8d26\u6237\u540d\u79f0\u3001\u65f6\u533a\u548c\u76ee\u6807\u7f51\u7ad9\u6216\u5e94\u7528\u3002<\/li>\n\n\n\n<li>\u6dfb\u52a0Optimize\u6807\u8bb0\uff1a\u4e3a\u4e86\u4f7fOptimize\u80fd\u591f\u8ddf\u8e2a\u60a8\u7684\u7f51\u7ad9\u6216\u5e94\u7528\u7684\u884c\u4e3a\uff0c\u60a8\u9700\u8981\u5c06Optimize\u6807\u8bb0\u6dfb\u52a0\u5230\u60a8\u7684\u7f51\u7ad9\u6216\u5e94\u7528\u4ee3\u7801\u4e2d\u3002\u8fd9\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528Google Tag Manager\u6216\u624b\u52a8\u6dfb\u52a0Optimize\u6807\u8bb0\u6765\u5b8c\u6210\u3002<\/li>\n\n\n\n<li>\u521b\u5efa\u5b9e\u9a8c\uff1a\u5728Optimize\u4e2d\uff0c\u60a8\u53ef\u4ee5\u521b\u5efaA\/B\u6d4b\u8bd5\u6216\u4e2a\u6027\u5316\u4f53\u9a8c\u3002\u5728\u521b\u5efa\u5b9e\u9a8c\u65f6\uff0c\u60a8\u9700\u8981\u9009\u62e9\u8981\u6d4b\u8bd5\u7684\u9875\u9762\u3001\u53d8\u4f53\u548c\u76ee\u6807\u6307\u6807\u3002\u60a8\u8fd8\u53ef\u4ee5\u4f7f\u7528\u53ef\u89c6\u5316\u7f16\u8f91\u5668\u66f4\u6539\u9875\u9762\u5143\u7d20\uff0c\u5982\u6807\u9898\u3001\u6587\u672c\u548c\u56fe\u50cf\u3002<\/li>\n\n\n\n<li>\u8fd0\u884c\u5b9e\u9a8c\uff1a\u4e00\u65e6\u60a8\u521b\u5efa\u4e86\u5b9e\u9a8c\u5e76\u8fdb\u884c\u4e86\u5fc5\u8981\u7684\u8bbe\u7f6e\u548c\u7f16\u8f91\uff0c\u60a8\u53ef\u4ee5\u5c06\u5176\u53d1\u5e03\u5e76\u8fd0\u884c\u3002Optimize\u4f1a\u5c06\u6d41\u91cf\u5206\u914d\u7ed9\u539f\u59cb\u9875\u9762\u548c\u53d8\u4f53\uff0c\u7136\u540e\u8ddf\u8e2a\u5b83\u4eec\u7684\u8868\u73b0\u3002<\/li>\n\n\n\n<li>\u67e5\u770b\u7ed3\u679c\uff1a\u5728\u5b9e\u9a8c\u8fd0\u884c\u671f\u95f4\uff0c\u60a8\u53ef\u4ee5\u5728Optimize\u4e2d\u67e5\u770b\u6570\u636e\u548c\u7ed3\u679c\u3002\u60a8\u53ef\u4ee5\u67e5\u770b\u54ea\u4e2a\u53d8\u4f53\u6548\u679c\u6700\u597d\uff0c\u54ea\u4e9b\u6307\u6807\u5b9e\u73b0\u4e86\u6700\u4f73\u8868\u73b0\uff0c\u5e76\u8fdb\u884c\u5176\u4ed6\u5206\u6790\u3002<\/li>\n\n\n\n<li>\u5b9e\u65bd\u6539\u8fdb\uff1a\u57fa\u4e8e\u60a8\u7684\u5b9e\u9a8c\u7ed3\u679c\uff0c\u60a8\u53ef\u4ee5\u5236\u5b9a\u8ba1\u5212\u5e76\u5b9e\u65bd\u6539\u8fdb\u3002\u5982\u679c\u60a8\u53d1\u73b0\u67d0\u4e2a\u53d8\u4f53\u6548\u679c\u66f4\u597d\uff0c\u60a8\u53ef\u4ee5\u5c06\u5176\u4fdd\u7559\u5e76\u5e94\u7528\u4e8e\u7f51\u7ad9\u6216\u5e94\u7528\u3002\u5982\u679c\u60a8\u53d1\u73b0\u67d0\u4e9b\u5143\u7d20\u9700\u8981\u6539\u8fdb\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528Optimize\u7684\u53ef\u89c6\u5316\u7f16\u8f91\u5668\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u66f4\u6539\u548c\u6d4b\u8bd5\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u603b\u4e4b\uff0cgCloud\u7684Optimize\u662f\u4e00\u4e2a\u529f\u80fd\u5f3a\u5927\u4e14\u6613\u4e8e\u4f7f\u7528\u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u5e2e\u52a9\u60a8\u63d0\u9ad8\u7f51\u7ad9\u548c\u5e94\u7528\u7684\u8f6c\u5316\u7387\u548c\u7528\u6237\u4f53\u9a8c\u3002\u901a\u8fc7\u4f7f\u7528Optimize\uff0c\u60a8\u53ef\u4ee5\u8fdb\u884cA\/B\u6d4b\u8bd5\u548c\u4e2a\u6027\u5316\u4f53\u9a8c\uff0c\u5e76\u6839\u636e\u5b9e\u9a8c\u7ed3\u679c\u5236\u5b9a\u6539\u8fdb\u8ba1\u5212\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdGoogle Tag Manager<\/p>\n\n\n\n<p>Google Tag Manager\u662f\u4e00\u6b3e\u7531Google\u63d0\u4f9b\u7684\u6807\u7b7e\u7ba1\u7406\u5de5\u5177\uff0c\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u5728\u7f51\u7ad9\u4e0a\u6dfb\u52a0\u3001\u66f4\u65b0\u548c\u7ba1\u7406\u7b2c\u4e09\u65b9\u8ddf\u8e2a\u4ee3\u7801\u548c\u7f51\u7ad9\u5206\u6790\u6807\u7b7e\u3002\u901a\u8fc7\u4f7f\u7528Google Tag