{"id":54689,"date":"2025-02-10T17:51:48","date_gmt":"2025-02-10T09:51:48","guid":{"rendered":"https:\/\/masterconcept.ai\/?p=54689"},"modified":"2025-06-13T15:19:29","modified_gmt":"2025-06-13T07:19:29","slug":"gcp-kol-x-master-concept-method-for-importing-data-into-bigquery","status":"publish","type":"post","link":"https:\/\/masterconcept.ai\/zh-hant\/learning-column\/gcp-kol-x-master-concept-method-for-importing-data-into-bigquery\/","title":{"rendered":"\u3010\u6771\u6771\u8001\u5e2b X \u601d\u60f3\u79d1\u6280\u3011\u8cc7\u6599\u532f\u5165\u5230 BigQuery \u7684\u65b9\u6cd5"},"content":{"rendered":"\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"wp-block-aioseo-table-of-contents\"><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-\">(\u4e8c) \u4f7f\u7528 Data Transfer Service \u7acb\u5373\u6216\u6392\u7a0b\u532f\u5165<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-\">(\u4e09) \u532f\u5165\u4e32\u6d41\u8cc7\u6599<\/a><ul><li><a class=\"aioseo-toc-item\" href=\"#aioseo-1-bigquery-storage-write-api\">1. BigQuery Storage Write API<\/a><ul><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-2-datastream\">2. Datastream<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-3-pub-sub-cloud-functions\">3. Pub\/Sub \u642d\u914d Cloud Functions<\/a><ul><\/ul><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-4-pub-sub-cloud-run\">4. Pub\/Sub + Cloud Run<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-5-pub-sub-dataflow\">5.\u00a0 Pub\/Sub + Dataflow<\/a><\/li><li><a class=\"aioseo-toc-item\" href=\"#aioseo-6\">6.\u00a0 \u4e32\u6d41\u65b9\u6cd5\u6bd4\u8f03\u8868<\/a><\/li><\/ul><\/li><\/ul><\/div>\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-\">(\u4e8c) \u4f7f\u7528 Data Transfer Service \u7acb\u5373\u6216\u6392\u7a0b\u532f\u5165<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u8981\u6b63\u5f0f\u50b3\u8f38\u5927\u91cf\u8cc7\u6599\u5230 <a href=\"https:\/\/masterconcept.ai\/zh-hant\/partners\/google-cloud\/google-cloud\/\" target=\"_blank\" rel=\"noopener\" title=\"Google Cloud\">Google Cloud<\/a> BigQuery\uff0c\u63a8\u85a6\u4f7f\u7528 Data Transfer Service\uff08 (\u7c21\u7a31 DTS\uff09)\u3002\u5b83\u9664\u4e86\u53ef\u4ee5\u5f9e\u5730\u7aef\u7684\u8cc7\u6599\u5eab\u4e0a\u50b3\u4e4b\u5916\u3001\u4e5f\u652f\u63f4\u5f9e Google \u76f8\u95dc\u7684\u884c\u92b7\u5e73\u53f0\u5982 Google Ads\u3001Ad Manager \u548c Google Play\uff0c\u751a\u81f3\u5176\u4ed6\u96f2\u7aef\u5982 AWS S3 Storage\u3001AWS Redshift\u3001Azure Blog Storage\u3001Salesforce \u7b49\uff0c\u66f4\u591a\u8cc7\u6599\u4f86\u6e90\u53ef\u4ee5\u53c3\u8003<a href=\"https:\/\/cloud.google.com\/bigquery\/docs\/dts-introduction#supported_data_sources\">\u9019\u4efd\u6587\u4ef6<\/a>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u91dd\u5c0d\u4e0d\u540c\u4f86\u6e90\uff0c\u64cd\u4f5c\u65b9\u6cd5\u90fd\u5dee\u4e0d\u591a\uff0c\u6211\u5011\u5c31\u4ee5 AWS S3 Storage \u4f86\u6e90\u70ba\u4f8b\u5b50\uff0c\u8aaa\u660e\u6b65\u9a5f\u5982\u4e0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u5148\u5f9e BigQuery \u4e3b\u9078\u55ae\u9032\u53bb\uff0c\u627e\u5230\u300c\u8cc7\u6599\u79fb\u8f49\u300d\u518d\u5efa\u7acb\u300c\u79fb\u8f49\u4f5c\u696d\u300d\uff1a&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd8LptOl097xga3gESPeJxtajmSvEf4tiDyeUXe4otaUHcWRfouMq9LzSm7ru0NywyMfypVGj3ZEeNwWSKnwQ13LSSrR7HFqx3gj1WlpxBjfVgMDqUGgpbVgI0687A2veoiS_aU?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"37 \u9032\u5165 Data Transfer Service\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd8LptOl097xga3gESPeJxtajmSvEf4tiDyeUXe4otaUHcWRfouMq9LzSm7ru0NywyMfypVGj3ZEeNwWSKnwQ13LSSrR7HFqx3gj1WlpxBjfVgMDqUGgpbVgI0687A2veoiS_aU?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"37 \u9032\u5165 Data Transfer Service\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>37 \u9032\u5165 Data Transfer Service<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u4e0b\u4f86\u5f9e\u300c\u4f86\u6e90\u985e\u578b\u300d\u9ede\u64ca\u4e0b\u62c9\u5f0f\u9078\u55ae\uff0c\u4f60\u6703\u770b\u5230\u5b83\u6709\u975e\u5e38\u591a\u7684\u4f86\u6e90\u53ef\u4ee5\u9078\u64c7\uff0c\u6211\u5011\u5c31\u76f4\u63a5\u9078 \u300cAmazon S3\u300d\uff1a&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdXMrjZDbCFBEEaVSM2B_fAA0mHRiGbCpWH8OAcDS0_ugPTw2rhtOBjWQAV9-r-uoJ-UyNWPzz_jzAv-AYtdevUjiwrj6fp_Q5iKT3nrChKeR01GY2k4Fl-JMDrMGS82u-QOycN_A?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"38  \u5f9e\u4f86\u6e90\u985e\u578b\u9078\u64c7 Amazon S3\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdXMrjZDbCFBEEaVSM2B_fAA0mHRiGbCpWH8OAcDS0_ugPTw2rhtOBjWQAV9-r-uoJ-UyNWPzz_jzAv-AYtdevUjiwrj6fp_Q5iKT3nrChKeR01GY2k4Fl-JMDrMGS82u-QOycN_A?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"38  \u5f9e\u4f86\u6e90\u985e\u578b\u9078\u64c7 Amazon S3\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>38&nbsp; \u5f9e\u4f86\u6e90\u985e\u578b\u9078\u64c7 Amazon S3<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\" target=\"_blank\" rel=\"noopener\" title=\"\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u5c31\u4f86\u8a2d\u5b9a\u8f49\u79fb\u7684\u4f5c\u696d\u540d\u7a31\uff0c\u4ee5\u53ca\u6392\u7a0b\u7684\u57f7\u884c\u983b\u7387\uff0c\u4f8b\u5982\u6bcf\u5929\u57f7\u884c\u4e00\u6b21\u5c31\u8a2d\u5b9a\u70ba 24 \u5c0f\u6642\u3002&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdmfwojGSl7EO7UfmjnYnJArPkEbOniuqXaaraS32JZ8VhPAib4qQLTqufUFLe34ys8XsjK3GAYCjNwo8lLM6T8Jfs7OHpXOMuTewm2Gg5rvdKS8FjG4eO_Nd8QMvDjwr6oHwxTdg?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"39 \u8a2d\u5b9a DTS \u8f49\u79fb\u540d\u7a31\u548c\u983b\u7387\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdmfwojGSl7EO7UfmjnYnJArPkEbOniuqXaaraS32JZ8VhPAib4qQLTqufUFLe34ys8XsjK3GAYCjNwo8lLM6T8Jfs7OHpXOMuTewm2Gg5rvdKS8FjG4eO_Nd8QMvDjwr6oHwxTdg?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"39 \u8a2d\u5b9a DTS \u8f49\u79fb\u540d\u7a31\u548c\u983b\u7387\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>39 \u8a2d\u5b9a DTS \u8f49\u79fb\u540d\u7a31\u548c\u983b\u7387<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u76ee\u7684\u5730\u8a2d\u5b9a\uff0c\u6211\u5011\u8f38\u5165\u8f49\u5165&nbsp; BigQuery \u7684\u8868\u683c\u540d\u7a31\u3002\u800c\u5728 Amazon S3 \u7684\u8cc7\u6599\u4f86\u6e90\u8a2d\u5b9a\u7576\u4e2d\uff0c\u6709\u5169\u500b\u91cd\u8981\u7684\u6b04\u4f4d\u53eb\u505a Access Key ID \u548c Secret Access Key\uff1a&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfJVmVSbhU-G9iB2jn9Q-rG-bxLCsgZBLy8NOKip0ciSAI8XBzbxZn4r-cKVpwDcMc46k7o2RXCzoVS2h_MVHa2THzNof_GuaLJmm-c7Te2QPwWb3ykzY_CcV7uJwGYXQamv3hayQ?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"40 \u586b\u5beb S3 \u8cc7\u6599\u4f86\u6e90\u8a73\u7d30\u8cc7\u6599\n\" style=\"width:678px;height:auto\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfJVmVSbhU-G9iB2jn9Q-rG-bxLCsgZBLy8NOKip0ciSAI8XBzbxZn4r-cKVpwDcMc46k7o2RXCzoVS2h_MVHa2THzNof_GuaLJmm-c7Te2QPwWb3ykzY_CcV7uJwGYXQamv3hayQ?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"40 \u586b\u5beb S3 \u8cc7\u6599\u4f86\u6e90\u8a73\u7d30\u8cc7\u6599\n\" style=\"width:678px;height:auto\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>40 \u586b\u5beb S3 \u8cc7\u6599\u4f86\u6e90\u8a73\u7d30\u8cc7\u6599<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u5c31\u53bb AWS \u7684\u4e3b\u63a7\u53f0\u7136\u5f8c\u9ede\u64ca\u53f3\u4e0a\u89d2\u81ea\u5df1\u7684 ID\uff0c\u9032\u5165\u5b89\u5168\u6191\u8b49\u9801\u9762\uff1a<\/p>\n\n\n\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXc6I0yS4AZh-GPsvAQgbGlWHd42TS6rgCZFjaR4F79xnMzCBNQ_4vO9GbT0h6mp6GzzrLc0n8rUGYT9kUntZfa6aHW2-E2Mp5pvtrsTMBYs60893kDJ_vwmVKGpRVYXs9AmlrAS?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"41 AWS \u4e3b\u63a7\u53f0\u9032\u5165 Security Credentials\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXc6I0yS4AZh-GPsvAQgbGlWHd42TS6rgCZFjaR4F79xnMzCBNQ_4vO9GbT0h6mp6GzzrLc0n8rUGYT9kUntZfa6aHW2-E2Mp5pvtrsTMBYs60893kDJ_vwmVKGpRVYXs9AmlrAS?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"41 AWS \u4e3b\u63a7\u53f0\u9032\u5165 Security Credentials\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>41 AWS \u4e3b\u63a7\u53f0\u9032\u5165 Security Credentials<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/us-east-1.console.aws.amazon.com\/console\/home\">AWS \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u8457\u9ede\u64ca\u300c\u5efa\u7acb\u5b58\u53d6\u91d1\u9470\u300d\uff1a<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcGKZ5PJG-JVWXIYp53RK16mk8OHCrJPcQ7whKdwEMXzy0gdGrLi67HK6xUpfiENal1zfbENAlu7DTCtwg8pCeQjzSLqPDaDvtdD94yDBHRVCahEvvN8J54csKJErIeKw8bK6eppg?