{"id":47333,"date":"2023-08-18T11:01:25","date_gmt":"2023-04-11T04:06:54","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/100%e4%b8%87%e4%bb%b6%e4%bb%a5%e4%b8%8a%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e3%83%99%e3%83%bc%e3%82%b9%e3%81%ae%e3%82%af%e3%83%a9%e3%82%a6%e3%83%89%e7%a7%bb%e8%a1%8c%e3%81%ae%e8%88%9e%e5%8f%b0\/"},"modified":"2024-04-30T19:01:56","modified_gmt":"2024-04-30T11:01:56","slug":"100%e4%b8%87%e4%bb%b6%e4%bb%a5%e4%b8%8a%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e3%83%99%e3%83%bc%e3%82%b9%e3%81%ae%e3%82%af%e3%83%a9%e3%82%a6%e3%83%89%e7%a7%bb%e8%a1%8c%e3%81%ae%e8%88%9e%e5%8f%b0","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/100%e4%b8%87%e4%bb%b6%e4%bb%a5%e4%b8%8a%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e3%83%99%e3%83%bc%e3%82%b9%e3%81%ae%e3%82%af%e3%83%a9%e3%82%a6%e3%83%89%e7%a7%bb%e8%a1%8c%e3%81%ae%e8%88%9e%e5%8f%b0\/","title":{"rendered":"100\u4e07\u4ef6\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30af\u30e9\u30a6\u30c9\u79fb\u884c\u306e\u821e\u53f0\u88cf\u306e\u8a71"},"content":{"rendered":"

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\u5404\u4f4d\uff0c\u4f60\u4eec\u572812\u67081\u65e5\u81f312\u67083\u65e5\u4e3e\u529e\u7684@cosme BEAUTY DAY 2022\u4e2d\u6210\u529f\u5730\u8fdb\u884c\u4e86\u5927\u91cf\u8d2d\u4e70\uff0c\u4e70\u5230\u4e86\u4f60\u4eec\u60f3\u8981\u7684\u5316\u5986\u54c1\u5417\uff1f\u4f60\u4eec\u5df2\u7ecf\u4ed4\u7ec6\u5730\u67e5\u770b\u4e86\u6628\u5929\u521a\u521a\u516c\u5e03\u7684@cosme 2022\u5e74\u5ea6\u6700\u4f73\u5316\u5986\u54c1\u5956\u5417\uff1f<\/p>\n

\"Pasted<\/div>\n

\u5728\u4e0b\u5217\u95ee\u9898\u4e4b\u524d<\/h1>\n

\u51b0\u6837\u5f0f\u82b1\u4e86\u5927\u7ea620\u5e74\u65f6\u95f4\u6765\u5efa\u7acb\u65e5\u672c\u6700\u5927\u7684\u4e0e\u7f8e\u5bb9\u6709\u5173\u7684\u6570\u636e\u5e93\u3002\u5728\u8c08\u8bba\u51b0\u6837\u5f0f\u7684\u4e1a\u52a1\u65f6\uff0c\u6570\u636e\u662f\u4e0d\u53ef\u6216\u7f3a\u7684\u8bdd\u9898\u3002
\n\u6211\u4eec\u7684\u6570\u636e\u5206\u6790\u7cfb\u7edf\u90e8\u95e8\u5e7f\u6cdb\u6536\u96c6\u6570\u636e\uff0c\u8fd9\u662f\u51b0\u6837\u5f0f\u4e1a\u52a1\u7684\u6838\u5fc3\uff0c\u5e76\u8fdb\u884c\u7b26\u5408\u6570\u636e\u6cbb\u7406\u7684\u6570\u636e\u7ba1\u7406\u3001\u5206\u6790\u548c\u670d\u52a1\u63d0\u4f9b\u7b49\u5de5\u4f5c\u3002
\n\u6211\u4eec\u662f\u4e00\u4e2a\u4fdd\u8bc1\u6570\u636e\u8d28\u91cf\u7684\u575a\u56fa\u5c4f\u969c\uff0c\u63d0\u9ad8\u6570\u636e\u4ef7\u503c\u5e76\u4fc3\u8fdb\u5229\u7528\u7684\u90e8\u95e8\uff0c\u4e5f\u662f\u62d3\u5c55\u4e1a\u52a1\u6f5c\u529b\u7684\u5229\u5251\u3002
\n\u6211\u4eec\u76ee\u524d\u6b63\u5728\u5168\u529b\u4ee5\u8d74\u6784\u5efa\u5168\u516c\u53f8\u7684\u6570\u636e\u6574\u5408\u57fa\u7840\u8bbe\u65bd\uff0c\u4ee5\u7edf\u4e00\u5185\u90e8\u5b58\u5728\u7684\u591a\u4e2a\u6570\u636e\u57fa\u7840\u3002<\/p>\n