Manager\uff0c\u7528\u6237\u53ef\u4ee5\u66f4\u8f7b\u677e\u5730\u7ba1\u7406\u7f51\u7ad9\u6807\u7b7e\uff0c\u4ece\u800c\u66f4\u597d\u5730\u4e86\u89e3\u7f51\u7ad9\u8bbf\u95ee\u8005\u7684\u884c\u4e3a\u548c\u4e92\u52a8\uff0c\u5e76\u66f4\u597d\u5730\u4f18\u5316\u5176\u7f51\u7ad9\u3002<\/p>\n\n\n\n<p>\u4e0b\u9762\u662fGoogle Tag Manager\u7684\u4e00\u4e9b\u4e3b\u8981\u529f\u80fd\u548c\u7279\u70b9\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6807\u7b7e\u7ba1\u7406\uff1aGoogle Tag Manager\u53ef\u4ee5\u96c6\u4e2d\u7ba1\u7406\u7f51\u7ad9\u4e0a\u7684\u6240\u6709\u6807\u7b7e\uff0c\u5305\u62ecGoogle Analytics\u3001AdWords\u3001DoubleClick\u3001Bing\u7b49\u3002<\/li>\n\n\n\n<li>\u7248\u672c\u63a7\u5236\uff1aGoogle Tag Manager\u5141\u8bb8\u7528\u6237\u5bf9\u6807\u7b7e\u7684\u53d8\u5316\u8fdb\u884c\u7248\u672c\u63a7\u5236\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u67e5\u770b\u548c\u56de\u6eda\u4ee5\u524d\u7684\u7248\u672c\u3002<\/li>\n\n\n\n<li>\u81ea\u5b9a\u4e49\u6807\u7b7e\uff1a\u9664\u4e86\u9884\u5b9a\u4e49\u7684\u6807\u7b7e\u7c7b\u578b\u5916\uff0cGoogle Tag Manager\u8fd8\u652f\u6301\u81ea\u5b9a\u4e49HTML\u3001JavaScript\u548c\u7b2c\u4e09\u65b9\u6807\u7b7e\u3002<\/li>\n\n\n\n<li>\u89e6\u53d1\u5668\uff1aGoogle Tag Manager\u4f7f\u7528\u89e6\u53d1\u5668\u6765\u63a7\u5236\u6807\u7b7e\u4f55\u65f6\u5e94\u8be5\u89e6\u53d1\uff0c\u4f8b\u5982\u5728\u9875\u9762\u52a0\u8f7d\u65f6\u3001\u6309\u94ae\u70b9\u51fb\u65f6\u7b49\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u5c42\uff1aGoogle Tag Manager\u4f7f\u7528\u6570\u636e\u5c42\u6765\u5728\u7f51\u7ad9\u548c\u6807\u7b7e\u4e4b\u95f4\u4f20\u9012\u6570\u636e\uff0c\u4ee5\u786e\u4fdd\u6807\u7b7e\u6b63\u786e\u5730\u6536\u96c6\u548c\u5904\u7406\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u9884\u89c8\u548c\u53d1\u5e03\uff1aGoogle Tag Manager\u63d0\u4f9b\u4e86\u4e00\u4e2a\u9884\u89c8\u548c\u53d1\u5e03\u529f\u80fd\uff0c\u53ef\u4ee5\u5728\u53d1\u5e03\u6807\u7b7e\u4e4b\u524d\u9884\u89c8\u548c\u6d4b\u8bd5\u6807\u7b7e\u7684\u884c\u4e3a\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4f7f\u7528Google Tag Manager\u9700\u8981\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5728Google Tag Manager\u7f51\u7ad9\u4e0a\u521b\u5efa\u4e00\u4e2a\u5e10\u6237\u3002<\/li>\n\n\n\n<li>\u5728Google Tag Manager\u4e2d\u521b\u5efa\u4e00\u4e2a\u5bb9\u5668\uff0c\u7136\u540e\u5c06\u5bb9\u5668\u4ee3\u7801\u6dfb\u52a0\u5230\u7f51\u7ad9\u7684\u6bcf\u4e2a\u9875\u9762\u4e0a\u3002<\/li>\n\n\n\n<li>\u5728Google Tag Manager\u4e2d\u6dfb\u52a0\u6240\u9700\u7684\u6807\u7b7e\u548c\u89e6\u53d1\u5668\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528Google Tag Manager\u7684\u9884\u89c8\u548c\u8c03\u8bd5\u529f\u80fd\u6765\u6d4b\u8bd5\u6807\u7b7e\u548c\u89e6\u53d1\u5668\u7684\u884c\u4e3a\u3002<\/li>\n\n\n\n<li>\u5728\u6d4b\u8bd5\u5b8c\u6210\u540e\uff0c\u53d1\u5e03Google Tag Manager\u5bb9\u5668\u7684\u66f4\u6539\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google Tag Manager\u5bf9\u4e8e\u90a3\u4e9b\u9700\u8981\u5728\u7f51\u7ad9\u4e0a\u6dfb\u52a0\u591a\u4e2a\u6807\u7b7e\u7684\u7528\u6237\u6765\u8bf4\u975e\u5e38\u6709\u7528\uff0c\u53ef\u4ee5\u7b80\u5316\u6807\u7b7e\u7ba1\u7406\u8fc7\u7a0b\uff0c\u5e76\u63d0\u4f9b\u66f4\u597d\u7684\u6570\u636e\u6536\u96c6\u548c\u5206\u6790\u529f\u80fd\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528Google Tag Manager<\/p>\n\n\n\n<p>Google Tag Manager (GTM)\u662f\u4e00\u4e2a\u7531Google\u63d0\u4f9b\u7684\u6807\u7b7e\u7ba1\u7406\u5de5\u5177\uff0c\u5b83\u53ef\u4ee5\u7b80\u5316\u5c06\u591a\u4e2a\u6807\u7b7e\uff08\u5982Google