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"42 \u5efa\u7acb Access Key\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcGKZ5PJG-JVWXIYp53RK16mk8OHCrJPcQ7whKdwEMXzy0gdGrLi67HK6xUpfiENal1zfbENAlu7DTCtwg8pCeQjzSLqPDaDvtdD94yDBHRVCahEvvN8J54csKJErIeKw8bK6eppg?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"42 \u5efa\u7acb Access Key\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>42 \u5efa\u7acb Access Key<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/us-east-1.console.aws.amazon.com\/console\/home\" target=\"_blank\" rel=\"noopener\" title=\"\">AWS \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u8457\u5c31\u9032\u5165\u5230\u5b58\u53d6\u91d1\u9470\u7684\u9801\u9762\uff0c\u5b83\u6709\u63d0\u4f9b Access Key ID \u548c Secret Access Key\uff0c\u5982\u679c\u4f60\u53ea\u662f\u77ed\u66ab\u6e2c\u8a66\uff0c\u5c31\u76f4\u63a5\u5c07\u5169\u500b\u503c\u8907\u88fd\u8d77\u4f86\uff0c\u4e0d\u8981\u4e0b\u8f09 CSV \u6a94\u6848\uff0c\u4ee5\u514d\u91d1\u9470\u88ab\u99ed\u5ba2\u62ff\u5230\u3002&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfRPA_2GC56V0u8dIv8gX_vZpky0_Byo3uLloATYDHsAadvPJon3AYC9WsBvqDu_eQMKq1QnGTJhdZZmCctl_jHv1Au2cav-qgkehh01O-aTYrPi_lIZpdyO2N8uFBEiCQPP8Z9bw?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"43 \u4e0b\u8f09\u6216\u8907\u88fd Access Key\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfRPA_2GC56V0u8dIv8gX_vZpky0_Byo3uLloATYDHsAadvPJon3AYC9WsBvqDu_eQMKq1QnGTJhdZZmCctl_jHv1Au2cav-qgkehh01O-aTYrPi_lIZpdyO2N8uFBEiCQPP8Z9bw?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"43 \u4e0b\u8f09\u6216\u8907\u88fd Access Key\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>43 \u4e0b\u8f09\u6216\u8907\u88fd Access Key<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/us-east-1.console.aws.amazon.com\/console\/home\" target=\"_blank\" rel=\"noopener\" title=\"\">AWS \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Access Key ID \u548c Secret Access Key \u8907\u88fd\u5f8c\u8cbc\u5165 DTS \u7684\u5167\u5bb9\u6b04\u4f4d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u5916 Write Disposition \u6307\u7684\u662f\uff0c\u4f60\u532f\u5165\u8cc7\u6599\u5f8c\uff0c\u8981\u4e0d\u8981\u6e05\u9664\u539f\u59cb\u8cc7\u6599 (WRITE_TRUNCATE)\uff0c\u6216\u662f\u4e00\u76f4\u9644\u52a0\u5230\u8868\u683c\u7684\u6700\u5f8c\u9762 (WRITE_APPEND)\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcw6zcijv3s3J5U9NU6JQgI1z09MYCqAN-4azeJ7ENIUe4Z3ulzAaEaBtgFmAVMmP1L83EfGmETlXbHcu0lu3pCKm3U3YlaWM1Y7bpCFjD6dSv3j-msANbzVucrONJ4hGtcEmX83Q?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"44 AWS S3 Access Key \u548c\u5beb\u5165\u65b9\u5f0f\u8a2d\u5b9a\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcw6zcijv3s3J5U9NU6JQgI1z09MYCqAN-4azeJ7ENIUe4Z3ulzAaEaBtgFmAVMmP1L83EfGmETlXbHcu0lu3pCKm3U3YlaWM1Y7bpCFjD6dSv3j-msANbzVucrONJ4hGtcEmX83Q?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"44 AWS S3 Access Key \u548c\u5beb\u5165\u65b9\u5f0f\u8a2d\u5b9a\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>44 AWS S3 Access Key \u548c\u5beb\u5165\u65b9\u5f0f\u8a2d\u5b9a<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c\u5728\u50b3\u8f38\u9078\u9805\u7684\u90e8\u5206\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Number of Error Allowed<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ddf\u4e4b\u524d\u5efa\u7acb BigQuery \u4e00\u6a23\uff0c\u5982\u679c\u8cc7\u6599\u91cf\u5920\u5927\uff0c\u5efa\u8b70\u8a2d\u5b9a\u4e00\u4e9b\u5141\u8a31\u7684\u932f\u8aa4\uff0c\u4ee5\u514d\u6574\u500b\u50b3\u8f38\u4f5c\u696d\u6709\u4efb\u4f55\u4e00\u9ede\u932f\u8aa4\uff0c\u5c0e\u81f4\u5168\u90e8\u91cd\u4f86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Decimal Target Types&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u662f\u975e\u5e38\u91cd\u8981\u7684\u6b04\u4f4d\uff0c\u6307\u7684\u662f\u95dc\u65bc\u5982\u4f55\u8655\u7406\u5f9e S3 \u4e2d\u7684 decimal (\u5341\u9032\u4f4d\u6578) \u683c\u5f0f\u8cc7\u6599\u8f49\u63db\u5230 BigQuery \u6642\u7684\u8cc7\u6599\u578b\u614b\u8f49\u63db\u898f\u5247\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u53ef\u4ee5\u5148\u6307\u5b9a\u6bd4\u8f03\u504f\u597d\u7684\u578b\u614b\uff0c\u518d\u6307\u5b9a\u9000\u800c\u6c42\u5176\u6b21\u7684\u578b\u614b\uff0c\u6700\u591a\u4e09\u500b\u3002\u5728\u50b3\u8f38\u904e\u7a0b\u4e2d\uff0c\u5148\u7528\u7b2c\u4e00\u500b\u578b\u614b\u4f86\u63a5\u6536\u8cc7\u6599\uff0c\u5982\u679c\u63a5\u6536\u5230\u4e0d\u7b26\u5408\u9019\u500b\u578b\u614b\u7684\uff0c\u6574\u500b\u6b04\u4f4d\u81ea\u52d5\u8abf\u6574\u6210\u7b2c\u4e8c\u500b\u578b\u614b\u4f86\u63a5\u6536\u770b\u770b\uff0c\u4e0d\u884c\u518d\u6539\u6210\u7b2c\u4e09\u500b\u578b\u614b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\u4f60\u6709\u4e00\u500b decimal(38,9) \u7684\u6b04\u4f4d (\u7e3d\u517138\u4f4d\u6578\uff0c\u5c0f\u6578\u9ede\u5f8c9\u4f4d)\uff0c\u4f60\u5148\u8a2d\u5b9a\u300cNUMERIC, BIGNUMERIC, STRING\u300d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7cfb\u7d71\u6703\u5148\u6aa2\u67e5 NUMERIC \u662f\u5426\u80fd\u8655\u7406\u9019\u500b\u7cbe\u78ba\u5ea6 (\u9019\u9ebc\u591a\u4f4d\u7684\u6578\u5b57)\u3002<\/li>\n\n\n\n<li>\u7d50\u679c\u5f8c\u4f86\u767c\u73fe\u6709\u4e00\u500b\u6578\u5b57\u592a\u5927\uff0cNUMERIC \u4e0d\u8db3\u4ee5\u8655\u7406 (\u56e0\u70ba NUMERIC \u6700\u591a 38 \u4f4d)\uff0c\u5c31\u6703\u5617\u8a66\u628a\u6b04\u4f4d\u6574\u500b\u6539\u6210 BIGNUMERIC \u7e7c\u7e8c\u63a5\u6536\u8cc7\u6599\u3002<\/li>\n\n\n\n<li>\u7d50\u679c\u6578\u5b57\u53c8\u66f4\u5927\uff0c\u6216\u662f\u975e\u6578\u5b57\u7684\u8cc7\u6599\u51fa\u73fe\uff0cBIGNUMERIC \u4e5f\u4e0d\u884c\uff0c\u6700\u5f8c\u6703\u8f49\u6210 STRING\uff0c\u5e7e\u4e4e\u4ec0\u9ebc\u683c\u5f0f\u7684\u5167\u5bb9\u90fd\u53ef\u4ee5\u63a5\u53d7\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u6a23\u505a\u7684\u597d\u8655\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u907f\u514d\u8cc7\u6599\u50b3\u8f38\u4e2d\u65b7 &#8211; \u4e0d\u6703\u56e0\u70ba\u7a81\u7136\u51fa\u73fe\u610f\u5916\u7684\u8cc7\u6599\u683c\u5f0f\u5c31\u5931\u6557\uff0c\u4e0d\u8981\u5168\u90e8\u91cd\u4f86\u592a\u8f9b\u82e6\u4e86\u3002<\/li>\n\n\n\n<li>\u81ea\u52d5\u8abf\u9069 &#8211; \u4e0d\u9700\u8981\u4e8b\u5148\u7cbe\u78ba\u77e5\u9053\u6240\u6709\u8cc7\u6599\u7684\u683c\u5f0f\u548c\u7bc4\u570d\uff0c\u5982\u679c\u4f60\u61f6\u5f97\u4e8b\u5148\u6307\u5b9a\u683c\u5f0f\uff0c\u5c31\u7d66\u4e00\u500b\u9806\u5e8f\u8b93 DTS \u81ea\u52d5\u5224\u65b7\u5c31\u597d\u3002<\/li>\n\n\n\n<li>\u8cc7\u6599\u5b8c\u6574\u6027 &#8211; \u78ba\u4fdd\u6240\u6709\u8cc7\u6599\u90fd\u80fd\u88ab\u6b63\u78ba\u4fdd\u5b58\uff0c\u5373\u4f7f\u9700\u8981\u8f49\u63db\u6210\u6bd4\u8f03\u5bec\u9b06\u7684\u683c\u5f0f\uff0c\u5be7\u53ef\u5148\u6536\u9032\u4f86\uff0c\u683c\u5f0f\u5f8c\u7e8c\u518d\u6162\u6162\u8655\u7406\u5c31\u597d\u4e86\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Ignore Unknown Values<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f88\u5bb9\u6613\u7406\u89e3\uff0c\u7121\u6cd5\u5224\u65b7\u7684\u5167\u5bb9\u5c31\u76f4\u63a5\u7565\u904e\uff0c\u4e5f\u53ef\u4ee5\u907f\u514d\u56e0\u932f\u8aa4\u800c\u4e2d\u65b7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Header Rows to Skip<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ddf\u4e4b\u524d\u532f\u5165 CSV \u6a94\u7684\u64cd\u4f5c\u4e00\u6a23\uff0c\u5982\u679c\u7b2c\u4e00\u5217\u662f\u6a19\u984c\u5c31\u8b93\u5b83\u7565\u904e\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdeQvjekAQjt4VI-Nec44CsAczLGkH-xiQEc3gKIPvNGrP2_Quz7RUxs6y8Ubf2qbp8Gd55UiW_n_g8i3w5zHXtRW4eE14nOInscIKMAZuGHImSWrg6-olrATOU9-HBBtALh_GKaA?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"45 \u50b3\u8f38\u9078\u9805\u8a2d\u5b9a\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdeQvjekAQjt4VI-Nec44CsAczLGkH-xiQEc3gKIPvNGrP2_Quz7RUxs6y8Ubf2qbp8Gd55UiW_n_g8i3w5zHXtRW4eE14nOInscIKMAZuGHImSWrg6-olrATOU9-HBBtALh_GKaA?