\"image.png\"<\/div>\n

\u4f5c\u4e3a\u7b2c\u4e00\u6b65\uff0c\u6211\u5c06\u4ecb\u7ecd\u5c06\u54c1\u724c\u5b98\u65b9\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u4ece\u672c\u5730\u7684 Hadoop \u73af\u5883\u8fc1\u79fb\u5230 Google Cloud \u7684\u7ecf\u5386\u3002<\/p>\n

\u4ecb\u7ecd\u65e7\u6570\u636e\u57fa\u7840\u8bbe\u65bd<\/h1>\n

\u9996\u5148\uff0c\u8ba9\u6211\u4eec\u4ecb\u7ecd\u65e7\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u3002\u54c1\u724c\u5b98\u65b9\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u6c47\u96c6\u4e86\u8bb8\u591a\u7528\u6237\u884c\u4e3a\u8d8b\u52bf\u7684\u6570\u636e\uff0c\u5e76\u4e14\u9700\u8981\u4ece\u5404\u79cd\u6570\u636e\u6e90\u6536\u96c6\u6570\u636e\u3002\u5f53\u7136\uff0c\u4e0d\u4ec5\u4ec5\u662f\u5173\u7cfb\u578b\u6570\u636e\u5e93\uff08RDBMS\uff09\u4fdd\u5b58\u4e86\u6570\u636e\uff0c\u8fd8\u9700\u8981\u5305\u62ec\u6bcf\u4e2aWeb\u670d\u52a1\u5668\u7684\u8bbf\u95ee\u65e5\u5fd7\u4ee5\u53ca\u50cfRabbitMQ\u8fd9\u6837\u7684\u961f\u5217\u7cfb\u7edf\u7684\u6570\u636e\u3002<\/p>\n

\u65e7\u6709\u7684\u6570\u636e\u5e73\u53f0\u662f\u5728\u672c\u5730\u6784\u5efa\u7684\u4ee5Hadoop\u4e3a\u4e2d\u5fc3\u7684\u67b6\u6784\u3002<\/p>\n

\"image.png\"<\/div>\n

\u5404\u79cd RDBMS \u7684\u6570\u636e\u901a\u8fc7 Spark \u5b58\u50a8\u5230 HDFS\uff08Hadoop \u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\uff09\uff0c\u8bbf\u95ee\u65e5\u5fd7\u548c RabbitMQ \u7684\u6570\u636e\u4e5f\u901a\u8fc7 Apache Kafka \u5b58\u50a8\u5230 HDFS\u3002\u5b58\u50a8\u5728 HDFS \u4e0a\u7684\u6570\u636e\u7531 Spark \u8fdb\u884c\u52a0\u5de5\u5904\u7406\uff0c\u6709\u65f6\u4f1a\u8fd4\u56de\u5230 HDFS\uff0c\u6709\u65f6\u5219\u4f1a\u4fdd\u7559\u5728\u5206\u5e03\u5f0f\u6570\u636e\u5b58\u50a8\u7cfb\u7edf Kudu \u4e2d\uff0c\u4ee5\u521b\u5efa\u7528\u4e8e\u54c1\u724c\u5b98\u65b9\u7684\u6570\u636e\u96c6\u5e02\u3002\u8fd9\u4e9b\u4efb\u52a1\u5206\u522b\u7f16\u8bd1\u4e3a\u72ec\u7acb\u7684 JAR \u6587\u4ef6\uff0c\u5e76\u7531\u4f5c\u4e1a\u8c03\u5ea6\u7a0b\u5e8f Rundeck \u7ba1\u7406\u548c\u6267\u884c\u4efb\u52a1\u6d41\u7a0b\u3002\u540c\u65f6\uff0c\u521b\u5efa\u7684\u6570\u636e\u96c6\u5e02\u4ee5 Parquet \u6587\u4ef6\u7684\u5f62\u5f0f\u5b58\u50a8\u5728 HDFS \u4e0a\uff0c\u5e76\u901a\u8fc7\u67e5\u8be2\u5f15\u64ce Impala \u4ece\u524d\u7aef\u5e94\u7528\u7a0b\u5e8f\u4e2d\u8fdb\u884c\u5f15\u7528\u3002<\/p>\n