Analytics\u3001AdWords\u3001DoubleClick\u7b49\uff09\u6dfb\u52a0\u5230\u7f51\u7ad9\u6216\u79fb\u52a8\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u8fc7\u7a0b\u3002\u901a\u8fc7\u4f7f\u7528GTM\uff0c\u60a8\u53ef\u4ee5\u66f4\u8f7b\u677e\u5730\u8ddf\u8e2a\u548c\u5206\u6790\u60a8\u7684\u7f51\u7ad9\u6216\u5e94\u7528\u7a0b\u5e8f\u4e0a\u7684\u7528\u6237\u884c\u4e3a\u3002<\/p>\n\n\n\n<p>\u4e0b\u9762\u662f\u4f7f\u7528Google Tag Manager\u7684\u57fa\u672c\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efaTag Manager\u5e10\u6237\uff1a\u8bbf\u95eetagmanager.google.com\u5e76\u521b\u5efa\u4e00\u4e2a\u65b0\u7684Tag Manager\u5e10\u6237\u3002\u9700\u8981\u4e0e\u60a8\u7684Google Analytics\u5e10\u6237\u5173\u8054\u3002<\/li>\n\n\n\n<li>\u5b89\u88c5Tag Manager\u4ee3\u7801\uff1a\u5728\u60a8\u7684\u7f51\u7ad9\u6216\u5e94\u7528\u7a0b\u5e8f\u4e2d\u5b89\u88c5GTM\u4ee3\u7801\u3002\u6b64\u4ee3\u7801\u5c06\u5145\u5f53\u7ba1\u7406\u548c\u6267\u884c\u6240\u6709\u6807\u7b7e\u7684\u4e2d\u5fc3\u3002\u5b89\u88c5\u540e\uff0c\u60a8\u53ef\u4ee5\u4f7f\u7528GTM\u6765\u6dfb\u52a0\u548c\u7ba1\u7406\u6807\u7b7e\u3002<\/li>\n\n\n\n<li>\u6dfb\u52a0\u6807\u7b7e\uff1a\u767b\u5f55Tag Manager\u5e10\u6237\u540e\uff0c\u60a8\u53ef\u4ee5\u6dfb\u52a0\u65b0\u7684\u6807\u7b7e\u3002\u6807\u7b7e\u5305\u62ec\u811a\u672c\u4ee3\u7801\uff0c\u7528\u4e8e\u8ddf\u8e2a\u7f51\u7ad9\u6216\u5e94\u7528\u7a0b\u5e8f\u4e0a\u7684\u7528\u6237\u6d3b\u52a8\uff0c\u4f8b\u5982\u9875\u9762\u6d4f\u89c8\u91cf\u3001\u6309\u94ae\u70b9\u51fb\u7b49\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e\u53d8\u91cf\uff1a\u6807\u7b7e\u901a\u5e38\u9700\u8981\u8bbf\u95ee\u7f51\u7ad9\u6216\u5e94\u7528\u7a0b\u5e8f\u7684\u4e00\u4e9b\u6570\u636e\uff0c\u4f8b\u5982\u7279\u5b9a\u9875\u9762\u7684URL\u3001\u70b9\u51fb\u6309\u94ae\u7684ID\u7b49\u3002\u60a8\u53ef\u4ee5\u901a\u8fc7\u914d\u7f6e\u53d8\u91cf\u6765\u63d0\u4f9b\u8fd9\u4e9b\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u53d1\u5e03\u66f4\u6539\uff1a\u6dfb\u52a0\u6807\u7b7e\u548c\u53d8\u91cf\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u70b9\u51fb\u201c\u63d0\u4ea4\u201d\u6309\u94ae\u5c06\u66f4\u6539\u53d1\u5e03\u5230GTM\u3002\u8fd9\u5c06\u66f4\u65b0\u5b89\u88c5\u5728\u60a8\u7684\u7f51\u7ad9\u6216\u5e94\u7528\u7a0b\u5e8f\u4e0a\u7684GTM\u4ee3\u7801\u3002<\/li>\n\n\n\n<li>\u68c0\u67e5\u6807\u7b7e\u662f\u5426\u6b63\u5e38\u5de5\u4f5c\uff1a\u786e\u4fdd\u60a8\u6dfb\u52a0\u7684\u6807\u7b7e\u6b63\u5728\u6b63\u786e\u5730\u8ddf\u8e2a\u60a8\u7684\u7f51\u7ad9\u6216\u5e94\u7528\u7a0b\u5e8f\u4e0a\u7684\u7528\u6237\u884c\u4e3a\u3002\u53ef\u4ee5\u4f7f\u7528Google Analytics\u6216\u5176\u4ed6\u5de5\u5177\u6765\u9a8c\u8bc1\u6807\u7b7e\u662f\u5426\u6b63\u5e38\u5de5\u4f5c\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u603b\u4e4b\uff0c\u4f7f\u7528Google Tag Manager\u53ef\u4ee5\u5e2e\u52a9\u60a8\u66f4\u8f7b\u677e\u5730\u7ba1\u7406\u548c\u8ddf\u8e2a\u60a8\u7684\u7f51\u7ad9\u6216\u5e94\u7528\u7a0b\u5e8f\u4e0a\u7684\u7528\u6237\u884c\u4e3a\uff0c\u5e76\u7b80\u5316\u591a\u4e2a\u6807\u7b7e\u7684\u6dfb\u52a0\u548c\u7ba1\u7406\u8fc7\u7a0b\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdgoogle360\u7cfb\u5217\u5de5\u5177<\/p>\n\n\n\n<p>Google 360\u7cfb\u5217\u5de5\u5177\u662fGoogle\u7684\u4e00\u7cfb\u5217\u4f01\u4e1a\u7ea7\u89e3\u51b3\u65b9\u6848\uff0c\u65e8\u5728\u5e2e\u52a9\u4f01\u4e1a\u66f4\u597d\u5730\u7ba1\u7406\u5176\u6570\u5b57\u8425\u9500\u548c\u6570\u636e\u5206\u6790\u3002\u8be5\u7cfb\u5217\u5305\u62ecGoogle