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"45 \u50b3\u8f38\u9078\u9805\u8a2d\u5b9a\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>45 \u50b3\u8f38\u9078\u9805\u8a2d\u5b9a<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\u670d\u52d9\u5e33\u6236\u7684\u90e8\u5206\uff0c\u8981\u6307\u5b9a\u4e00\u500b\u8b93\u5b83\u80fd\u6709\u6b0a\u9650\u4ee3\u66ff\u4f60\u57f7\u884c\u6574\u500b\u50b3\u8f38\u5de5\u4f5c\uff0c\u4f60\u4e0d\u9700\u8981\u4e8b\u5148\u7814\u7a76\u8981\u8a2d\u5b9a\u7d66\u9019\u500b Service Account \u54ea\u4e9b\u6b0a\u9650\uff0c\u4f60\u76f4\u63a5\u6307\u5b9a\u4e00\u500b\u5e33\u6236\u7d66\u5b83\uff0c\u5b83\u6703\u81ea\u52d5\u6388\u4e88\u5fc5\u8981\u7684\u6b0a\u9650\u89d2\u8272\u7d66\u9019\u500b\u5e33\u6236\uff0c\u7576\u7136\u4f60\u53ef\u4ee5\u5148\u7522\u751f\u4e00\u500b\u4e0d\u5177\u5099\u4efb\u4f55\u6b0a\u9650\u7684\u670d\u52d9\u5e33\u6236\uff0c\u5f8c\u9762\u78b0\u5230\u6b0a\u9650\u554f\u984c\u518d\u8abf\u6574\u5c31\u597d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u5f8c\u52fe\u9078\u300c\u96fb\u5b50\u90f5\u4ef6\u901a\u77e5\u300d\uff0c\u9019\u6a23\u5c31\u4e0d\u7528\u6642\u6642\u9032\u4f86\u78ba\u8a8d\u9032\u5ea6\u3002\u6c92\u554f\u984c\u5c31\u6309\u4e0b\u300c\u5132\u5b58\u300d\uff0c\u5b83\u5c31\u6703\u81ea\u52d5\u958b\u59cb\u50b3\u8f38\u4e86\u3002<\/p>\n\n\n\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeF6p04KYeZIWaXIN6gnAsqYDqBOaH1EidKO82EbaoK6FRQ9vVYPqJ1Rn9SQ83Sa3fJpi2smXDvnJB5E3jBn2Fmejee8idIzc-_Lpk4dD6yg_4kJq7X_N4TDDlIW1yJRGYfghcTbg?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"46 Service Account \u548c\u901a\u77e5\u8a2d\u5b9a\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeF6p04KYeZIWaXIN6gnAsqYDqBOaH1EidKO82EbaoK6FRQ9vVYPqJ1Rn9SQ83Sa3fJpi2smXDvnJB5E3jBn2Fmejee8idIzc-_Lpk4dD6yg_4kJq7X_N4TDDlIW1yJRGYfghcTbg?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"46 Service Account \u548c\u901a\u77e5\u8a2d\u5b9a\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>46 Service Account \u548c\u901a\u77e5\u8a2d\u5b9a<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\" target=\"_blank\" rel=\"noopener\" title=\"\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u500b\u8a2d\u5b9a\u5982\u4e0a\uff0c\u9664\u4e86\u4f60\u53ef\u4ee5\u5728 Console \u8a2d\u5b9a\uff0c\u5982\u679c\u4f60\u6709\u5b89\u88dd\u6307\u4ee4\u5957\u4ef6\uff0c\u4e5f\u53ef\u4ee5\u4e0b bq \u6307\u4ee4\uff1b\u6216\u662f\u5beb\u7a0b\u5f0f\u547c\u53eb API\uff0c\u6216\u64cd\u4f5c Java \u7684 Library \u90fd\u53ef\u4ee5\u57f7\u884c\u50b3\u8f38\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u66f4\u591a\u8a2d\u5b9a\u7684\u7d30\u7bc0\u53ef\u4ee5\u53c3\u8003<a href=\"https:\/\/cloud.google.com\/bigquery\/docs\/s3-transfer\" target=\"_blank\" rel=\"noopener\" title=\"\">\u9019\u4efd\u6587\u4ef6<\/a>\u3002\u5982\u679c\u662f\u5f9e Azure Blob Storage \u4f86\u50b3\u8f38\uff0c\u4e5f\u53ef\u4ee5\u53c3\u8003<a href=\"https:\/\/cloud.google.com\/bigquery\/docs\/blob-storage-transfer\" target=\"_blank\" rel=\"noopener\" title=\"\">\u9019\u4efd\u6587\u4ef6<\/a>\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"aioseo-\">(\u4e09) \u532f\u5165\u4e32\u6d41\u8cc7\u6599<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u524d\u5169\u7a2e\u90fd\u662f\u6279\u6b21\uff0c\u4ee3\u8868\u4e00\u6b21\u6027\u628a\u8cc7\u6599\u532f\u5165\u5b8c\u6210\u3002\u800c\u4e32\u6d41\u8cc7\u6599\u662f\u6301\u7e8c\u4e0d\u65b7\u7522\u751f\u7684 (\u4f8b\u5982\u793e\u7fa4\u7559\u8a00\u3001\u80a1\u7968\u5831\u50f9\u3001\u4f7f\u7528\u8005\u9ede\u64ca\u904a\u6232\u6216\u5de5\u5ee0 IoT \u8a2d\u5099\u56de\u50b3)\uff0c\u53ef\u80fd\u8981\u5373\u6642\u8655\u7406\u548c\u53cd\u61c9 (\u4f8b\u5982\u5373\u6642\u63a8\u85a6\u5546\u54c1\u6216\u6389\u51fa\u5bf6\u7269)\uff0c\u5c31\u5fc5\u9808\u4f7f\u7528\u4e32\u6d41\u8cc7\u6599\u7684\u50b3\u8f38\u65b9\u6cd5\uff0c\u4f9d\u7167\u8907\u96dc\u7a0b\u5ea6\u5206\u8ff0\u5982\u4e0b\uff1a<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-1-bigquery-storage-write-api\">1. BigQuery Storage Write API<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u65b9\u6cd5\u91dd\u5c0d\u5c0f\u898f\u6a21\u3001\u7c21\u55ae\u7684\u4e32\u6d41\u9700\u6c42\uff0c\u76f4\u63a5\u5f9e\u61c9\u7528\u7a0b\u5f0f\u5beb\u5165\u8cc7\u6599\uff0c\u4e26\u4e14\u4e0d\u9700\u8981\u8907\u96dc\u7684\u8cc7\u6599\u8f49\u63db\uff0c\u6700\u9069\u5408\u9019\u7a2e\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">BigQuery \u65e9\u671f\u4e3b\u8981\u4f7f\u7528 <a href=\"https:\/\/cloud.google.com\/bigquery\/docs\/streaming-data-into-bigquery\">tabledata.insertAll API<\/a>\u3002\u9019\u500b API \u7684\u8a2d\u8a08\u76f8\u5c0d\u7c21\u55ae\uff0c\u4e3b\u8981\u7279\u6027\u5305\u62ec\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">(1) \u4f7f\u7528 REST over HTTP \u901a\u8a0a\u5354\u5b9a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">(2) \u8cc7\u6599\u683c\u5f0f\u63a1\u7528 JSON\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">(3) \u63d0\u4f9b\u57fa\u672c\u7684\u4e32\u6d41\u5beb\u5165\u529f\u80fd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">(4) \u64cd\u4f5c\u76f4\u89c0\u5bb9\u6613\u4e0a\u624b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f46\u5b83\u540c\u6642\u4e5f\u5b58\u5728\u4e00\u4e9b\u660e\u986f\u7684\u554f\u984c\uff1a<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"aioseo-1\">(1) \u6548\u80fd\u9650\u5236<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528 REST over HTTP \u901a\u8a0a\u5354\u5b9a\uff0c\u50b3\u8f38\u6548\u7387\u8f03\u4f4e\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>JSON \u683c\u5f0f\u4f54\u7528\u8f03\u5927\u7684\u7db2\u8def\u983b\u5bec\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c6c\u65bc\u77ed\u671f Request\uff0c\u6bcf\u500b\u9023\u63a5\u90fd\u6709\u5efa\u7acb\u548c\u95dc\u9589\u7684\u52d5\u4f5c\uff0c\u8017\u8cbb\u7cfb\u7d71\u8cc7\u6e90\u4e14\u50b3\u8f38\u91cf\u53d7\u9650\u3002<\/li>\n<\/ul>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"aioseo-2\">(2) \u8cc7\u6599\u4e00\u81f4\u6027\u554f\u984c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6c92\u6709\u5b8c\u6574\u7684\u4ea4\u6613\u652f\u63f4\uff0c\u4f8b\u5982\u6709\u4e00\u90e8\u5206\u5931\u6557\uff0c\u4e0d\u80fd\u5168\u90e8\u5012\u56de\u8655\u7406\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7121\u6cd5\u4fdd\u8b49\u8cc7\u6599\u7684\u7cbe\u78ba\u4e00\u6b21\u8655\u7406\uff0c\u53ef\u80fd\u51fa\u73fe\u8cc7\u6599\u91cd\u8907\u7684\u60c5\u6cc1\u3002<\/li>\n<\/ul>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"aioseo-\">(3) \u6210\u672c\u8003\u91cf\uff1a<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\uff0e\u8cc7\u6599\u50b3\u8f38\u6210\u672c\u8f03\u9ad8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uff0e\u6c92\u6709\u514d\u8cbb\u7528\u91cf\u984d\u5ea6\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c <a href=\"https:\/\/cloud.google.com\/bigquery\/docs\/write-api\">Storage Write API<\/a> \u76f8\u5c0d\u7684\u512a\u52e2\u5982\u4e0b\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"aioseo-1-grpc-rest-over-http\">(1) \u63a1\u7528 gRPC \u4e32\u6d41\u53d6\u4ee3 REST over HTTP<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u96d6\u7136\u6bcf\u500b\u8cc7\u6599\u8868\u6700\u591a 100 \u500b\u9023\u7dda\uff0c\u4f46\u9019 100 \u500b\u9023\u7dda\u662f\u6301\u4e45\u7684\uff0c\u53ef\u4ee5\u6301\u7e8c\u4f7f\u7528\uff0c\u6548\u80fd\u63d0\u6607\u4e0d\u5c11\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"aioseo-2\">(2) \u8cc7\u6599\u4e00\u81f4\u6027\u5f37\u5316<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u4f7f\u7528\u4e00\u500b\u7de8\u865f\u7cfb\u7d71\u300c\u4e32\u6d41\u504f\u79fb\u300d(Stream Offset) \u4f86\u8ffd\u8e64\u6bcf\u7b46\u8cc7\u6599\uff0c\u7576\u767c\u73fe\u8cc7\u6599\u91cd\u8907\u5c31\u4e0d\u6703\u50b3\u9001\uff0c\u63d0\u4f9b\u300c\u5b8c\u5168\u4e00\u6b21\u6027\u300d\u8655\u7406\u4fdd\u8b49\u7684\u9078\u9805\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"aioseo-3\">(3) \u6210\u672c\u6548\u76ca<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Storage Write API \u63d0\u4f9b\u6bcf\u6708 2 TiB \u7684\u514d\u8cbb\u64f7\u53d6\u984d\u5ea6\uff0c\u800c\u4e14 gRPC \u4e32\u6d41\u80fd\u5920\u4f7f\u7528\u66f4\u5c11\u7684\u8cc7\u6e90\u4f86\u8655\u7406\u8cc7\u6599\uff0c\u63d0\u5347\u8cc7\u6e90\u7684\u4f7f\u7528\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5169\u8005\u6bd4\u8f03\u7e3d\u7d50\u5982\u4e0b\u8868\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXesbYv6xh59Fc6Wggd4oBALrSFSpP3S4RQk_U8KDGrXyGpTTR3PUR3Q1Q763uQugZPxvNk9Bu_pRZd9vuL9YNb3CWzwEp6A3PvjWT2xRVAUvBzlTaBprJDTVOL0Y6WAFoosq7cW?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"47 BigQuery tabledata.insertAll \u8207Storage Write API \u6bd4\u8f03\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXesbYv6xh59Fc6Wggd4oBALrSFSpP3S4RQk_U8KDGrXyGpTTR3PUR3Q1Q763uQugZPxvNk9Bu_pRZd9vuL9YNb3CWzwEp6A3PvjWT2xRVAUvBzlTaBprJDTVOL0Y6WAFoosq7cW?