{"id":46909,"date":"2023-02-27T12:41:58","date_gmt":"2023-04-06T21:23:49","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%a0%b9%e6%8d%ae%e6%b1%82%e8%81%8c%e4%ba%ba%e5%91%98%e7%9a%84%e5%8f%8d%e9%a6%88%ef%bc%8c%e5%88%86%e6%9e%90%e5%90%84%e5%ae%b6%e5%85%ac%e5%8f%b8%e7%9a%84%e6%95%b0%e6%8d%ae%e5%9f%ba%e7%a1%80%e8%ae%be\/"},"modified":"2024-04-29T16:33:01","modified_gmt":"2024-04-29T08:33:01","slug":"%e6%a0%b9%e6%8d%ae%e6%b1%82%e8%81%8c%e4%ba%ba%e5%91%98%e7%9a%84%e5%8f%8d%e9%a6%88%ef%bc%8c%e5%88%86%e6%9e%90%e5%90%84%e5%ae%b6%e5%85%ac%e5%8f%b8%e7%9a%84%e6%95%b0%e6%8d%ae%e5%9f%ba%e7%a1%80%e8%ae%be","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e6%a0%b9%e6%8d%ae%e6%b1%82%e8%81%8c%e4%ba%ba%e5%91%98%e7%9a%84%e5%8f%8d%e9%a6%88%ef%bc%8c%e5%88%86%e6%9e%90%e5%90%84%e5%ae%b6%e5%85%ac%e5%8f%b8%e7%9a%84%e6%95%b0%e6%8d%ae%e5%9f%ba%e7%a1%80%e8%ae%be\/","title":{"rendered":"\u6839\u636e\u6c42\u804c\u4eba\u5458\u7684\u53cd\u9988\uff0c\u5206\u6790\u5404\u5bb6\u516c\u53f8\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd"},"content":{"rendered":"<h2>\u7ecf\u8fc7<\/h2>\n<p>\u7531\u4e8e\u5f53\u524d\u9879\u76ee\u9700\u8981\u5bf9\u6570\u636e\u8fdb\u884c\u6574\u7406\u4ee5\u65b9\u4fbf\u5904\u7406\uff0c\u6211\u4eec\u8003\u8651\u5f15\u5165ETL\u5de5\u5177\u3002\u540c\u65f6\u4e3a\u4e86\u8c03\u7814\uff0c\u4ece\u62db\u8058\u5e7f\u544a\u4e2d\u63d0\u53d6\u51fa\u5404\u516c\u53f8\u6b63\u5728\u6784\u5efa\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<p>\u62db\u8058\u5e7f\u544a\u662f\u901a\u8fc7\u4f7f\u7528indeed\u641c\u7d22&#8221;\u6570\u636e\u5206\u6790\u57fa\u7840\u5de5\u7a0b\u5e08&#8221;\u7684\u7ed3\u679c\u4f5c\u4e3a\u53c2\u8003\u3002<\/p>\n<p>\u987a\u4fbf\u63d0\u4e00\u4e0b\uff0c\u5f53\u524d\u9879\u76ee\u7684\u6570\u636e\u91cf\u548c\u6240\u9700\u7684ETL\u5de5\u5177\u8981\u6c42\u5982\u4e0b\uff1a<\/p>\n<p>\u6570\u636e\u91cf<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u306fEC\u30b5\u30a4\u30c8\u306e\u30c7\u30fc\u30bf<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u8cfc\u5165\u30c6\u30fc\u30d6\u30eb\u306e\u7dcf\u4ef6\u6570\u306f100\u4e07\u4ef6\u3001500MB\uff08\u67086\u4e07\u4ef6\u5897\u3048\u308b\uff09<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u4e00\u756a\u5927\u304d\u3044\u30c6\u30fc\u30d6\u30eb\u306fimpression\u30c6\u30fc\u30d6\u30eb\u306e\u7dcf\u4ef6\u6570\u306f1\u5104\u4ef6\u300125GB<\/ul>\n<p>ETL\u7684\u8981\u6c42<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u6570\u304c\u5c11\u306a\u3044\u306e\u3067\u904b\u7528\u8ca0\u8377\u304c\u4f4e\u3044\u5fc5\u8981\u304c\u3042\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u51e6\u7406\u6642\u9593\u3092\u77ed\u304f\u3057\u305f\u3044\u306e\u3067\u3001\u30c7\u30fc\