Analytics 360\u3001Google Tag Manager 360\u3001Google Optimize 360\u3001Google Data Studio 360\u3001Google Attribution 360\u548cGoogle Audience Center 360\u3002<\/p>\n\n\n\n<p>\u4e0b\u9762\u662f\u6bcf\u4e2a\u5de5\u5177\u7684\u8be6\u7ec6\u4ecb\u7ecd\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Google Analytics 360\uff1a\u662fGoogle Analytics\u7684\u4f01\u4e1a\u7248\uff0c\u63d0\u4f9b\u4e86\u66f4\u9ad8\u7ea7\u7684\u529f\u80fd\u548c\u652f\u6301\uff0c\u4f8b\u5982\u66f4\u5927\u7684\u6570\u636e\u9650\u5236\u3001\u66f4\u9ad8\u7ea7\u7684\u6570\u636e\u6574\u5408\u3001\u6570\u636e\u9a71\u52a8\u7684\u5f52\u56e0\u7b49\u3002\u5b83\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u66f4\u597d\u5730\u7406\u89e3\u4ed6\u4eec\u7684\u53d7\u4f17\uff0c\u4ece\u800c\u5236\u5b9a\u66f4\u597d\u7684\u8425\u9500\u7b56\u7565\u3002<\/li>\n\n\n\n<li>Google Tag Manager 360\uff1a\u662fGoogle Tag Manager\u7684\u4f01\u4e1a\u7248\uff0c\u63d0\u4f9b\u4e86\u66f4\u9ad8\u7ea7\u7684\u529f\u80fd\u548c\u652f\u6301\uff0c\u4f8b\u5982\u66f4\u9ad8\u7684\u6570\u636e\u5bb9\u91cf\u9650\u5236\u3001\u66f4\u597d\u7684\u5b89\u5168\u6027\u3001\u66f4\u9ad8\u7684\u6027\u80fd\u548c\u66f4\u597d\u7684\u6280\u672f\u652f\u6301\u3002\u5b83\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u66f4\u597d\u5730\u7ba1\u7406\u4ed6\u4eec\u7684\u6807\u7b7e\u548c\u4ee3\u7801\u7247\u6bb5\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7ba1\u7406\u4ed6\u4eec\u7684\u6570\u5b57\u8425\u9500\u548c\u6570\u636e\u5206\u6790\u3002<\/li>\n\n\n\n<li>Google Optimize 360\uff1a\u662fGoogle Optimize\u7684\u4f01\u4e1a\u7248\uff0c\u63d0\u4f9b\u4e86\u66f4\u9ad8\u7ea7\u7684\u529f\u80fd\u548c\u652f\u6301\uff0c\u4f8b\u5982\u66f4\u9ad8\u7684\u6570\u636e\u5bb9\u91cf\u9650\u5236\u3001\u66f4\u597d\u7684A\/B\u6d4b\u8bd5\u548c\u591a\u53d8\u91cf\u6d4b\u8bd5\u7b49\u3002\u5b83\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u66f4\u597d\u5730\u4f18\u5316\u4ed6\u4eec\u7684\u7f51\u7ad9\u548c\u5e94\u7528\u7a0b\u5e8f\uff0c\u4ece\u800c\u63d0\u9ad8\u8f6c\u5316\u7387\u548c\u7528\u6237\u6ee1\u610f\u5ea6\u3002<\/li>\n\n\n\n<li>Google Data Studio 360\uff1a\u662fGoogle Data Studio\u7684\u4f01\u4e1a\u7248\uff0c\u63d0\u4f9b\u4e86\u66f4\u9ad8\u7ea7\u7684\u529f\u80fd\u548c\u652f\u6301\uff0c\u4f8b\u5982\u66f4\u9ad8\u7684\u6570\u636e\u9650\u5236\u3001\u66f4\u597d\u7684\u6570\u636e\u6574\u5408\u3001\u66f4\u9ad8\u7684\u6027\u80fd\u548c\u66f4\u597d\u7684\u6280\u672f\u652f\u6301\u3002\u5b83\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u66f4\u597d\u5730\u521b\u5efa\u548c\u5171\u4eab\u81ea\u5b9a\u4e49\u6570\u636e\u62a5\u544a\u548c\u4eea\u8868\u677f\uff0c\u4ece\u800c\u66f4\u597d\u5730\u76d1\u63a7\u4ed6\u4eec\u7684\u4e1a\u52a1\u7ee9\u6548\u3002<\/li>\n\n\n\n<li>Google Attribution 360\uff1a\u662fGoogle Attribution\u7684\u4f01\u4e1a\u7248\uff0c\u63d0\u4f9b\u4e86\u66f4\u9ad8\u7ea7\u7684\u529f\u80fd\u548c\u652f\u6301\uff0c\u4f8b\u5982\u66f4\u9ad8\u7684\u6570\u636e\u5bb9\u91cf\u9650\u5236\u3001\u66f4\u597d\u7684\u6570\u636e\u6574\u5408\u548c\u591a\u901a\u9053\u5f52\u56e0\u3002\u5b83\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u66f4\u597d\u5730\u7406\u89e3\u4ed6\u4eec\u4e0d\u540c\u8425\u9500\u6e20\u9053\u7684\u6548\u679c\uff0c\u4ece\u800c\u66f4\u597d\u5730\u5236\u5b9a\u4ed6\u4eec\u7684\u8425\u9500\u7b56\u7565\u3002<\/li>\n\n\n\n<li>Google Audience Center 