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"47 BigQuery tabledata.insertAll \u8207Storage Write API \u6bd4\u8f03\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>47 BigQuery tabledata.insertAll \u8207Storage Write API \u6bd4\u8f03<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u6771\u6771\u8001\u5e2b\u81ea\u884c\u6574\u7406<\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u6b64\uff0c\u5982\u679c\u9700\u8981\u9ad8\u983b\u7387\u7684\u77ed\u671f\u9023\u7dda\uff0c\u53ef\u4ee5\u4f7f\u7528 tabledata.insertAll API\uff0c\u5982\u679c\u9700\u8981\u7a69\u5b9a\u7684\u9577\u671f\u8cc7\u6599\u4e32\u6d41\u4ee5\u53ca\u8cc7\u6599\u4e00\u81f4\u6027\u4fdd\u8b49\u6216\u4ea4\u6613\u652f\u63f4\uff0c\u5c31\u9078\u64c7 Storage Write API\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-2-datastream\">2. Datastream<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4e0d\u5beb\u7a0b\u5f0f\uff0c\u6700\u597d\u7684\u65b9\u6cd5\u5c31\u662f\u4f7f\u7528 <a href=\"https:\/\/cloud.google.com\/datastream\/docs\/behavior-overview\" target=\"_blank\" rel=\"noopener\" title=\"\">Datastream<\/a>\uff0c\u5b83\u53ef\u4ee5\u652f\u63f4\u8cc7\u6599\u5eab\u7684\u5373\u6642\u540c\u6b65\uff0c\u5305\u542b MySQL\u3001PostgreSQL\u3001Oracle \u7b49\uff0c\u5982\u679c\u4f86\u4f86\u6e90\u8cc7\u6599\u5eab\u6709\u8b8a\u66f4\uff0c\u5b83\u4e5f\u80fd\u540c\u6b65\u5230 BigQuery\uff0c\u4e5f\u5c31\u662f\u6240\u8b02\u7684 CDC (Change Data Capture)\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a2d\u5b9a\u6b65\u9a5f\u5f88\u7c21\u55ae\uff0c\u9996\u5148\u9032\u5165 Datastream \u4f86\u5efa\u7acb\u9023\u7dda\u8a2d\u5b9a\u6a94\uff1a<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcQmUqyeSphCJ6Dmb0i0MnjAs2Fmua8AwQu3mfGs9hQfPKX8RhdaZZMcMPVTGV6PEisD2bkeC4860Zul2PGxBB-K1CHSAzEJOvicAyw006NzZLq0iNCOLjbBZ6apKe-bD6zy9gh?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"48 \u9032\u5165 Datastream \u5efa\u7acb\u9023\u7dda\u8a2d\u5b9a\u6a94\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcQmUqyeSphCJ6Dmb0i0MnjAs2Fmua8AwQu3mfGs9hQfPKX8RhdaZZMcMPVTGV6PEisD2bkeC4860Zul2PGxBB-K1CHSAzEJOvicAyw006NzZLq0iNCOLjbBZ6apKe-bD6zy9gh?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"48 \u9032\u5165 Datastream \u5efa\u7acb\u9023\u7dda\u8a2d\u5b9a\u6a94\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>48 \u9032\u5165 Datastream \u5efa\u7acb\u9023\u7dda\u8a2d\u5b9a\u6a94<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\" target=\"_blank\" rel=\"noopener\" title=\"\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u771f\u662f PostgreSQL \u8cc7\u6599\u4f86\u70ba\u7bc4\u4f8b\u7684\u8cc7\u6599\u4f86\u6e90\uff0c\u9ede\u64ca PostgreSQL\uff1a<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcOXqslFo_GgFsHfKUcuCy3tJbsfbHmT4elIG51JoYbxABvGC6leGn_ezRfz6_9LEIa-iYB-EDZCqNpjVGBrkOJKWJwpHH5WiiSuMtGjhWAzE0fqKKgDiN2bI7zG5LH1bHJtIXi?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"49 \u9078\u64c7 PostgreSQL \u505a\u70ba Datastream \u4f86\u6e90\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcOXqslFo_GgFsHfKUcuCy3tJbsfbHmT4elIG51JoYbxABvGC6leGn_ezRfz6_9LEIa-iYB-EDZCqNpjVGBrkOJKWJwpHH5WiiSuMtGjhWAzE0fqKKgDiN2bI7zG5LH1bHJtIXi?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"49 \u9078\u64c7 PostgreSQL \u505a\u70ba Datastream \u4f86\u6e90\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>49 \u9078\u64c7 PostgreSQL \u505a\u70ba Datastream \u4f86\u6e90<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u9019\u88e1\u6c92\u6709\u73fe\u6210\u7684\u8cc7\u6599\u5eab\uff0c\u4ee5\u4e0b\u4f7f\u7528\u570b\u5916\u7db2\u53cb\u7684\u793a\u7bc4\u5716\u7247\uff0c\u8f38\u5165\u9023\u7dda\u8a2d\u5b9a\u6a94\u540d\u7a31\u548c ID\uff0c\u4e26\u4e14\u6307\u5b9a Region\uff1a<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdZBalspTUgtp3dddawbfTYkWbadBYRt2eefAle6GEOaXo-IMeb6grTAGjt375A5eYR4lR2ODlz_eENYDfDwXYC3PDeIYEXI305VHhIKH2YPKSA0_dGN8U8wKL1kWLGMd8Ufknu?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"50 \u8f38\u5165 Datastream \u9023\u7dda\u8a2d\u5b9a\u6a94\u540d\u7a31\u4e26\u6307\u5b9a Region\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdZBalspTUgtp3dddawbfTYkWbadBYRt2eefAle6GEOaXo-IMeb6grTAGjt375A5eYR4lR2ODlz_eENYDfDwXYC3PDeIYEXI305VHhIKH2YPKSA0_dGN8U8wKL1kWLGMd8Ufknu?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"50 \u8f38\u5165 Datastream \u9023\u7dda\u8a2d\u5b9a\u6a94\u540d\u7a31\u4e26\u6307\u5b9a Region\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>50 \u8f38\u5165 Datastream \u9023\u7dda\u8a2d\u5b9a\u6a94\u540d\u7a31\u4e26\u6307\u5b9a Region<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u8457\u8f38\u5165\u8cc7\u6599\u5eab\u7684 IP\u3001Port\u3001\u9023\u7dda\u5e33\u865f\u3001\u5bc6\u78bc\u548c\u8cc7\u6599\u5eab\u540d\u7a31\uff1a&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd33lruneml5Gx3HBPgo5x9VWcukZN5Xwra8cluNJp3m6Cpw4jz_1585G4x4QglR9tx96dwcLj5m3mrb2LjxiwxjMQ5HYyuaBWCugXTx-4JD5rYras8LMG-LKjGVvAYLCAK-4HU5A?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"51 \u63d0\u4f9b\u8cc7\u6599\u5eab\u9023\u7684\u9023\u7dda\u8cc7\u8a0a\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd33lruneml5Gx3HBPgo5x9VWcukZN5Xwra8cluNJp3m6Cpw4jz_1585G4x4QglR9tx96dwcLj5m3mrb2LjxiwxjMQ5HYyuaBWCugXTx-4JD5rYras8LMG-LKjGVvAYLCAK-4HU5A?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"51 \u63d0\u4f9b\u8cc7\u6599\u5eab\u9023\u7684\u9023\u7dda\u8cc7\u8a0a\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>51 \u63d0\u4f9b\u8cc7\u6599\u5eab\u9023\u7684\u9023\u7dda\u8cc7\u8a0a<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u6709\u63d0\u4f9b\u4e09\u7a2e\u9023\u7dda\u65b9\u5f0f\uff0c\u6211\u5011\u9078\u64c7\u6700\u7c21\u55ae\u7684 IP \u767d\u540d\u55ae\uff0c\u9019\u88e1\u6307\u7684\u662f\u5141\u8a31\u5730\u7aef\u7684\u8cc7\u6599\u5eab\u53ef\u4ee5\u5f9eDatastream \u7684 IP \u9023\u7dda\u904e\u53bb\u5b58\u53d6\u8cc7\u6599\u3002&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXc3o_pq3bZAF_JL_zoosqW5IoyDAH1VBGPvlvkjsfdrTT14uVo-cqKEZ1v9uwbguuX_UlF_r1uV1RIY5P3K8nycMZj9pgzhCzxSrXs0c5Nl_b2Tzi4QjG_PugpB6t66Pxuriahn?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"52 \u9078\u64c7\u8cc7\u6599\u50b3\u8f38\u65b9\u5f0f\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXc3o_pq3bZAF_JL_zoosqW5IoyDAH1VBGPvlvkjsfdrTT14uVo-cqKEZ1v9uwbguuX_UlF_r1uV1RIY5P3K8nycMZj9pgzhCzxSrXs0c5Nl_b2Tzi4QjG_PugpB6t66Pxuriahn?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"52 \u9078\u64c7\u8cc7\u6599\u50b3\u8f38\u65b9\u5f0f\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>52 \u9078\u64c7\u8cc7\u6599\u50b3\u8f38\u65b9\u5f0f<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u770b\u5230\u5b83\u8df3\u51fa IP \u4f4d\u5740\uff0c\u76f4\u63a5\u8907\u88fd\u8d77\u4f86\u8cbc\u5230\u5730\u7aef\u7684\u9632\u706b\u7246\u53bb\u8a2d\u767d\u540d\u55ae\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdik7JEmNVpEOfTw_6Bf8Czc-qw44RL8WIg3cdh4HGYbWuXonFT9EYXnzcYJIT4QIbQsmWleZjuVSKSwaKWT9yEB6sg0ICAMRlWfHW53cMIA8D5svvLEEDPa9Q2r933chlfnIC_Qw?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"53 \u8a2d\u5b9a\u4f86\u6e90\u7db2\u8def\u5141\u8a31 Datastream \u7684 IP \u53bb\u5b58\u53d6\u8cc7\u6599\u5eab\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdik7JEmNVpEOfTw_6Bf8Czc-qw44RL8WIg3cdh4HGYbWuXonFT9EYXnzcYJIT4QIbQsmWleZjuVSKSwaKWT9yEB6sg0ICAMRlWfHW53cMIA8D5svvLEEDPa9Q2r933chlfnIC_Qw?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"53 \u8a2d\u5b9a\u4f86\u6e90\u7db2\u8def\u5141\u8a31 Datastream \u7684 IP \u53bb\u5b58\u53d6\u8cc7\u6599\u5eab\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>53 \u8a2d\u5b9a\u4f86\u6e90\u7db2\u8def\u5141\u8a31 Datastream \u7684 IP \u53bb\u5b58\u53d6\u8cc7\u6599\u5eab<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u8457\u8981\u6e2c\u8a66\u9023\u7dda\uff0c\u9019\u88e1\u4e00\u5b9a\u8981\u6e2c\u8a66\u6210\u529f\uff0c\u624d\u53ef\u4ee5\u5efa\u7acb\u8a2d\u5b9a\u6a94\uff0c\u6240\u4ee5\u4e0a\u65b9\u7684\u6b04\u4f4d\u4e0d\u80fd\u96a8\u4fbf\u4e82\u6253\u5594\uff01<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdNv5a9jbbFtEiyMFUToRFoB5mQRN8YU0bzMwe4Qt-eNmsRvBvay58T7w190MxROaoVpSDKYmURNDcoYg7jZmlXqnlyDUDDLckf-2twaKdqg-HTkZarG8jLOLsMpFDRqRbw2rdS?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"54 \u57f7\u884c\u9023\u7dda\u6e2c\u8a66\u6216\u76f4\u63a5\u5efa\u7acb\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdNv5a9jbbFtEiyMFUToRFoB5mQRN8YU0bzMwe4Qt-eNmsRvBvay58T7w190MxROaoVpSDKYmURNDcoYg7jZmlXqnlyDUDDLckf-2twaKdqg-HTkZarG8jLOLsMpFDRqRbw2rdS?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"54 \u57f7\u884c\u9023\u7dda\u6e2c\u8a66\u6216\u76f4\u63a5\u5efa\u7acb\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>54 \u57f7\u884c\u9023\u7dda\u6e2c\u8a66\u6216\u76f4\u63a5\u5efa\u7acb<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u82e5\u6e2c\u8a66\u901a\u904e\uff0c\u5c31\u53ef\u4ee5\u5efa\u7acb\u8a2d\u5b9a\u6a94\u4e86\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfPA_1WIr6LuDKnt5reyUFGfh0FmzGLohnGMFqvUpyl5C24Kbz53xbiUhDbdJrrlNApdeuFc6GTiBr5hE-ZF8KoGx2B6eSoipu5qgONOijxbTUgp6yNALtdAJ3NIVf9NDE3O6__?