u30bf\u306f\u5dee\u5206\u66f4\u65b0\u3057\u305f\u3044<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30bf\u30b9\u30af\u306e\u4e26\u5217\u5b9f\u884c\u304c\u3067\u304d\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30ea\u30c8\u30e9\u30a4\u3001\u518d\u5b9f\u884c\u304c\u7c21\u5358\u306b\u3067\u304d\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u904b\u7528\u5de5\u6570\u3092\u4f4e\u304f\u3059\u308b\u70ba\u306b\u3001\u30c7\u30fc\u30bf\u5b9a\u7fa9\u306e\u8ffd\u52a0\u30fb\u5909\u66f4\u304c\u7c21\u5358\u306b\u3067\u304d\u308b\u3068\u3044\u3044\uff08\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3082\u3067\u304d\u308b\u3068\u6700\u9ad8)<\/ul>\n<h2>\u8f6f\u94f6\u6280\u672f<\/h2>\n<pre class=\"post-pre\"><code>\u3010\u5fc5\u9808\u8981\u4ef6\u3011\r\n\r\n- \u30c6\u30fc\u30d6\u30eb\u8a2d\u8a08\u304b\u3089SQL\u958b\u767a\u7d4c\u9a133\u5e74\u4ee5\u4e0a\r\n- talend\u3001\u5546\u7528ETL\u30c4\u30fc\u30eb\u306a\u3069\u3092\u7528\u3044\u3066\u30c7\u30fc\u30bf\u5909\u63db\u3084\u30c7\u30fc\u30bf\u6700\u9069\u5316\r\n\u3000\u4f5c\u696d\u3092\u884c\u3063\u305f\u7d4c\u9a13\u304c\u3042\u308b\u65b9\r\n\r\n\u3010\u6b53\u8fce\u8981\u4ef6\u3011\r\n\r\n- \u30c7\u30fc\u30bf\u57fa\u76e4\u304a\u3088\u3073\u95a2\u9023\u30df\u30c9\u30eb\u30a6\u30a7\u30a2\u306e\u7d4c\u9a13\r\n\uff08fluentD, Hadoop\/Spark, ElasticSearch, Kafka, etc\uff09\r\n- NoSQL\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u7d4c\u9a13\uff08SQL, Oracle, MongoDB, Cassandra, etc\uff09\r\n- \u30d1\u30d6\u30ea\u30c3\u30af\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306e\u7d4c\u9a13\uff08Azure, AWS\uff09\r\n- \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7d4c\u9a13\uff08Pyshon, C#, Ruby, etc\uff09\r\n<\/code><\/pre>\n<p>\u6839\u636e\u6240\u8ff0\u7684\u6d41\u7a0b\uff0c\u6570\u636e\u4f3c\u4e4e\u662f\u901a\u8fc7 Fluentd \u2192 Kafka \u2192 Hadoop\/Spark \u2192 DB \u8fdb\u884c\u5904\u7406\u7684\u3002<br \/>\n\u6536\u96c6\u5230\u7684\u65e5\u5fd7\u6570\u636e\u7ecf\u8fc7 Fluentd \u540e\u4f1a\u5728\u5206\u5e03\u5f0f\u6d88\u606f\u6846\u67b6 Kafka \u4e2d\u6d41\u52a8\uff0c\u7136\u540e\u5728\u5206\u5e03\u5f0f\u5904\u7406\u6846\u67b6 Hadoop \u6216 Spark \u4e2d\u8fdb\u884c\u5904\u7406\u3002<br \/>\n\u901a\u8fc7\u5f15\u5165 Kafka\uff0c\u53ef\u4ee5\u7edf\u4e00\u5904\u7406\u5404\u79cd\u7c7b\u578b\u7684\u6570\u636e\uff0c\u5e76\u5b9e\u73b0\u4ece\u6279\u5904\u7406\/\u6d41\u5904\u7406\u7cfb\u7edf\u4e2d\u8bfb\u53d6\u76f8\u540c\u7684\u6570\u636e\u3002<br \/>\n\u6211\u8ba4\u4e3a ElasticSearch \u4e3b\u8981\u7528\u4e8e\u5b9e\u65f6\u65e5\u5fd7\u5206\u6790\u3002<\/p>\n<p>\u636e\u8bf4Talend\u662f\u4e00\u79cd\u53ef\u4ee5\u514d\u8d39\u4f7f\u7528\u7684ETL\u5de5\u5177\u3002<br \/>\n\u7531\u4e8e\u53ef\u4ee5\u4f7f\u7528GUI\u521b\u5efa\u4f5c\u4e1a\uff0c\u6240\u4ee5\u5373\u4f7f\u975e\u5de5\u7a0b\u5e08\u4e5f\u53ef\u4ee5\u521b\u5efa\u6570\u636e\u8f6c\u6362\u7684\u5b9a\u4e49\u3002<br \/>\n\u53e6\u5916\uff0c\u636e\u8bf4\u8fd8\u53ef\u4ee5\u9009\u62e9\u591a\u79cd\u5b58\u50a8\u4ecb\u8d28\u4f5c\u4e3a\u8f93\u51fa\u76ee\u6807\uff0c\u5305\u62ecBigquery\u3001Redshift\u548cS3\u3002<\/p>\n<h2>\u8bf7\u63d0\u4f9b\u66f4\u591a\u4e0a\u4e0b\u6587\uff0c\u4ee5\u4fbf\u6211\u4eec\u66f4\u51c6\u786e\u5730\u8fdb\u884c\u7ffb\u8bd1\u3002<\/h2>\n<pre class=\"post-pre\"><code>\u3010\u6280\u8853\u8981\u7d20\u3011\r\n\r\n- Spark\uff0fStorm\uff0fPresto\u306a\u3069\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u5b9f\u88c5\u306e\u3054\u7d4c\u9a13\r\n- Mesos\u306a\u3069Apache\u30c8\u30c3\u30d7\u30ec\u30d9\u30eb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u88fd\u54c1\u306e\u5c0e\u5165\u306e\u3054\u7d4c\u9a13\r\n- ITIL\uff0fEA\uff0fTOGAF\u306a\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u5c0e\u5165\u30fb\u904b\u7528\u306e\u3054\u7d4c\u9a13\r\n- MDM\uff08\u30de\u30b9\u30bf\u30fc\u30c7\u30fc\u30bf\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\uff09\u5c0e\u5165\u30fb\u904b\u7528\u306e\u3054\u7d4c\u9a13\r\n- R\/SAS\/SPSS\u306a\u3069\u306e\u5206\u6790\u30c4\u30fc\u30eb\u306e\u3054\u7d4c\u9a13\r\n\r\n\u3010\u671b\u307e\u3057\u3044\u8981\u4ef6\u3011\r\n\r\n- DWH\u88fd\u54c1\u3084Hadoop\u306a\u3069\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u88fd\u54c1\u306e\u7d4c\u9a13\r\n- Web\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u958b\u767a\u7d4c\u9a13\r\n- \u30b7\u30b9\u30c6\u30e0\u306e\u4f01\u753b\u3001\u55b6\u696d\u3001\u30d7\u30ea\u30bb\u30fc\u30eb\u30b9\u7d4c\u9a13\r\n<\/code><\/pre>\n<p>\u636e\u770b\u8d77\u6765\uff0c\u6570\u636e\u7684\u6279\u5904\u7406\u4f7f\u7528\u4e86Hadoop\u548cSpark\uff0c\u800c\u5728Spark\u7684\u96c6\u7fa4\u7ba1\u7406\u4e0a\u4f7f\u7528\u7684\u662fMesos\uff0c\u800c\u975eYARN\u3002\u5728\u5904\u7406\u5b9e\u65f6\u6570\u636e\u7684\u60c5\u51b5\u4e0b\uff0c\u4f7f\u7528\u4e86\u80fd\u591f\u8fdb\u884c\u5e76\u884c\u5206\u5e03\u5f0f\u5904\u7406\u7684Storm\u6765\u5904\u7406\u6d41\u6570\u636e\u3002\u5728\u6570\u636e\u83b7\u53d6\u90e8\u5206\uff0c\u4f3c\u4e4e\u4f7f\u7528\u4e86\u80fd\u591f\u901a\u8fc7\u7c7b\u4f3cSQL\u7684\u67e5\u8be2\u5feb\u901f\u83b7\u53d6\u6570\u636e\u7684Presto\u3002<\/p>\n<p>\u6211\u5370\u8c61\u4e2d\u6b63\u5728\u5efa\u7acb\u4e00\u4e2a\u9488\u5bf9\u5927\u89c4\u6a21\u6570\u636e\u5904\u7406\u7684\u9ad8\u901f\u4e14\u5177\u5907\u9ad8\u53ef\u9760\u6027\u7684\u6570\u636e\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<h2>\u62db\u8058\u751f\u6d3b\u65b9\u5f0f<\/h2>\n<pre