360\uff1a\u662fGoogle\u7684\u6570\u636e\u7ba1\u7406\u5e73\u53f0\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u66f4\u597d\u5730\u6574\u5408\u3001\u5206\u6790\u548c\u5229\u7528\u4ed6\u4eec\u7684\u5ba2\u6237\u6570\u636e\u3002\u5b83\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u66f4\u597d\u5730\u4e86\u89e3\u4ed6\u4eec\u7684\u53d7\u4f17\uff0c\u4ece\u800c\u5236\u5b9a\u66f4\u597d\u7684\u8425\u9500\u7b56\u7565\u548c\u63d0\u9ad8\u8f6c\u5316\u7387\u3002<\/li>\n<\/ol>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdGoogle Analytics 360<\/p>\n\n\n\n<p>Google Analytics 360\uff08GA 360\uff09\u662f\u8c37\u6b4c\u63a8\u51fa\u7684\u9ad8\u7ea7\u7248\u672c\u7684\u7f51\u7ad9\u6d41\u91cf\u7edf\u8ba1\u548c\u5206\u6790\u5de5\u5177\uff0c\u5b83\u63d0\u4f9b\u4e86\u6bd4\u6807\u51c6\u7248Google Analytics\u66f4\u9ad8\u7ea7\u7684\u529f\u80fd\u548c\u652f\u6301\uff0c\u9002\u5408\u4e8e\u5927\u578b\u4f01\u4e1a\u3001\u9ad8\u6d41\u91cf\u7f51\u7ad9\u4ee5\u53ca\u6570\u636e\u9700\u6c42\u66f4\u4e3a\u590d\u6742\u7684\u7ec4\u7ec7\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662fGA 360\u7684\u4e00\u4e9b\u4e3b\u8981\u7279\u70b9\u548c\u529f\u80fd\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u66f4\u9ad8\u7ea7\u7684\u6570\u636e\u5904\u7406\u80fd\u529b\uff1aGA 360\u80fd\u591f\u66f4\u5feb\u901f\u5730\u5904\u7406\u548c\u5206\u6790\u5927\u89c4\u6a21\u7684\u7f51\u7ad9\u6d41\u91cf\u6570\u636e\uff0c\u4f7f\u7528\u6237\u80fd\u591f\u66f4\u5feb\u5730\u83b7\u5f97\u6570\u636e\u7ed3\u679c\u3002<\/li>\n\n\n\n<li>\u66f4\u591a\u7684\u6570\u636e\u5904\u7406\u9650\u5236\uff1aGA 360\u6ca1\u6709\u6807\u51c6\u7248GA\u7684\u6570\u636e\u91c7\u6837\u9650\u5236\uff0c\u56e0\u6b64\u7528\u6237\u53ef\u4ee5\u67e5\u770b\u66f4\u591a\u7684\u6570\u636e\u7ec6\u8282\u3002<\/li>\n\n\n\n<li>\u4e0eGoogle AdWords\u548cDoubleClick\u7684\u6574\u5408\uff1aGA 360\u53ef\u4ee5\u76f4\u63a5\u4e0eGoogle AdWords\u548cDoubleClick\u6574\u5408\uff0c\u7528\u6237\u53ef\u4ee5\u4ece\u4e00\u4e2a\u5730\u65b9\u67e5\u770b\u5176\u5728\u7ebf\u5e7f\u544a\u7684\u8868\u73b0\u548c\u7f51\u7ad9\u6570\u636e\uff0c\u66f4\u597d\u5730\u4e86\u89e3\u5176\u5e7f\u544a\u82b1\u8d39\u5bf9\u7f51\u7ad9\u4e1a\u7ee9\u7684\u5f71\u54cd\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u9a71\u52a8\u7684\u7b56\u7565\u51b3\u7b56\uff1aGA 360\u63d0\u4f9b\u4e86\u66f4\u591a\u7684\u62a5\u544a\u3001\u5206\u6790\u548c\u6570\u636e\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u66f4\u597d\u5730\u4e86\u89e3\u5176\u7f51\u7ad9\u4e1a\u7ee9\uff0c\u4ece\u800c\u505a\u51fa\u66f4\u597d\u7684\u7b56\u7565\u51b3\u7b56\u3002<\/li>\n\n\n\n<li>\u589e\u5f3a\u7684\u7528\u6237\u5206\u6790\u548c\u8ddf\u8e2a\uff1aGA 360\u63d0\u4f9b\u4e86\u66f4\u591a\u7684\u7528\u6237\u5206\u6790\u548c\u8ddf\u8e2a\u529f\u80fd\uff0c\u5982\u4ea4\u53c9\u8bbe\u5907\u8ddf\u8e2a\u548c\u81ea\u5b9a\u4e49\u5206\u6790\uff0c\u4f7f\u7528\u6237\u80fd\u591f\u66f4\u597d\u5730\u4e86\u89e3\u5176\u7528\u6237\u884c\u4e3a\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u9690\u79c1\u548c\u5b89\u5168\u4fdd\u62a4\uff1aGA 360\u7b26\u5408\u6b27\u76df\u6570\u636e\u4fdd\u62a4\u6761\u4f8b\uff08GDPR\uff09\u7684\u89c4\u5b9a\uff0c\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u4fdd\u62a4\u5176\u7528\u6237\u6570\u636e\u7684\u9690\u79c1\u548c\u5b89\u5168\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u603b\u7684\u6765\u8bf4\uff0cGA 