\u8fd9\u5f20\u7b80\u56fe\u867d\u7136\u88ab\u5927\u5927\u5730\u7701\u7565\uff0c\u4f46\u4ecd\u80fd\u8ba9\u4eba\u4eec\u4e86\u89e3\u5230\u5404\u79cd\u6280\u672f\u3001\u8bed\u8a00\u548c\u5b50\u7cfb\u7edf\uff08\u6ce8\u610f\u5b9e\u7ebf\u5f69\u8272\u7bad\u5934\u4ee3\u8868\u4e0d\u540c\u7684\u6e90\u4ee3\u7801\u7ba1\u7406\uff09\u7684\u4f7f\u7528\u3002<\/p>\n

\u65e7\u6709\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u7684\u95ee\u9898<\/h3>\n

\u65e7\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u5728\u5546\u4e1a\u73af\u5883\u4e2d\u8fd0\u8425\u4e86\u5927\u7ea6\u4e24\u5e74\u534a\uff0c\u4f46\u5728\u8fd9\u6bb5\u65f6\u95f4\u91cc\u4e00\u76f4\u5b58\u5728\u8bb8\u591a\u95ee\u9898\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3\u8fd9\u4e9b\u95ee\u9898\uff0c\u5c06\u5b83\u4eec\u5206\u4e3a\u56db\u4e2a\u65b9\u9762\u8fdb\u884c\u4ecb\u7ecd\uff0c\u8bf7\u7ed3\u5408\u4e0a\u9762\u7684\u56fe\u8868\u4ed4\u7ec6\u67e5\u770b\u3002<\/p>\n

1. \u5173\u4e8e\u7ef4\u6301\u57fa\u7840\u8bbe\u65bd\u7684\u6311\u6218
\n\u4e3a\u4e86\u7ef4\u6301\u5728\u672c\u5730\u6784\u5efa\u7684 Hadoop \u73af\u5883\uff0c\u5fc5\u987b\u8fdb\u884c\u786c\u4ef6\u7ea7\u522b\u7684\u7ef4\u62a4\uff0c\u5e76\u4e14\u9700\u8981\u59cb\u7ec8\u76d1\u89c6\u5404\u4e2a\u8282\u70b9\u7684\u8d44\u6e90\u5206\u914d\uff0c\u4ee5\u786e\u4fdd\u591a\u4e2a\u7ec4\u4ef6\u4e4b\u95f4\u4e0d\u4f1a\u4e89\u593a\u8d44\u6e90\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u6c38\u4e45\u5e94\u5bf9\u4e0d\u65ad\u589e\u52a0\u7684\u6570\u636e\u91cf\uff0c\u8fd8\u9700\u8981\u589e\u52a0\u591a\u53f0\u5177\u6709\u5927\u5bb9\u91cf\u5b58\u50a8\u7684\u7269\u7406\u6570\u636e\u8282\u70b9\u3002<\/p>\n