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"55 \u6e2c\u8a66\u9023\u7dda\u6210\u529f\u5f8c\u5efa\u7acb\u8a2d\u5b9a\u6a94\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfPA_1WIr6LuDKnt5reyUFGfh0FmzGLohnGMFqvUpyl5C24Kbz53xbiUhDbdJrrlNApdeuFc6GTiBr5hE-ZF8KoGx2B6eSoipu5qgONOijxbTUgp6yNALtdAJ3NIVf9NDE3O6__?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"55 \u6e2c\u8a66\u9023\u7dda\u6210\u529f\u5f8c\u5efa\u7acb\u8a2d\u5b9a\u6a94\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>55 \u6e2c\u8a66\u9023\u7dda\u6210\u529f\u5f8c\u5efa\u7acb\u8a2d\u5b9a\u6a94<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u8457\u756b\u9762\u6703\u79c0\u51fa\uff0c\u6211\u5011\u525b\u525b\u5efa\u597d\u7684\u9023\u7dda\u8a2d\u5b9a\u6a94\u5167\u5bb9\uff0c\u6211\u5011\u56de\u5230\u4e0a\u4e00\u5c64\uff1a&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdGPmi8esUJqdfi8Rai8slT7n9W3X2srqQzgBuBkcOpzCscCk4ZLrHrEVeBQ6TU04qmCqX9vd5ag2gC22FJwPu6f-ZEjNB0vEng3przKHaRSIuXiFmgqJ51QpgiZDqUzUFmUEP4Iw?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"56 \u78ba\u8a8d\u9023\u7dda\u8cc7\u8a0a\u4e26\u56de\u5230\u4e0a\u4e00\u5c64\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdGPmi8esUJqdfi8Rai8slT7n9W3X2srqQzgBuBkcOpzCscCk4ZLrHrEVeBQ6TU04qmCqX9vd5ag2gC22FJwPu6f-ZEjNB0vEng3przKHaRSIuXiFmgqJ51QpgiZDqUzUFmUEP4Iw?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"56 \u78ba\u8a8d\u9023\u7dda\u8cc7\u8a0a\u4e26\u56de\u5230\u4e0a\u4e00\u5c64\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>56 \u78ba\u8a8d\u9023\u7dda\u8cc7\u8a0a\u4e26\u56de\u5230\u4e0a\u4e00\u5c64<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u8981\u91dd\u5c0d\u50b3\u8f38\u7684\u76ee\u7684\u5730 BigQuery \u4e5f\u5efa\u7acb\u9023\u7dda\u8a2d\u5b9a\u6a94\uff0c\u9ede\u64ca\u300cCreate Profile\u300d\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeh-Cih2iCszMU4EFM5qa0mhPAwuVS697Rnz2xy3nBtmS4dMoRrtDf1ruZCmgC04SlHHeKYw_E8uwbs42fqINwFBBWoDxbsfsLgyvN1a_dENNZr4w9LJNy2UObfKVmvP0MwT54p?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"57 \u5efa\u7acb BigQuery \u7684\u9023\u7dda\u8a2d\u5b9a\u6a94\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeh-Cih2iCszMU4EFM5qa0mhPAwuVS697Rnz2xy3nBtmS4dMoRrtDf1ruZCmgC04SlHHeKYw_E8uwbs42fqINwFBBWoDxbsfsLgyvN1a_dENNZr4w9LJNy2UObfKVmvP0MwT54p?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"57 \u5efa\u7acb BigQuery \u7684\u9023\u7dda\u8a2d\u5b9a\u6a94\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>57 \u5efa\u7acb BigQuery \u7684\u9023\u7dda\u8a2d\u5b9a\u6a94<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u9078\u64c7 BigQuery\uff1a<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcKh149sN9M6viFPq30naWIWoFXuT_CcS8jE_zvGxmFp2LidHzlNkysBUK7Tj6ZrxXlD8wzpPF-b5FWQuyusPZo1FM8xebi5qhjxVMUl3SDw-Q3KOnClBbUCrp99-tGmLoqA8Inqw?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"58 \u9078\u64c7 BigQuery \u505a\u70ba\u50b3\u8f38\u76ee\u7684\u5730\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcKh149sN9M6viFPq30naWIWoFXuT_CcS8jE_zvGxmFp2LidHzlNkysBUK7Tj6ZrxXlD8wzpPF-b5FWQuyusPZo1FM8xebi5qhjxVMUl3SDw-Q3KOnClBbUCrp99-tGmLoqA8Inqw?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"58 \u9078\u64c7 BigQuery \u505a\u70ba\u50b3\u8f38\u76ee\u7684\u5730\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>58 \u9078\u64c7 BigQuery \u505a\u70ba\u50b3\u8f38\u76ee\u7684\u5730<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a2d\u5b9a\u540d\u7a31\u548c Region \u4e26\u6309\u4e0b\u5efa\u7acb\uff1a<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdtCnVCXaWd2IoI--ISi00iLFWuGUVx8crbkWNbPA-kReXBivbXDlOGMwYcyysW_Z7SiADA3G9PYCh7cN-Zq3Eb1wDA63XHcGofcPU9-EjmPxTsM2EUtycwsoonoWhSmT9_pn52?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"59 \u8a2d\u5b9a\u540d\u7a31\u548c Region \u4e26\u6309\u4e0b\u5efa\u7acb\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdtCnVCXaWd2IoI--ISi00iLFWuGUVx8crbkWNbPA-kReXBivbXDlOGMwYcyysW_Z7SiADA3G9PYCh7cN-Zq3Eb1wDA63XHcGofcPU9-EjmPxTsM2EUtycwsoonoWhSmT9_pn52?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"59 \u8a2d\u5b9a\u540d\u7a31\u548c Region \u4e26\u6309\u4e0b\u5efa\u7acb\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>59 \u8a2d\u5b9a\u540d\u7a31\u548c Region \u4e26\u6309\u4e0b\u5efa\u7acb<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u4e0b\u4f86\u5c31\u770b\u5230\u5b83\u8a2d\u5b9a\u5b8c\u6210\u4e86\uff1a<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfOu7DbTmIFjIv0mwm_UPGGovwO9tKhXabqzYTtQrYog9NkKAPALjOf14y0pC4eq4ZQS804rvGJPeQv2j6YHX2i9N3Z7tFVvj6Nwtan3S314JxnLzaQkzSrdUpQmZXdDn_h17NhnQ?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"60 \u78ba\u8a8d BigQuery \u9023\u7dda\u8cc7\u8a0a\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfOu7DbTmIFjIv0mwm_UPGGovwO9tKhXabqzYTtQrYog9NkKAPALjOf14y0pC4eq4ZQS804rvGJPeQv2j6YHX2i9N3Z7tFVvj6Nwtan3S314JxnLzaQkzSrdUpQmZXdDn_h17NhnQ?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"60 \u78ba\u8a8d BigQuery \u9023\u7dda\u8cc7\u8a0a\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>60 \u78ba\u8a8d BigQuery \u9023\u7dda\u8cc7\u8a0a<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u73fe\u5728\u53ef\u4ee5\u6b63\u5f0f\u5efa\u7acb\u4e32\u6d41\u5de5\u4f5c\uff0c\u9ede\u64ca\u300cCreate Stream\u300d\uff1a&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdSG9zqjSNDkmoGtHm0ESI_fgVd1glUq0UFd-yzsH4Q5jBcXkedv8X0RiMCq6JshtY_0BaTSbf1A2DW5GVdE3c-zyeHGS9CIxAsJdKoZNyqvwL4omJwMaR9YJiytmt-jiwXUXsB0A?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"61 \u9032\u5165 Stream \u9078\u55ae\u5efa\u7acb\u4e32\u6d41\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdSG9zqjSNDkmoGtHm0ESI_fgVd1glUq0UFd-yzsH4Q5jBcXkedv8X0RiMCq6JshtY_0BaTSbf1A2DW5GVdE3c-zyeHGS9CIxAsJdKoZNyqvwL4omJwMaR9YJiytmt-jiwXUXsB0A?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"61 \u9032\u5165 Stream \u9078\u55ae\u5efa\u7acb\u4e32\u6d41\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>61 \u9032\u5165 Stream \u9078\u55ae\u5efa\u7acb\u4e32\u6d41<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u8f38\u5165\u4e32\u6d41\u7684\u540d\u7a31\u3001ID\u3001Region\u3001\u4f86\u6e90\u8ddf\u76ee\u7684\u5730\uff1a&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXevs18Ed-2Q94vM4LTUAo6boSl1LdUg8D9rLNZk4yE4bxfPaXic-wrTzWMre-PV2QHK69Y3R-73vu9-nEYK37SWlBs87LqlpmoUMQSoFXUk0GpR94tATTtEsnXabvdCcRkvoztq?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"62 \u8a2d\u5b9a Stream \u540d\u7a31\u3001\u4f86\u6e90\u548c\u76ee\u7684\u5730\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXevs18Ed-2Q94vM4LTUAo6boSl1LdUg8D9rLNZk4yE4bxfPaXic-wrTzWMre-PV2QHK69Y3R-73vu9-nEYK37SWlBs87LqlpmoUMQSoFXUk0GpR94tATTtEsnXabvdCcRkvoztq?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"62 \u8a2d\u5b9a Stream \u540d\u7a31\u3001\u4f86\u6e90\u548c\u76ee\u7684\u5730\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>62 \u8a2d\u5b9a Stream \u540d\u7a31\u3001\u4f86\u6e90\u548c\u76ee\u7684\u5730<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u5f8c\u6309\u300cContinue\u300d\u9032\u884c\u4e0b\u4e00\u6b65\uff1a<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdFFIAMk6u3IHKReEklSEI-mLW9P-lXZvdPSgdbbmtwXisYjDyVsIAfDFuVi81AJs8MD4js4brGJ0nqdMB0GSbRAGOv9p8oZyBOyG3k5Ds9ivZoXbUohseEqckhfV4Pfq1SCXO2?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"63 \u78ba\u8a8d\u7121\u8aa4\u9ede\u64ca\u7e7c\u7e8c\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdFFIAMk6u3IHKReEklSEI-mLW9P-lXZvdPSgdbbmtwXisYjDyVsIAfDFuVi81AJs8MD4js4brGJ0nqdMB0GSbRAGOv9p8oZyBOyG3k5Ds9ivZoXbUohseEqckhfV4Pfq1SCXO2?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"63 \u78ba\u8a8d\u7121\u8aa4\u9ede\u64ca\u7e7c\u7e8c\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>63 \u78ba\u8a8d\u7121\u8aa4\u9ede\u64ca\u7e7c\u7e8c<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u9019\u88e1\u6211\u5011\u9078\u64c7\u525b\u525b\u5efa\u7acb\u7684 PostgreSQL \u9023\u7dda\u8a2d\u5b9a\u6a94\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcRldO2er5zjNou48N-Kok3y5BHnoZKegMP6QuIxiCki_8v93UH9ogJhZ3lmzwWfRY5IJFL8PByF3ojjMlDr3n8a43bLfja-YI1MFeSCIcZzL4BtRbs8Sx-ySKu_UzTxCIliMFPyQ?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"64 \u9078\u64c7\u525b\u5efa\u7acb\u7684 PostgreSQL \u9023\u7dda\u8a2d\u5b9a\u6a94\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcRldO2er5zjNou48N-Kok3y5BHnoZKegMP6QuIxiCki_8v93UH9ogJhZ3lmzwWfRY5IJFL8PByF3ojjMlDr3n8a43bLfja-YI1MFeSCIcZzL4BtRbs8Sx-ySKu_UzTxCIliMFPyQ?