360\u662f\u4e00\u4e2a\u529f\u80fd\u5f3a\u5927\u7684\u7f51\u7ad9\u6d41\u91cf\u5206\u6790\u5de5\u5177\uff0c\u80fd\u591f\u5e2e\u52a9\u4f01\u4e1a\u66f4\u597d\u5730\u4e86\u89e3\u5176\u7f51\u7ad9\u4e1a\u7ee9\u548c\u7528\u6237\u884c\u4e3a\uff0c\u505a\u51fa\u66f4\u597d\u7684\u7b56\u7565\u51b3\u7b56\u3002\u4f46\u5b83\u7684\u4ef7\u683c\u6bd4\u6807\u51c6\u7248GA\u8981\u9ad8\uff0c\u53ea\u9002\u5408\u90a3\u4e9b\u9700\u8981\u66f4\u9ad8\u7ea7\u529f\u80fd\u548c\u6570\u636e\u5904\u7406\u80fd\u529b\u7684\u4f01\u4e1a\u4f7f\u7528\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdGoogle Tag Manager 360<\/p>\n\n\n\n<p>Google Tag Manager 360\u662f\u4e00\u6b3e\u5168\u9762\u7684\u6807\u7b7e\u7ba1\u7406\u5e73\u53f0\uff0c\u65e8\u5728\u7b80\u5316\u6807\u7b7e\u7684\u7ba1\u7406\u548c\u90e8\u7f72\u8fc7\u7a0b\uff0c\u540c\u65f6\u63d0\u4f9b\u66f4\u9ad8\u7ea7\u522b\u7684\u529f\u80fd\u3002\u5b83\u662fGoogle Analytics 360 Suite\u4e2d\u7684\u4e00\u5458\uff0c\u662f\u4f01\u4e1a\u7ea7\u6570\u5b57\u8425\u9500\u89e3\u51b3\u65b9\u6848\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u5206\u3002<\/p>\n\n\n\n<p>Google Tag Manager 360\u7684\u4e3b\u8981\u529f\u80fd\u5305\u62ec\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6807\u7b7e\u90e8\u7f72\uff1aGoogle Tag Manager 360\u53ef\u4ee5\u5e2e\u52a9\u4f01\u4e1a\u90e8\u7f72\u5404\u79cd\u6807\u7b7e\uff0c\u5305\u62ecGoogle Analytics\u3001AdWords\u3001DoubleClick\u7b49\u3002<\/li>\n\n\n\n<li>\u4fbf\u6377\u7ba1\u7406\uff1a\u901a\u8fc7Google Tag Manager 360\uff0c\u7528\u6237\u53ef\u4ee5\u5728\u4e00\u4e2a\u5e73\u53f0\u4e0a\u8f7b\u677e\u7ba1\u7406\u6240\u6709\u6807\u7b7e\uff0c\u4e0d\u9700\u8981\u8fdb\u5165\u5404\u4e2a\u7f51\u7ad9\u6216\u5e94\u7528\u7a0b\u5e8f\u8fdb\u884c\u7ba1\u7406\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u6536\u96c6\uff1aGoogle Tag Manager 360\u53ef\u4ee5\u901a\u8fc7\u81ea\u5b9a\u4e49\u53d8\u91cf\u3001\u6807\u7b7e\u548c\u4e8b\u4ef6\u6765\u6536\u96c6\u5404\u79cd\u7c7b\u578b\u7684\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u6574\u5408\uff1aGoogle Tag Manager 360\u53ef\u4ee5\u5c06\u6536\u96c6\u7684\u6570\u636e\u6574\u5408\u5230Google Analytics 360\u7b49\u5176\u4ed6\u5206\u6790\u5e73\u53f0\u4e2d\u3002<\/li>\n\n\n\n<li>\u5b89\u5168\u6027\uff1aGoogle Tag Manager 360\u652f\u6301\u5bf9\u6807\u7b7e\u8fdb\u884c\u8bbf\u95ee\u63a7\u5236\u548c\u7528\u6237\u6743\u9650\u7ba1\u7406\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u5b89\u5168\u6027\u548c\u9690\u79c1\u4fdd\u62a4\u3002<\/li>\n\n\n\n<li>\u9ad8\u7ea7\u529f\u80fd\uff1aGoogle Tag Manager 360\u63d0\u4f9b\u4e86\u4e00\u4e9b\u9ad8\u7ea7\u529f\u80fd\uff0c\u5982\u6570\u636e\u5c42\u3001\u4e8b\u4ef6\u89e6\u53d1\u3001\u53d8\u91cf\u7b49\uff0c\u53ef\u4ee5\u8ba9\u7528\u6237\u66f4\u7cbe\u786e\u5730\u8ffd\u8e2a\u7528\u6237\u884c\u4e3a\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4f7f\u7528Google Tag Manager 360\u7684\u597d\u5904\u5305\u62ec\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7b80\u5316\u6807\u7b7e\u7ba1\u7406\uff1a\u4f7f\u7528Google Tag Manager 360\u53ef\u4ee5\u8f7b\u677e\u5730\u7ba1\u7406\u6240\u6709\u6807\u7b7e\uff0c\u4ece\u800c\u8282\u7701\u65f6\u95f4\u548c\u4eba\u529b\u8d44\u6e90\u3002<\/li>\n\n\n\n<li>\u63d0\u9ad8\u6570\u636e\u8d28\u91cf\uff1aGoogle Tag Manager 360\u63d0\u4f9b\u4e86\u66f4\u7cbe\u786e\u7684\u8ddf\u8e2a\u548c\u6570\u636e\u6574\u5408\u529f\u80fd\uff0c\u53ef\u4ee5\u63d0\u9ad8\u6570\u636e\u8d28\u91cf\u548c\u51c6\u786e\u6027\u3002<\/li>\n\n\n\n<li>\u63d0\u9ad8\u7f51\u7ad9\u6027\u80fd\uff1a\u4f7f\u7528Google Tag Manager 360\u53ef\u4ee5\u51cf\u5c11\u6807\u7b7e\u52a0\u8f7d\u65f6\u95f4\uff0c\u63d0\u9ad8\u7f51\u7ad9\u6027\u80fd\u548c\u7528\u6237\u4f53\u9a8c\u3002<\/li>\n\n\n\n<li>\u6539\u5584\u8425\u9500\u51b3\u7b56\uff1aGoogle Tag Manager 