\u5404\u4e2a\u7f51\u9875\u670d\u52a1\u5668\u7684\u8bbf\u95ee\u65e5\u5fd7\u662f\u901a\u8fc7fluentd\u7ecf\u8fc7kafka\u8fdb\u884c\u6536\u96c6\u3002\u7531\u4e8efluentd\u9700\u8981\u5728\u7f51\u9875\u670d\u52a1\u5668\u7aef\u8fdb\u884c\u8bbe\u7f6e\uff0c\u56e0\u6b64\uff0c\u5728\u8de8\u591a\u4e2a\u670d\u52a1\u8fdb\u884c\u6536\u96c6\u65f6\uff0c\u9700\u8981\u5728\u591a\u53f0\u670d\u52a1\u5668\u4e0a\u6dfb\u52a0\u8bbe\u7f6e\uff0c\u800c\u5f53\u670d\u52a1\u7aef\u53d1\u751f\u670d\u52a1\u5668\u66ff\u6362\u7b49\u64cd\u4f5c\u65f6\uff0c\u8fd8\u9700\u8981\u4e0e\u5e94\u7528\u7a0b\u5e8f\u5de5\u7a0b\u5e08\u5bc6\u5207\u5408\u4f5c\u4ee5\u4f5c\u4e3a\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u3002\u4f9d\u8d56\u4e8e\u5404\u4e2a\u670d\u52a1\u4f1a\u5bfc\u81f4\u6570\u636e\u8d28\u91cf\u7684\u5dee\u5f02\u548c\u53ef\u9760\u6027\u7684\u964d\u4f4e\u3002
\n\u53e6\u5916\uff0c\u4e3a\u4e86\u652f\u6301\u591a\u6837\u5316\u7684\u6570\u636e\u6765\u6e90\uff0c\u9700\u8981\u9488\u5bf9\u6bcf\u4e2a\u6570\u636e\u6e90\u5355\u72ec\u8003\u8651\u6536\u96c6\u65b9\u6cd5\uff0c\u5e76\u6784\u5efa\u76f8\u5e94\u7684\u6536\u96c6\u7cfb\u7edf\u3002<\/p>\n

3. \u6279\u5904\u7406\u65f6\u95f4\u548c\u54cd\u5e94\u901f\u5ea6\u7684\u95ee\u9898
\n\u5728\u65e7\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u4e2d\uff0c\u8fdb\u884c\u4e00\u5929\u7684\u6570\u636e\u6c47\u603b\u9700\u8981\u82b1\u8d3913\u4e2a\u5c0f\u65f6\uff0c\u4ece\u6570\u636e\u751f\u6210\u5230\u6570\u636e\u4ed3\u5e93\u63d0\u4f9b\u7ed9\u524d\u7aef\u5e94\u7528\u7a0b\u5e8f\u4e5f\u9700\u89812\u52303\u5929\u7684\u65f6\u95f4\u3002\u6709\u65f6\u5019\uff0c\u5bf9\u4e8e\u4ece\u524d\u7aef\u5e94\u7528\u7a0b\u5e8f\u53d1\u9001\u7684\u5373\u5e2d\u67e5\u8be2\uff0c\u54cd\u5e94\u65f6\u95f4\u4e5f\u63a5\u8fd11\u5206\u949f\uff0c\u6027\u80fd\u65b9\u9762\u4e5f\u5b58\u5728\u95ee\u9898\u3002<\/p>\n

4. \u5f00\u53d1\u6210\u672c\u7684\u6311\u6218
\n\u4f7f\u7528\u591a\u79cd\u8bed\u8a00\u548c\u5de5\u5177\u8fdb\u884c\u6784\u5efa\u4f1a\u7ed9\u5f00\u53d1\u4eba\u5458\u5e26\u6765\u7e41\u7410\u7684\u7ba1\u7406\u95ee\u9898\uff0c\u5e76\u589e\u52a0\u65b0\u6210\u5458\u7684\u5b66\u4e60\u6210\u672c\u3002\u5373\u4f7f\u8fdb\u5165\u4e86\u7ef4\u62a4\u8fd0\u8425\u9636\u6bb5\uff0c\u591a\u5e74\u8fc7\u53bb\u4e86\uff0c\u4e5f\u65e0\u6cd5\u6d88\u9664\u4eba\u5458\u4f9d\u8d56\uff0c\u6210\u4e3a\u957f\u671f\u8fd0\u8425\u591a\u91cd\u5316\u7684\u5f0a\u7aef\u3002<\/p>\n