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"64 \u9078\u64c7\u525b\u5efa\u7acb\u7684 PostgreSQL \u9023\u7dda\u8a2d\u5b9a\u6a94\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>64 \u9078\u64c7\u525b\u5efa\u7acb\u7684 PostgreSQL \u9023\u7dda\u8a2d\u5b9a\u6a94<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u9019\u88e1\u6211\u5011\u4e00\u6a23\u8981\u6e2c\u8a66\u4e00\u4e0b\u8cc7\u6599\u5eab\u7684\u9023\u7dda\uff0c\u6210\u529f\u5f8c\u518d\u6309\u300cContinue\u300d\uff1a<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcjJYHAkXBJABtbBQC_bYz54ZpXbBdEjTptmJKtuGYc4OXbhPiUHPGfAd40br38qple5a9ypAXpI_p0QME13wzO7zTUUy9q53_gZonc0dJ78aX5h6ty2fepWe_r877V_rDRVt-jJw?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"65 \u9023\u7dda\u6e2c\u8a66\u6210\u529f\u4e26\u7e7c\u7e8c\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcjJYHAkXBJABtbBQC_bYz54ZpXbBdEjTptmJKtuGYc4OXbhPiUHPGfAd40br38qple5a9ypAXpI_p0QME13wzO7zTUUy9q53_gZonc0dJ78aX5h6ty2fepWe_r877V_rDRVt-jJw?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"65 \u9023\u7dda\u6e2c\u8a66\u6210\u529f\u4e26\u7e7c\u7e8c\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>65 \u9023\u7dda\u6e2c\u8a66\u6210\u529f\u4e26\u7e7c\u7e8c<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 Configure Source \u4e2d\uff0c\u6211\u5011\u8981\u8a2d\u5b9a Publication Slot Name \u548c Publication Name\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b Slot \u4e0d\u662f BigQuery \u672c\u8eab\u7684 Slot \u5594\uff01\u5728 PostgreSQL \u7684\u8cc7\u6599\u8907\u5beb (Replication) \u6a5f\u5236\u4e2d\uff0cReplication Slot \u662f\u4e00\u500b\u91cd\u8981\u7684\u6982\u5ff5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u80fd\u5920\u8ffd\u8e64\u8cc7\u6599\u8b8a\u66f4\uff0c\u5373\u4f7f\u8907\u5beb\u76ee\u6a19 (Datastream) \u66ab\u6642\u96e2\u7dda\u6216\u5ef6\u9072\uff0cSlot \u4e5f\u6703\u78ba\u4fdd\u9700\u8981\u7684 WAL (Write-Ahead Logging) \u6a94\u6848\uff0c\u76f4\u5230 Datastream \u6536\u5230\u9019\u4e9b\u8b8a\u66f4\uff0c\u4e5f\u80fd\u907f\u514d\u8cc7\u6599\u907a\u5931\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u9700\u8981\u5728 PostgreSQL \u8cc7\u6599\u5eab\u4e2d\u9810\u5148\u5efa\u7acb\u9019\u500b Replication Slot\uff0c\u7136\u5f8c\u5728\u8a2d\u5b9a Datastream \u6642\u63d0\u4f9b\u9019\u500b Slot \u540d\u7a31\uff0c\u9019\u6a23 Datastream \u5c31\u80fd\u900f\u904e\u9019\u500b Slot \u4f86\u8ffd\u8e64\u548c\u63a5\u6536\u8cc7\u6599\u5eab\u7684\u8b8a\u66f4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c Publication \u662f PostgreSQL 10 \u7248\u4e4b\u5f8c\u63a8\u51fa\u7684\u908f\u8f2f\u8907\u5beb (Logical Replication) \u6a5f\u5236\u4e2d\u7684\u4e00\u500b\u91cd\u8981\u5143\u7d20\u3002\u4f60\u53ef\u4ee5\u6307\u5b9a\u7279\u5b9a\u7684\u8868\u683c\u8981\u88ab\u8907\u5beb\uff0c\u4ee5\u53ca\u8981\u8907\u5beb\u54ea\u4e9b\u985e\u578b\u7684\u64cd\u4f5c\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcEPJCGc8lqYVawzYC2fXeWf9cx_SyFFF8hdVjPjLinDBabMCAYpA1dnsy9oUnL5DIVDwlq5EGgR5cVMM8Fs9kulHABudwCcN1L_gjUqIgXanaJ0-O6Sf4v0mNZ7d_9NEex3F-4Zw?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"66 \u8a2d\u5b9a Publication Slot \u548c Publication Name\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcEPJCGc8lqYVawzYC2fXeWf9cx_SyFFF8hdVjPjLinDBabMCAYpA1dnsy9oUnL5DIVDwlq5EGgR5cVMM8Fs9kulHABudwCcN1L_gjUqIgXanaJ0-O6Sf4v0mNZ7d_9NEex3F-4Zw?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"66 \u8a2d\u5b9a Publication Slot \u548c Publication Name\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>66 \u8a2d\u5b9a Publication Slot \u548c Publication Name<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u518d\u5f80\u4e0b\u9078\u64c7\u8981\u8f49\u79fb\u8cc7\u6599\u7684\u8868\u683c\u8ddf\u6b04\u4f4d\uff0c\u9078\u597d\u518d\u4e0b\u4e00\u6b65\uff1a&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeRcylmJ5PmQjIHEqXMvEFsN4cE8nqQpa4-HM5ZZ4uFgUsxEOhAE6mIWvHye3V6KLsapfFlT4uCHTkg48pY1kLEaQCwkJUkIP9VvCVdfAAEfTflPyXwaMp2M-JMdTQLGSgKdF15?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"67 \u6307\u5b9a\u8981\u540c\u6b65\u8cc7\u6599\u7684\u8868\u683c\u548c\u6b04\u4f4d\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeRcylmJ5PmQjIHEqXMvEFsN4cE8nqQpa4-HM5ZZ4uFgUsxEOhAE6mIWvHye3V6KLsapfFlT4uCHTkg48pY1kLEaQCwkJUkIP9VvCVdfAAEfTflPyXwaMp2M-JMdTQLGSgKdF15?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"67 \u6307\u5b9a\u8981\u540c\u6b65\u8cc7\u6599\u7684\u8868\u683c\u548c\u6b04\u4f4d\n\"><\/noscript><figcaption class=\"wp-element-caption\">67 \u6307\u5b9a\u8981\u540c\u6b65\u8cc7\u6599\u7684\u8868\u683c\u548c\u6b04\u4f4d<br>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u76ee\u7684\u5730\u7684\u90e8\u5206\uff0c\u6211\u5011\u5c31\u9078\u64c7\u525b\u525b\u5efa\u7acb\u7684 BigQuery \u9023\u7dda\u8a2d\u5b9a\u6a94\uff1a&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXezYIbqduq3Cl4YyDrMyHVAds06m6YwWsAvEAbi4il4eWOdE3xZEyA1i7nSsVo1KuF12vYPh_5QVgYeqXVebEcgWpjXhFZsqc-rXANEW_3zEXukLvEug08Wd7-WnKQQJy5nf9f5MQ?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"68 \u9078\u64c7 BigQuery \u7684\u8a2d\u5b9a\u6a94\u4e26\u7e7c\u7e8c\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXezYIbqduq3Cl4YyDrMyHVAds06m6YwWsAvEAbi4il4eWOdE3xZEyA1i7nSsVo1KuF12vYPh_5QVgYeqXVebEcgWpjXhFZsqc-rXANEW_3zEXukLvEug08Wd7-WnKQQJy5nf9f5MQ?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"68 \u9078\u64c7 BigQuery \u7684\u8a2d\u5b9a\u6a94\u4e26\u7e7c\u7e8c\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>68 \u9078\u64c7 BigQuery \u7684\u8a2d\u5b9a\u6a94\u4e26\u7e7c\u7e8c<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u88e1\u662f\u554f\u4f60\u8981\u628a\u8f49\u79fb\u51fa\u4f86\u7684\u8cc7\u6599\u8981\u653e\u5728\u55ae\u4e00 Region \u9084\u662f\u591a\u500b Region \u7684 Dataset\u3002\u5982\u679c\u4f60\u5f8c\u7e8c\u7684\u7684\u61c9\u7528\u4e3b\u8981\u5728\u7279\u5b9a\u5340\u57df\u904b\u4f5c\uff0c\u9078\u64c7 Region \u5373\u53ef\uff0c\u5982\u679c\u4f60\u9700\u8981\u66f4\u9ad8\u7684\u914d\u984d\u9650\u5236\u548c\u66f4\u9ad8\u7684\u53ef\u7528\u6027\uff0c\u9078\u64c7 Multi-region\u3002<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdyzQ8xvtKIRYAxdEEXqkujRag_XIpcbGJKxeFbOCcCFELBYURIz9zkAEjOq3WSUokpGUCB6WZ7r2_R4fpEYZeSHGMTtVmCMHSUOrMeXIsJeD2KtRmh0UPVTUjPIyYuv3iTjp4MPQ?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdyzQ8xvtKIRYAxdEEXqkujRag_XIpcbGJKxeFbOCcCFELBYURIz9zkAEjOq3WSUokpGUCB6WZ7r2_R4fpEYZeSHGMTtVmCMHSUOrMeXIsJeD2KtRmh0UPVTUjPIyYuv3iTjp4MPQ?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>69 \u6307\u5b9a\u8cc7\u6599\u8981\u540c\u6b65\u5230 BigQuery \u7684 Region<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Stream Write Mode \u6307\u7684\u662f\u5beb\u5165\u6a21\u5f0f\uff0c\u5305\u542b Merge (\u5408\u4f75\u6a21\u5f0f\uff0c\u6703\u66f4\u65b0\u820a\u8cc7\u6599)\u3001Append (\u8ffd\u52a0\u6a21\u5f0f\uff0c\u4e0d\u6703\u66f4\u65b0\u6216\u522a\u9664\u73fe\u6709\u8cc7\u6599) \u548cReplace (\u66ff\u63db\u6a21\u5f0f\uff0c\u6703\u522a\u9664\u6240\u6709\u73fe\u6709\u8cc7\u6599)\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c Staleness Limit (\u8cc7\u6599\u9673\u820a\u9650\u5236)\uff0c\u6307\u7684\u662f\u8cc7\u6599\u662f\u5426\u9700\u8981\u7acb\u5373\u8655\u7406\uff0c\u8a2d\u5b9a\u70ba 0 \u79d2\u8868\u793a\u8cc7\u6599\u6703\u7acb\u5373\u88ab\u8655\u7406\uff0c\u7528\u4f86\u4fdd\u6301\u6700\u5373\u6642\u7684\u72c0\u614b\u3002\u4f46\u53ef\u80fd\u6703\u5c0e\u81f4\u8f03\u9ad8\u7684\u67e5\u8a62\u6210\u672c\uff0c\u56e0\u70ba\u6bcf\u6b21\u8b8a\u66f4\u90fd\u9700\u8981\u7acb\u5373\u8655\u7406\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u60a8\u60f3\u964d\u4f4e\u6210\u672c\uff0c\u4e26\u4e14\u53ef\u4ee5\u63a5\u53d7\u4e00\u9ede\u8cc7\u6599\u5ef6\u9072\u7684\u8a71\uff0c\u53ef\u4ee5\u589e\u52a0\u4e00\u9ede Staleness Limit\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXemMdFDPI3WF_6AAqv1j3n_rIokR7wI75QuId7u7EGAfTjLPka9527HxKwcYQObpMYuSHGhtvw236il9fyKtmiS8TJM2iP_-aXybjBBW_KI2ieMlJaEl27YhhzD--D0Q2l8T8TpDA?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"70 \u6307\u5b9a\u5beb\u5165\u6a21\u5f0f\u548c\u8cc7\u6599\u9673\u820a\u9650\u5236\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXemMdFDPI3WF_6AAqv1j3n_rIokR7wI75QuId7u7EGAfTjLPka9527HxKwcYQObpMYuSHGhtvw236il9fyKtmiS8TJM2iP_-aXybjBBW_KI2ieMlJaEl27YhhzD--D0Q2l8T8TpDA?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"70 \u6307\u5b9a\u5beb\u5165\u6a21\u5f0f\u548c\u8cc7\u6599\u9673\u820a\u9650\u5236\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>70 \u6307\u5b9a\u5beb\u5165\u6a21\u5f0f\u548c\u8cc7\u6599\u9673\u820a\u9650\u5236<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u5f8c\u518d\u6309\u4e00\u4e0b\u300cRUN VALIDATION\u300d\u4f86\u78ba\u8a8d\u6240\u6709\u7684\u8a2d\u5b9a\u6b63\u78ba\u7121\u8aa4\uff0c\u5982\u679c\u90fd\u6c92\u554f\u984c\u5c31\u53ef\u76f4\u63a5\u6309\u4e0b\u300cCREATE &amp; START\u300d\u76f4\u63a5\u958b\u59cb\u50b3\u8f38\uff1a<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdCW9lZQJOuAryr9b-90llHNvbNpR7Z53sDtJcZuaPa9KZwihwqXh741Z8bUi_od-i12WBWK-N0T-nAO42g5HI1ys1JYRI8vOdg0wv-SZh5gA6QcMRuFGsWS_8SngUHALA9tpVufg?