360\u53ef\u4ee5\u63d0\u4f9b\u66f4\u8be6\u7ec6\u7684\u6570\u636e\u5206\u6790\uff0c\u4ece\u800c\u5e2e\u52a9\u4f01\u4e1a\u505a\u51fa\u66f4\u597d\u7684\u8425\u9500\u51b3\u7b56\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4f7f\u7528Google Tag Manager 360\u7684\u6b65\u9aa4\u5305\u62ec\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa\u8d26\u6237\uff1a\u9996\u5148\u9700\u8981\u521b\u5efaGoogle Tag Manager 360\u8d26\u6237\uff0c\u5e76\u6dfb\u52a0\u6240\u9700\u8981\u7684\u7528\u6237\u548c\u7528\u6237\u7ec4\u3002<\/li>\n\n\n\n<li>\u521b\u5efa\u5bb9\u5668\uff1a\u521b\u5efa\u4e00\u4e2a\u5bb9\u5668\uff0c\u7528\u4e8e\u90e8\u7f72\u6807\u7b7e\u548c\u6536\u96c6\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u90e8\u7f72\u6807\u7b7e\uff1a\u9009\u62e9\u9700\u8981\u90e8\u7f72\u7684\u6807\u7b7e\uff0c\u5e76\u5c06\u5176\u6dfb\u52a0\u5230\u5bb9\u5668\u4e2d\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e\u53d8\u91cf\u548c\u89e6\u53d1\u5668\uff1a\u914d\u7f6e\u81ea\u5b9a\u4e49\u53d8\u91cf\u548c\u4e8b\u4ef6\u89e6\u53d1\u5668\uff0c\u4ee5\u4fbf\u66f4\u7cbe\u786e\u5730\u8ddf\u8e2a\u7528\u6237\u884c\u4e3a\u3002<\/li>\n\n\n\n<li>\u90e8\u7f72\u5bb9\u5668\uff1a\u5c06\u5bb9\u5668\u90e8\u7f72\u5230\u7f51\u7ad9\u6216\u5e94\u7528\u7a0b\u5e8f\u4e0a\u3002<\/li>\n\n\n\n<li>\u76d1\u63a7\u548c\u7ba1\u7406\uff1a\u901a\u8fc7Google Tag Manager 360\u76d1\u63a7\u548c\u7ba1\u7406\u6240\u6709\u6807\u7b7e\uff0c\u5e76\u67e5\u770b\u6570\u636e\u5206\u6790\u62a5\u544a\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cGoogle Tag Manager 360\u662f\u4e00\u4e2a\u9ad8\u7ea7\u7684\u6807\u7b7e\u7ba1\u7406\u5de5\u5177\uff0c\u9700\u8981\u4e00\u5b9a\u7684\u6280\u672f\u80fd\u529b\u548c\u7ecf\u9a8c\u3002\u5982\u679c\u60a8\u662f\u521d\u5b66\u8005\uff0c\u5efa\u8bae\u5148\u5b66\u4e60Google Tag Manager\u57fa<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdGoogle Optimize 360<\/p>\n\n\n\n<p>Google Optimize 360\u662fGoogle\u63a8\u51fa\u7684\u4e00\u6b3e\u7f51\u7ad9\u4f18\u5316\u5de5\u5177\uff0c\u5b83\u63d0\u4f9b\u4e86A\/B\u6d4b\u8bd5\u548c\u591a\u53d8\u91cf\u6d4b\u8bd5\u7b49\u591a\u79cd\u6d4b\u8bd5\u65b9\u5f0f\uff0c\u5e2e\u52a9\u7f51\u7ad9\u7ba1\u7406\u5458\u548c\u8425\u9500\u4eba\u5458\u4f18\u5316\u7f51\u7ad9\u548c\u63d0\u9ad8\u8f6c\u5316\u7387\u3002\u4e0e\u514d\u8d39\u7248\u7684Google Optimize\u76f8\u6bd4\uff0cGoogle Optimize 360\u5177\u6709\u66f4\u591a\u7684\u529f\u80fd\u548c\u66f4\u9ad8\u7684\u9650\u5236\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662fGoogle Optimize 360\u7684\u4e00\u4e9b\u4e3b\u8981\u7279\u70b9\u548c\u529f\u80fd\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u652f\u6301\u9ad8\u7ea7\u5b9e\u9a8c\u8bbe\u8ba1\uff1aOptimize 360\u63d0\u4f9b\u4e86\u66f4\u591a\u7684\u6d4b\u8bd5\u65b9\u5f0f\uff0c\u5982\u591a\u9875\u9762\u5b9e\u9a8c\u3001\u91cd\u5b9a\u5411\u6d4b\u8bd5\u3001\u54cd\u5e94\u5f0f\u8bbe\u8ba1\u6d4b\u8bd5\u7b49\uff0c\u53ef\u4ee5\u6ee1\u8db3\u66f4\u590d\u6742\u7684\u6d4b\u8bd5\u9700\u6c42\u3002<\/li>\n\n\n\n<li>\u66f4\u9ad8\u7684\u6d41\u91cf\u5bb9\u91cf\uff1aOptimize 360\u53ef\u4ee5\u5904\u7406\u66f4\u9ad8\u7684\u6d41\u91cf\u5bb9\u91cf\uff0c\u652f\u6301\u6bcf\u67085\u4ebf\u6b21\u6d4b\u8bd5\u6d41\u91cf\u3002<\/li>\n\n\n\n<li>\u652f\u6301\u76ee\u6807\u7fa4\u4f53\u5206\u6790\uff1aOptimize 360\u53ef\u4ee5\u6839\u636e\u7528\u6237\u5c5e\u6027\u548c\u884c\u4e3a\u8fdb\u884c\u76ee\u6807\u7fa4\u4f53\u5206\u6790\uff0c\u5e76\u4e3a\u4e0d\u540c\u7684\u7528\u6237\u7fa4\u4f53\u63d0\u4f9b\u4e0d\u540c\u7684\u6d4b\u8bd5\u65b9\u6848\u3002<\/li>\n\n\n\n<li>\u652f\u6301\u5b9e\u65f6\u62a5\u544a\uff1aOptimize 