\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u9700\u8981\u7740\u773c\u4e8e\u5b9e\u8d28\u6027\u7684\u6539\u8fdb\u3002\u4f46\u662f\uff0c\u7531\u4e8e\u7f3a\u4e4f\u6295\u5165\u6539\u8fdb\u7684\u4eba\u529b\u8d44\u6e90\uff0c\u4e00\u76f4\u9677\u5165\u4e86\u6076\u6027\u5faa\u73af\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u7684\u4e00\u90e8\u5206\uff0c\u51b3\u5b9a\u5c06\u8fd9\u4e2a\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u4ece\u672c\u5730\u8fc1\u79fb\u5230\u4e91\u7aef\u3002<\/p>\n

\u4ecb\u7ecd\u65b0\u6570\u636e\u57fa\u7840\u8bbe\u65bd<\/h1>\n

\u9996\u5148\u6211\u5c06\u5c55\u793a\u6784\u5efa\u7684\u65b0\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u7684\u6574\u4f53\u60c5\u51b5\u3002<\/p>\n

\"image.png\"<\/div>\n

\u4ece\u6982\u7565\u56fe\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0c\u4e0e\u65e7\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u76f8\u6bd4\uff0c\u65b0\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u7684\u7ed3\u6784\u975e\u5e38\u7b80\u5355\u3002
\n\u6211\u4eec\u51b3\u5b9a\u5c06\u65b0\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u8fc1\u79fb\u5230Google Cloud\u3002\u9009\u62e9Google Cloud\u7684\u539f\u56e0\u662f\u5176\u5728\u6570\u636e\u5206\u6790\u65b9\u9762\u7684\u5f3a\u5927\u6027\uff08\u5728\u6280\u672f\u9009\u62e9\u65f6\uff09\u4ee5\u53ca\u4e0e\u540c\u6837\u7531Google\u63d0\u4f9b\u7684Google Analytics\u7684\u9ad8\u5ea6\u517c\u5bb9\u6027\u3002
\n\u5728\u65b0\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u4e2d\uff0c\u6211\u4eec\u4f1a\u5c06\u4ece\u5404\u4e2a\u6570\u636e\u6e90\u6536\u96c6\u5230\u7684\u6570\u636e\u52a0\u8f7d\u5230BigQuery\uff0c\u5e76\u4e14\u6240\u6709\u590d\u6742\u7684\u5904\u7406\u90fd\u5c06\u4f7f\u7528\u6807\u51c6SQL\u5728BigQuery\u4e0a\u8fdb\u884c\u7f16\u5199\u3002\u5982\u679c\u5fc5\u987b\u4ee5\u6587\u4ef6\u5f62\u5f0f\u5b58\u50a8\u4ee5\u52a0\u8f7d\u5230BigQuery\u4e2d\uff0c\u6211\u4eec\u4f1a\u5c06\u5176\u6c47\u603b\u5230Cloud Storage\u4e2d\u3002<\/p>\n

\u6240\u6709\u7684\u5de5\u4f5c\u90fd\u5728Cloud Composer\u4e2d\u8fdb\u884c\u7edf\u4e00\u7ba1\u7406\u3002\u9996\u5148\uff0c\u6bcf\u4e2aRDBMS\u7684\u6570\u636e\u90fd\u4f1a\u901a\u8fc7\u5728Cloud Composer\u4e0a\u542f\u52a8\u7684Dataproc\u8fdb\u884c\u6c47\u603b\uff0c\u5e76\u5b58\u50a8\u5230Cloud Storage\u4e2d\u3002RabbitMQ\u7684\u6570\u636e\u4e5f\u901a\u8fc7\u5728AWS\u4e0a\u65b0\u5efa\u7684\u4e2d\u95f4\u4ef6\u8fdb\u884c\u540c\u6837\u7684\u5b58\u50a8\uff0c\u5b9e\u73b0\u4e86\u591a\u4e91\u67b6\u6784\uff08\u8bf7\u671f\u5f85\u7b2c17\u5929\u7684@shirakih\u8be6\u7ec6\u4ecb\u7ecd\u4e00\u4e0b\u8fd9\u4e2a\u4e2d\u95f4\u4ef6^^\uff09\u3002\u5c06\u5b58\u50a8\u5728Cloud Storage\u4e2d\u7684\u6570\u636e\u52a0\u8f7d\u5230BigQuery\u4e2d\u8fdb\u884c\u52a0\u5de5\u5904\u7406\uff0c\u4ee5\u521b\u5efa\u6570\u636e\u96c6\u3002\u6b64\u5916\uff0c\u4f5c\u4e3a\u6570\u636e\u96c6\u7684BigQuery\u8868\u53ef\u4ee5\u901a\u8fc7\u524d\u7aef\u5e94\u7528\u7a0b\u5e8f\u76f4\u63a5\u901a\u8fc7Google API\u8fdb\u884c\u8bbf\u95ee\u3002<\/p>\n