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"71 \u9a57\u8b49\u6240\u6709\u8a2d\u5b9a\u4e26\u5efa\u7acb\u5de5\u4f5c\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdCW9lZQJOuAryr9b-90llHNvbNpR7Z53sDtJcZuaPa9KZwihwqXh741Z8bUi_od-i12WBWK-N0T-nAO42g5HI1ys1JYRI8vOdg0wv-SZh5gA6QcMRuFGsWS_8SngUHALA9tpVufg?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"71 \u9a57\u8b49\u6240\u6709\u8a2d\u5b9a\u4e26\u5efa\u7acb\u5de5\u4f5c\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>71 \u9a57\u8b49\u6240\u6709\u8a2d\u5b9a\u4e26\u5efa\u7acb\u5de5\u4f5c<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u8df3\u51fa\u4e00\u500b\u78ba\u8a8d\u8996\u7a97\uff0c\u518d\u6b21\u6309\u4e0b\u300cCREATE &amp; START\u300d\uff1a<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeKZHb38BnacIjx53hrdx1MbnlkBJRIyso53gfmghQN2pmkpLDZeTtY04x9PYjMIZkkdimpEunNCRvRK6Mz3kdObnOZpU8LyBziZ1iOcOFt1lV8Nifgkh2xxineTWSMIXKe7En1?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"72 \u78ba\u8a8d\u5efa\u7acb Datastream \u5de5\u4f5c\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeKZHb38BnacIjx53hrdx1MbnlkBJRIyso53gfmghQN2pmkpLDZeTtY04x9PYjMIZkkdimpEunNCRvRK6Mz3kdObnOZpU8LyBziZ1iOcOFt1lV8Nifgkh2xxineTWSMIXKe7En1?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"72 \u78ba\u8a8d\u5efa\u7acb Datastream \u5de5\u4f5c\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>72 \u78ba\u8a8d\u5efa\u7acb Datastream \u5de5\u4f5c<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\" target=\"_blank\" rel=\"noopener\" title=\"\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u8457\u6211\u5011\u5c31\u770b\u5230 Datastream \u958b\u59cb\u540c\u6b65\u8cc7\u6599\u4e86\uff1a&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdUDsqDBCoWwP4sSEhPb3e3Xz6_Aw8RX1wfahc7we59qidIHOnYXShYI6hhoA1wT-7s_vTQIpgQHqzQ6QSi0F1opZOqjLvaeG3dWN9ZG--tn_LZsQzMu5J3-Dl64EA5khg2qd6iHw?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"73 \u78ba\u8a8d Datastream \u958b\u59cb\u540c\u6b65\u8cc7\u6599\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdUDsqDBCoWwP4sSEhPb3e3Xz6_Aw8RX1wfahc7we59qidIHOnYXShYI6hhoA1wT-7s_vTQIpgQHqzQ6QSi0F1opZOqjLvaeG3dWN9ZG--tn_LZsQzMu5J3-Dl64EA5khg2qd6iHw?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"73 \u78ba\u8a8d Datastream \u958b\u59cb\u540c\u6b65\u8cc7\u6599\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>73 \u78ba\u8a8d Datastream \u958b\u59cb\u540c\u6b65\u8cc7\u6599<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/www.youtube.com\/watch?v=GVl2jfB7DKA\">YouTube \u5f71\u7247<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-3-pub-sub-cloud-functions\">3. Pub\/Sub \u642d\u914d Cloud Functions<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Pub\/Sub \u662f\u4e00\u500b\u5b8c\u5168\u4ee3\u7ba1\u7684\u8a0a\u606f\u4f47\u5217 (Message Queue) \u670d\u52d9\uff0c\u57fa\u65bc\u767c\u5e03\/\u8a02\u95b1 (Publish\/Subscribe) \u6a21\u5f0f\uff0c\u4e3b\u8981\u7528\u65bc\u4e8b\u4ef6\u9a45\u52d5\u67b6\u69cb\u548c\u4e32\u6d41\u8cc7\u6599\u8655\u7406\u3002\u4e3b\u8981\u6709\u4e09\u500b\u7279\u6027\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"aioseo-1-decoupling\"><strong>(1) \u89e3\u8026 (Decoupling)<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u900f\u904e\u767c\u5e03\/\u8a02\u95b1\u6a21\u5f0f\uff0c\u767c\u9001\u65b9\u548c\u63a5\u6536\u65b9\u4e4b\u9593\u4e0d\u9700\u8981\u76f4\u63a5\u4e92\u52d5\uff0c\u8b93\u7cfb\u7d71\u7684\u5404\u500b\u90e8\u5206\u80fd\u5920\u7368\u7acb\u767c\u5c55\u548c\u64f4\u5c55\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u7cfb\u7d71\u7684\u9748\u6d3b\u6027\u548c\u53ef\u7dad\u8b77\u6027\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"aioseo-2-reliability\">(2) \u53ef\u9760\u6027 (Reliability)<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u7cfb\u7d71\u6703\u5c07\u6240\u6709\u8a0a\u606f\u6c38\u4e45\u5132\u5b58\uff0c\u5373\u4f7f\u5728\u904e\u7a0b\u4e2d\u767c\u751f\u7570\u5e38\uff0c\u8a0a\u606f\u4e5f\u4e0d\u6703\u907a\u5931\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"aioseo-3-scalability\"><strong>(3) \u64f4\u5c55\u6027 (Scalability)<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u7cfb\u7d71\u80fd\u5920\u56e0\u61c9\u6d41\u91cf\u8b8a\u5316\u81ea\u52d5\u64f4\u5145\uff0c\u7121\u9700\u624b\u52d5\u5e72\u9810\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u800c Cloud Functions \u672c\u8eab\u662f\u8f15\u91cf\u7d1a\u7684\u61c9\u7528\u7a0b\u5f0f\u5e73\u53f0\uff0c\u5167\u5efa\u8a02\u95b1 Pub\/Sub Topic \u7684\u529f\u80fd \u5f88\u9069\u5408\u8655\u7406\u4e2d\u5c0f\u898f\u6a21\u7684\u4e32\u6d41\u8cc7\u6599\uff0c\u5c24\u5176\u662f\u91dd\u5c0d\u7c21\u55ae\u7684\u8cc7\u6599\u8f49\u63db\u3002\u7576\u65b0\u8a0a\u606f\u5230\u9054\u6642\uff0c\u80fd\u5920\u81ea\u52d5\u89f8\u767c Cloud Function \u57f7\u884c\uff0c\u6700\u9069\u5408\u7528\u65bc\u4e8b\u4ef6\u9a45\u52d5\u7684\u67b6\u69cb\uff0c\u7279\u5225\u662f\u90a3\u4e9b\u8cc7\u6599\u6d41\u6642\u6709\u6642\u7121\u7684\u5834\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u512a\u52e2\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u56e0\u70ba\u662f\u7121\u4f3a\u670d\u5668\u67b6\u69cb\uff0c\u4e0d\u7528\u7ba1\u7406\u4efb\u4f55\u57fa\u790e\u8a2d\u65bd\u3002\u7cfb\u7d71\u80fd\u5920\u6839\u64da\u5be6\u969b\u8ca0\u8f09\u81ea\u52d5\u64f4\u5c55\uff0c\u53ea\u8981\u70ba\u5be6\u969b\u4f7f\u7528\u7684\u8cc7\u6e90\u4ed8\u8cbb\u3002\u958b\u767c\u904e\u7a0b\u4e5f\u76f8\u5c0d\u7c21\u55ae\uff0c\u5de5\u7a0b\u5e2b\u53ef\u4ee5\u5c08\u6ce8\u65bc\u696d\u52d9\u908f\u8f2f\u7684\u5be6\u73fe\uff0c\u4e0d\u5fc5\u64d4\u5fc3\u5e95\u5c64\u57fa\u790e\u5efa\u8a2d\u7684\u7ba1\u7406\u3002\u9019\u7a2e\u6309\u9700\u4ed8\u8cbb\u7684\u6a21\u5f0f\u901a\u5e38\u80fd\u63d0\u4f9b\u8f03\u597d\u7684\u6210\u672c\u6548\u76ca\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9650\u5236\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Cloud Functions \u7684\u57f7\u884c\u6642\u9593\u6709\u4e0a\u9650\uff0c\u6700\u9577\u53ea\u80fd\u904b\u884c 540 \u79d2\uff0c\u4e0d\u9069\u5408\u9700\u8981\u9577\u6642\u9593\u8655\u7406\u7684\u4efb\u52d9\u3002\u4f8b\u5982\u8cc7\u6599\u8f49\u63db\u592a\u8907\u96dc\u7684\u6642\u5019\uff0c\u4e26\u4e14\u51b7\u555f\u52d5\u4e5f\u6703\u5e36\u4f86\u5ef6\u9072\u3002\u53e6\u5916\u5c0d\u65bc\u4f75\u767c\u8655\u7406\u80fd\u529b\u4e5f\u6709\u4e00\u5b9a\u7684\u9650\u5236\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6ce8\u610f\u4e8b\u9805\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\u8981\u8a2d\u5b9a\u5408\u7406\u7684 Time-Out \u6642\u9593\uff0c\u78ba\u4fdd\u80fd\u5920\u5b8c\u6574\u8655\u7406\u8cc7\u6599\u3002\u540c\u6642\uff0c\u5fc5\u9808\u5be6\u4f5c\u7a69\u5065\u53ef\u9760\u7684\u932f\u8aa4\u8655\u7406\u548c\u91cd\u8a66\u6a5f\u5236\uff0c\u4ee5\u61c9\u5c0d\u53ef\u80fd\u7684\u5931\u6557\u60c5\u6cc1\u3002\u4f60\u4e5f\u8981\u5efa\u7acb\u5b8c\u5584\u7684\u76e3\u63a7\u6a5f\u5236\u4f86\u8ffd\u8e2a Cloud Functions&nbsp; \u7684\u57f7\u884c\u72c0\u614b\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-4-pub-sub-cloud-run\">4. Pub\/Sub + Cloud Run<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Cloud Run \u7d50\u5408 Pub\/Sub \u63d0\u4f9b\u4e86\u4e00\u500b\u66f4\u52a0\u9748\u6d3b\u7684\u4e32\u6d41\u8cc7\u6599\u8655\u7406\u65b9\u6848\u3002\u7279\u5225\u9069\u5408\u90a3\u4e9b\u9700\u8981\u81ea\u8a02\u8655\u7406\u908f\u8f2f\uff0c\u6216\u9700\u8981\u7279\u5b9a\u904b\u4f5c\u74b0\u5883\u7684\u5834\u666f\u3002\u8207 Cloud Functions \u76f8\u6bd4\uff0c\u5b83\u652f\u63f4\u66f4\u9577\u7684\u904b\u4f5c\u6642\u9593\uff0c\u6700\u9577\u53ef\u9054\u5230 60 \u5206\u9418\uff0c\u4e26\u4e14\u80fd\u5920\u8655\u7406\u4e2d\u5927\u578b\u7684\u4e32\u6d41\u8cc7\u6599\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u512a\u52e2\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7531\u65bc\u5bb9\u5668\u5316\u7684\u90e8\u7f72\u65b9\u5f0f\uff0c\u9019\u63d0\u4f9b\u5f88\u5927\u7684\u9748\u6d3b\u6027\u3002\u60a8\u53ef\u4ee5\u4f7f\u7528\u4efb\u4f55\u7a0b\u5f0f\u8a9e\u8a00\uff0c\u5b89\u88dd\u4efb\u4f55\u6240\u9700\u7684\u76f8\u4f9d\u6027\u5957\u4ef6\u3002Cloud Run \u80fd\u5920\u81ea\u52d5\u64f4\u5145 (Autoscale)\uff0c\u540c\u6642\u80fd\u904b\u4f5c\u8f03\u9577\u6642\u9593\uff0c\u8b93\u5b83\u80fd\u5920\u9069\u7528\u65bc\u8907\u96dc\u7684\u61c9\u7528\u5834\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9650\u5236\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\u662f\u5bb9\u5668\u6620\u50cf\u6a94\u7684\u7dad\u8b77\uff0c\u9019\u9700\u8981\u4e00\u500b\u5b8c\u6574\u7684\u5bb9\u5668\u7ba1\u7406\u6216 