360\u63d0\u4f9b\u5b9e\u65f6\u62a5\u544a\u529f\u80fd\uff0c\u53ef\u4ee5\u968f\u65f6\u76d1\u6d4b\u6d4b\u8bd5\u8fdb\u5c55\u548c\u7ed3\u679c\uff0c\u53ca\u65f6\u4f5c\u51fa\u8c03\u6574\u548c\u4f18\u5316\u3002<\/li>\n\n\n\n<li>\u4e0eGoogle Analytics\u548cGoogle Ads\u65e0\u7f1d\u96c6\u6210\uff1aOptimize 360\u53ef\u4ee5\u4e0eGoogle Analytics\u548cGoogle Ads\u7b49Google\u5e7f\u544a\u4ea7\u54c1\u65e0\u7f1d\u96c6\u6210\uff0c\u8ba9\u7528\u6237\u80fd\u591f\u66f4\u5168\u9762\u5730\u4e86\u89e3\u7f51\u7ad9\u6d41\u91cf\u548c\u8f6c\u5316\u6570\u636e\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4f7f\u7528Google Optimize 360\u53ef\u4ee5\u5e2e\u52a9\u7f51\u7ad9\u7ba1\u7406\u5458\u548c\u8425\u9500\u4eba\u5458\u66f4\u597d\u5730\u4e86\u89e3\u7528\u6237\u884c\u4e3a\u548c\u9700\u6c42\uff0c\u5e76\u4f18\u5316\u7f51\u7ad9\u4f53\u9a8c\u548c\u63d0\u9ad8\u8f6c\u5316\u7387\u3002<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdGoogle Data Studio 360<\/p>\n\n\n\n<p>Google Data Studio 360\u662f\u4e00\u6b3e\u7531\u8c37\u6b4c\u63a8\u51fa\u7684\u4e91\u7aef\u6570\u636e\u53ef\u89c6\u5316\u548c\u62a5\u544a\u5de5\u5177\u3002\u5b83\u53ef\u4ee5\u901a\u8fc7\u8fde\u63a5\u5404\u79cd\u6570\u636e\u6e90\u6765\u6c47\u96c6\u548c\u5904\u7406\u6570\u636e\uff0c\u8ba9\u7528\u6237\u53ef\u4ee5\u8f7b\u677e\u5730\u521b\u5efa\u548c\u5171\u4eab\u4ea4\u4e92\u5f0f\u7684\u6570\u636e\u53ef\u89c6\u5316\u548c\u62a5\u544a\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662fGoogle Data Studio 360\u7684\u4e00\u4e9b\u4e3b\u8981\u7279\u70b9\u548c\u529f\u80fd\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u591a\u79cd\u6570\u636e\u6e90\u8fde\u63a5\uff1a\u53ef\u4ee5\u8fde\u63a5\u5404\u79cd\u6570\u636e\u6e90\uff0c\u5305\u62ec\u8c37\u6b4c\u7684\u5404\u79cd\u670d\u52a1\u5982Analytics\u3001AdWords\u3001BigQuery\uff0c\u4ee5\u53ca\u5176\u4ed6\u7b2c\u4e09\u65b9\u6570\u636e\u6e90\u5982MySQL\u3001Salesforce\u7b49\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u5904\u7406\u548c\u8f6c\u6362\uff1aData Studio 360\u5185\u7f6e\u591a\u79cd\u6570\u636e\u5904\u7406\u548c\u8f6c\u6362\u529f\u80fd\uff0c\u5982\u6570\u636e\u6e05\u6d17\u3001\u6570\u636e\u8fc7\u6ee4\u3001\u6570\u636e\u805a\u5408\u7b49\uff0c\u53ef\u4ee5\u5c06\u6570\u636e\u5904\u7406\u4e3a\u7528\u6237\u9700\u8981\u7684\u683c\u5f0f\u3002<\/li>\n\n\n\n<li>\u81ea\u5b9a\u4e49\u6570\u636e\u53ef\u89c6\u5316\uff1aData Studio 360\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684\u6570\u636e\u53ef\u89c6\u5316\u7ec4\u4ef6\uff0c\u7528\u6237\u53ef\u4ee5\u81ea\u7531\u5730\u9009\u62e9\u56fe\u8868\u7c7b\u578b\u3001\u989c\u8272\u3001\u6837\u5f0f\u7b49\u8fdb\u884c\u81ea\u5b9a\u4e49\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u5171\u4eab\u548c\u534f\u4f5c\uff1aData Studio 360\u53ef\u4ee5\u901a\u8fc7\u94fe\u63a5\u6216\u5d4c\u5165\u5230\u7f51\u7ad9\u6216\u5e94\u7528\u7a0b\u5e8f\u4e2d\u6765\u5171\u4eab\u6570\u636e\u53ef\u89c6\u5316\u548c\u62a5\u544a\uff0c\u540c\u65f6\u652f\u6301\u591a\u4eba\u534f\u4f5c\u3002<\/li>\n\n\n\n<li>\u9ad8\u7ea7\u529f\u80fd\u548c\u6269\u5c55\u6027\uff1aData Studio 360\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217\u9ad8\u7ea7\u529f\u80fd\u548c\u6269\u5c55\u6027\uff0c\u5982\u5b9a\u5236\u6570\u636e\u6e90\u8fde\u63a5\u3001\u4f7f\u7528\u811a\u672c\u7f16\u5199\u81ea\u5b9a\u4e49\u62a5\u544a\u7b49\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u603b\u7684\u6765\u8bf4\uff0cGoogle Data Studio 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