\u867d\u7136\u8fd0\u8425\u5f00\u59cb\u4e86\u51e0\u4e2a\u6708\uff082022\u5e748\u6708\uff0c\u6b63\u5f0f\u53d1\u5e03\u5230\u5546\u7528\u73af\u5883\uff09\uff0c\u76ee\u524d\u8fd8\u65e0\u6cd5\u786e\u5b9a\u8fd9\u662f\u5426\u662f\u6700\u4f73\u914d\u7f6e\uff0c\u4f46\u53ef\u4ee5\u80af\u5b9a\u7684\u662f\uff0c\u901a\u8fc7\u8fd9\u79cd\u8fc1\u79fb\uff0c\u6211\u4eec\u83b7\u5f97\u4e86\u5de8\u5927\u7684\u597d\u5904\u3002<\/p>\n

\u901a\u8fc7\u4e91\u8fc1\u79fb\u89e3\u51b3\u7684\u95ee\u9898<\/h3>\n

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\u901a\u8fc7\u4f7f\u7528\u53ef\u81ea\u52a8\u4f38\u7f29\u7684Cloud Composer\u6765\u8fd0\u884c\u4f5c\u4e1a\uff0c\u6279\u5904\u7406\u7684\u6267\u884c\u65f6\u95f4\u5927\u5927\u51cf\u5c11\uff0c\u4e0e\u7531\u7269\u7406\u670d\u52a1\u5668\u7ec4\u6210\u7684\u5185\u90e8\u73af\u5883\u4e0d\u540c\u3002\u7531\u4e8e\u8fd9\u4e2a\u539f\u56e0\uff0c\u4e4b\u524d\u9700\u8981\u82b1\u8d3913\u4e2a\u5c0f\u65f6\u7684\u65e5\u5e38\u5904\u7406\u73b0\u5728\u53ea\u9700\u7ea63\u5c0f\u65f6\u5de6\u53f3\uff0c\u800c\u4ee5\u524d\u9700\u8981\u82b1\u8d39\u5927\u7ea610\u5929\u7684\u5904\u7406\u5de5\u4f5c\uff08\u6839\u636e\u6bcf\u6708\u5206\u7c7b\u6c47\u603b\u7684\u5168\u90e8\u6570\u636e\uff09\uff0c\u73b0\u5728\u53ef\u4ee5\u5728\u4e24\u5929\u5185\u5b8c\u6210\u3002\u6b64\u5916\uff0c\u7531\u4e8e\u51b3\u5b9a\u76f4\u63a5\u8fde\u63a5\u5230BigQuery\u800c\u4e0d\u662f\u901a\u8fc7\u524d\u7aef\u5e94\u7528\u7a0b\u5e8f\u8fdb\u884c\u8fde\u63a5\uff0c\u867d\u7136\u51fa\u73b0\u4e86\u6309\u91cf\u8ba1\u8d39\u7684\u6210\u672c\u95ee\u9898\uff0c\u4f46\u662f\u54cd\u5e94\u901f\u5ea6\u5728\u5927\u591a\u6570\u9875\u9762\u4e0a\u90fd\u6709\u663e\u8457\u6539\u5584\uff08\u5982\u4e0b\u56fe\u6240\u793a\uff09\u3002<\/p>\n

\"Pasted<\/div>\n

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\u5728\u8f6c\u578b\u8fc7\u7a0b\u4e2d\u9047\u5230\u7684\u969c\u788d<\/h1>\n

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\u603b\u7ed3<\/h1>\n

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