CI\/CD \u6d41\u7a0b\u3002\u76f8\u6bd4 Cloud Functions\uff0cCloud Run \u7684\u8a2d\u5b9a\u4e5f\u76f8\u5c0d\u8907\u96dc\u4e00\u4e9b\uff0c\u9700\u8981\u66f4\u591a\u7684\u7dad\u904b\u5de5\u4f5c\u3002\u5f9e\u6210\u672c\u89d2\u5ea6\u4f86\u770b\uff0c\u5982\u679c\u6c92\u8a2d\u5b9a\u597d Autoscale \u7684\u53c3\u6578\uff0c\u53ef\u80fd\u6703\u5c0e\u81f4\u8f03\u9ad8\u7684\u8cbb\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6ce8\u610f\u4e8b\u9805\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8981\u6ce8\u610f\u5bb9\u5668\u6620\u50cf\u6a94\u7684\u7dad\u8b77\u548c\u66f4\u65b0\u7b56\u7565\u3002\u5c0d\u8cc7\u6e90\u7684\u914d\u7f6e\u9700\u8981\u4ed4\u7d30\u512a\u5316\uff0c\u5305\u62ec\u8a18\u61b6\u9ad4\u3001CPU \u7b49\u53c3\u6578\u7684\u8a2d\u5b9a\u3002\u5efa\u7acb\u5b8c\u5584\u7684\u76e3\u63a7\u548c\u8b66\u5831\u6a5f\u5236\u4e5f\u5f88\u91cd\u8981\uff0c\u9700\u8981\u53ca\u6642\u767c\u73fe\u548c\u89e3\u6c7a\u6f5b\u5728\u554f\u984c\u3002\u53e6\u5916\uff0c\u70ba\u4e86\u63a7\u5236\u6210\u672c\u4e5f\u8981\u5c0f\u5fc3\u8a2d\u5b9a Autoscale \u7684\u7b56\u7565\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-5-pub-sub-dataflow\">5.&nbsp; Pub\/Sub + Dataflow<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Dataflow \u7d50\u5408 Pub\/Sub \u662f\u4e00\u500b\u4f01\u696d\u7d1a\u7684\u4e32\u6d41\u8655\u7406\u65b9\u6848\uff0c\u9069\u5408\u8655\u7406\u5927\u898f\u6a21\u8cc7\u6599\u548c\u8907\u96dc\u7684\u8f49\u63db\u3002Dataflow \u5177\u6709\u9ad8\u5ea6\u7684\u64f4\u5c55\u6027\uff0c\u7279\u5225\u662f\u90a3\u4e9b\u8907\u96dc\u7684\u696d\u52d9\u908f\u8f2f\uff0c\u6216\u9700\u8981\u9032\u884c\u5927\u898f\u6a21\u6578\u64da\u8655\u7406\u7684\u4f01\u696d\u7d1a\u61c9\u7528\u5834\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u512a\u52e2\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dataflow \u63d0\u4f9b\u4e86\u8c50\u5bcc\u7684\u8cc7\u6599\u8f49\u63db\u548c\u8655\u7406\u529f\u80fd\uff0c\u80fd\u5920\u8655\u7406\u8907\u96dc\u7684\u696d\u52d9\u908f\u8f2f\u3002\u5b83\u4e5f\u80fd Autoscale\uff0c\u80fd\u5920\u81ea\u52d5\u8655\u7406\u8ca0\u8f09\u91cf\u7684\u8b8a\u5316\u3002\u9084\u5167\u5efa\u5b8c\u5584\u7684\u5bb9\u932f\u6a5f\u5236\uff0c\u80fd\u5920\u78ba\u4fdd\u6578\u64da\u8655\u7406\u7684\u53ef\u9760\u6027\u3002\u6b64\u5916\uff0c\u5b83\u9084\u652f\u63f4\u8907\u96dc\u7684\u8996\u7a97\u64cd\u4f5c (Window Operations)\uff0c\u5c07\u9023\u7e8c\u4e0d\u65b7\u7684\u8cc7\u6599\u6d41\u5207\u5206\u6210\u6709\u9650\u6642\u9593\u5340\u6bb5\u4f86\u8655\u7406\uff0c\u4ee5\u53ca\u81ea\u8a02\u7684\u8f49\u63db\u908f\u8f2f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9650\u5236\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dataflow \u4e5f\u662f\u6700\u8907\u96dc\u7684\uff0c\u5b83\u9700\u8981\u8f03\u591a\u7684\u5c08\u696d\u77e5\u8b58\uff0c\u5f9e\u8a2d\u5b9a\u5230\u5f8c\u7e8c\u7dad\u8b77\u90fd\u5f88\u8907\u96dc\u3002\u5f9e\u6210\u672c\u89d2\u5ea6\u4f86\u770b\uff0c\u5b83\u662f\u6703\u81ea\u52d5\u5efa\u7acb\u865b\u64ec\u6a5f\u5668\u4f86\u904b\u4f5c\uff0c\u4e5f\u6709\u8f03\u9ad8\u7684\u904b\u71df\u6210\u672c\uff0c\u901a\u5e38\u9700\u8981\u5c08\u9580\u7684\u5718\u968a\u548c\u8f03\u9577\u7684\u6642\u9593\u6295\u5165\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6ce8\u610f\u4e8b\u9805\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\u662f\u4ed4\u7d30\u898f\u5283\u8cc7\u6599\u7ba1\u9053 (Data Pipeline) \u7684\u8a2d\u8a08\uff0c\u78ba\u4fdd\u80fd\u5920\u9ad8\u6548\u5730\u8655\u7406\u8cc7\u6599\u6d41\u3002\u6210\u672c\u512a\u5316\u4e5f\u662f\u4e00\u500b\u91cd\u8981\u8003\u91cf\uff0c\u9700\u8981\u5408\u7406\u8a2d\u7f6e\u8cc7\u6e90\u4f7f\u7528\u7b56\u7565\uff0c\u5f9e CPU\u3001\u8a18\u61b6\u9ad4\u3001\u786c\u789f\uff0c\u5230 Autoscale\u3001\u8655\u7406\u7a97\u683c\u548c\u7ba1\u9053\u8a2d\u8a08\u7b49\u7b49\u3002\u5efa\u7acb\u5b8c\u5584\u7684\u76e3\u63a7\u6a5f\u5236\u662f\u5f88\u91cd\u8981\u7684\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"aioseo-6\">6.&nbsp; \u4e32\u6d41\u65b9\u6cd5\u6bd4\u8f03\u8868<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u4e0b\u6574\u7406\u4e94\u7a2e\u4e32\u6d41\u8cc7\u6599\u7684\u65b9\u6cd5\uff0c\u4f60\u53ef\u4ee5\u6839\u64da\u5834\u666f\u4f86\u6c7a\u5b9a\u8655\u7406\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfUpzjpNrQFvfXZfLVJTE9zfShl7iOeMhxS9zyDNeH_K5LWua-G425gNFUSP4RbT96qsGaptjYKgKZlK-kf4gEYr5INZardwJyGRz6LebezvDinm22lEY56rpIgvKRGc0qMn8P47A?key=dX_BHhxb-XIdnUDBF7KxNHi7\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"74 \u5404\u7a2e\u4e32\u6d41\u8cc7\u6599\u8655\u7406\u65b9\u6cd5\u6bd4\u8f03\u8868\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfUpzjpNrQFvfXZfLVJTE9zfShl7iOeMhxS9zyDNeH_K5LWua-G425gNFUSP4RbT96qsGaptjYKgKZlK-kf4gEYr5INZardwJyGRz6LebezvDinm22lEY56rpIgvKRGc0qMn8P47A?key=dX_BHhxb-XIdnUDBF7KxNHi7\" alt=\"74 \u5404\u7a2e\u4e32\u6d41\u8cc7\u6599\u8655\u7406\u65b9\u6cd5\u6bd4\u8f03\u8868\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>74 \u5404\u7a2e\u4e32\u6d41\u8cc7\u6599\u8655\u7406\u65b9\u6cd5\u6bd4\u8f03\u8868<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u6771\u6771\u8001\u5e2b\u81ea\u884c\u6574\u7406<\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u7ae0\u8f49\u8f09\u81ea<a href=\"https:\/\/dongdonggcp.com\/2025\/02\/12\/how-to-upload-data-to-bigquery\/\" target=\"_blank\" rel=\"noopener\" title=\"\">\u300a\u6771\u6771GCP \u6559\u5b78\u300b<\/a>\u7db2\u7ad9<\/p>\n\n\n\n<div style=\"height:50px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group has-background is-vertical is-layout-flex wp-container-core-group-is-layout-2c90304e wp-block-group-is-layout-flex\" style=\"background-color:#f2f2f2\">\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer wp-container-content-728072c3\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">   <strong>\ud83d\udcda BigQuery \u5ef6\u4f38\u95b1\u8b80<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">   \ud83d\udd17 <a href=\"https:\/\/masterconcept.ai\/zh-hant\/learning-column\/google-cloud-zh-hant\/gcp-kol-x-master-concept-the-benefits-and-usage-of-bigquery\/\" target=\"_blank\" rel=\"noopener\" title=\"\u3010\u6771\u6771\u8001\u5e2b X \u601d\u60f3\u79d1\u6280\u3011BigQuery \u7684\u512a\u52e2\u8207\u4f7f\u7528\u65b9\u6cd5 \">\u3010\u6771\u6771\u8001\u5e2b X \u601d\u60f3\u79d1\u6280\u3011BigQuery \u7684\u512a\u52e2\u8207\u4f7f\u7528\u65b9\u6cd5 <\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">   \ud83d\udd17 <a href=\"https:\/\/masterconcept.ai\/zh-hant\/learning-column\/google-cloud-zh-hant\/gcp-kol-x-master-concept-how-to-upload-data-without-to-bigquery\/\" target=\"_blank\" rel=\"noopener\" title=\"\u3010\u6771\u6771\u8001\u5e2b X \u601d\u60f3\u79d1\u6280\u3011\u8cc7\u6599\u300c\u4e0d\u7528\u300d\u4e0a\u50b3\u5230 BigQuery \u7684\u65b9\u6cd5\u4ecb\u7d39\">\u3010\u6771\u6771\u8001\u5e2b X \u601d\u60f3\u79d1\u6280\u3011\u8cc7\u6599\u300c\u4e0d\u7528\u300d\u4e0a\u50b3\u5230 BigQuery \u7684\u65b9\u6cd5\u4ecb\u7d39<\/a><\/p>\n\n\n\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer wp-container-content-728072c3\"><\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5982\u679c\u4f60\u8981\u6b63\u5f0f\u50b3\u8f38\u5927\u91cf\u8cc7\u6599\u5230 BigQuery\uff0c\u63a8\u85a6\u4f7f\u7528 Data Transfer Service\uff08 (\u7c21\u7a31 DTS\uff09)\u3002\u5b83\u9664\u4e86\u53ef\u4ee5\u5f9e\u5730\u7aef\u7684\u8cc7\u6599\u5eab\u4e0a\u50b3\u4e4b\u5916\u3001\u4e5f\u652f\u63f4\u5f9e Google \u76f8\u95dc\u7684\u884c\u92b7\u5e73\u53f0\u5982 Google Ads\u3001Ad Manager \u548c Google Play\uff0c\u751a\u81f3\u5176\u4ed6\u96f2\u7aef\u5982 AWS S3 Storage\u3001AWS Redshift\u3001Azure Blog Storage\u3001Salesforce \u7b49\u3002<\/p>\n","protected":false},"author":57,"featured_media":54695,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[681,675],"tags":[558],"region":[],"class_list":["post-54689","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-google-cloud-zh-hant","category-learning-column","tag-google-cloud-3"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u5982\u679c\u4f60\u8981\u6b63\u5f0f\u50b3\u8f38\u5927\u91cf\u8cc7\u6599\u5230 BigQuery\uff0c\u63a8\u85a6\u4f7f\u7528 Data Transfer Service\uff08 (\u7c21\u7a31 DTS\uff09)\u3002\u5b83\u9664\u4e86\u53ef\u4ee5\u5f9e\u5730\u7aef\u7684\u8cc7\u6599\u5eab\u4e0a\u50b3\u4e4b\u5916\u3001\u4e5f\u652f\u63f4\u5f9e Google \u76f8\u95dc\u7684\u884c\u92b7\u5e73\u53f0\u5982 Google Ads\u3001Ad Manager \u548c Google 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