class=\"post-pre\"><code>\u3010\u5fc5\u9808\u8981\u4ef6\u3011\r\n\r\n- \u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u57fa\u76e4(RedShift\u3001BigQuery\u3001Hadoop\u7b49)\u306e\u7d4c\u9a13\u304c\u3042\u308b\u65b9\r\n- AWS\/GCP\u3092\u7528\u3044\u305f\u74b0\u5883\u69cb\u7bc9\u306e\u7d4c\u9a13\r\n\r\n\u3010\u6b53\u8fce\u8981\u4ef6\u3011\r\n\r\n- docker\u306a\u3069\u30b3\u30f3\u30c6\u30ca\u3092\u7528\u3044\u305f\u958b\u767a\u7d4c\u9a13\r\n- terraform\uff0cansible\u306a\u3069\u69cb\u6210\u7ba1\u7406\u30c4\u30fc\u30eb\u306e\u4f7f\u7528\u7d4c\u9a13\r\n<\/code><\/pre>\n<p>\u4f7f\u7528Redshift\u4f5c\u4e3a\u6570\u636e\u5b58\u50a8\u7684\u5730\u65b9\uff0c\u8fd9\u662f\u4e0eRecruit Technologies\u7684\u533a\u522b\u3002<\/p>\n<h2>ZOZO \u5f62\u8c61\u5e7f\u544a<\/h2>\n<pre class=\"post-pre\"><code>\uff1c\u5229\u7528\u6280\u8853\uff1e\r\nJava \/ Ruby \/ AWS \/ Aurora \/ Fargate \/ Lambda \/ ECR \/ CloudFormation \/ OpsWorks \/ DirectConnect \/ GCP \/ BigQuery \/ PostgreSQL \/ SQL Server \/ Netezza \/ Fluentd \/ Embulk \/ Digdag \/ JBoss EAP \/ JBoss Data Grid \/ JBoss Decision Manager \/ Elasticsearch \/ LogStash \/ Chef \/ CircleCI \/ Datadog\r\n<\/code><\/pre>\n<p>Fluentd\u2192LogStash\u2192Elasticsearch<br \/>\nFluentd\u2192LogStash\u2192Embulk\u2192Bigquery\u6216PostgresQL<\/p>\n<p>\u6709\u4e0a\u8ff0\u7684\u4e24\u79cd\u6a21\u5f0f\uff0c\u5206\u522b\u9002\u7528\u4e8e\u6d41\u5904\u7406\u548c\u6279\u5904\u7406\u7684\u7528\u4f8b\u3002<br \/>\n\u6211\u8ba4\u4e3a\u5b83\u662f\u901a\u8fc7Elasticsearch\u8fdb\u884c\u5b9e\u65f6\u6570\u636e\u5206\u6790\uff0c\u7136\u540e\u5728Bigquery\u7b49\u5730\u8fdb\u884c\u5927\u6570\u636e\u5206\u6790\u3002<br \/>\n\u6b64\u5916\uff0cEmbulk\u7684\u6279\u5904\u7406\u6267\u884c\u4f3c\u4e4e\u662f\u7531Digdag\u8fdb\u884c\u7ba1\u7406\u7684\u3002<\/p>\n<h2>\u8bf7\u95ee\u60a8\u5bf9\u6b64\u6709\u4ec0\u4e48\u611f\u53d7\u5417\uff1f<\/h2>\n<h3>\u6570\u636e\u6536\u96c6<\/h3>\n<p>\u5927\u5bb6\u90fd\u4f7f\u7528\u4e86Fluentd\u6765\u6536\u96c6\u65e5\u5fd7\u3002<\/p>\n<p>\u6709\u4e00\u4e9b\u6848\u4f8b\u5c06Kafka\u7f6e\u4e8eFluentd\u548cHadoop\/Spark\/Storm\u4e4b\u95f4\uff0c\u4ee5\u7edf\u4e00\u5904\u7406\u6279\u5904\u7406\/\u6d41\u5904\u7406\u6570\u636e\u3002<br \/>\n\u901a\u8fc7\u4f7f\u7528Kinesis Data 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Kafka\u3002<br \/>\n\uff08\u6211\u5728https:\/\/deeeet.com\/writing\/2015\/09\/01\/apache-kafka\/\u4e0a\u5b66\u4e60\u4e86Apache Kafka\u3002\uff09<\/p>\n<p>\u5f39\u6027\u641c\u7d22\u5728\u65e5\u5fd7\u6536\u96c6\u5e73\u53f0\u5f00\u53d1\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n<p>\u5728Apache Spark\u4e2d\u4ecb\u7ecd\u5206\u5e03\u5f0f\u5904\u7406\u6280\u672f\u7684\u5165\u95e8<\/p>\n<p>Apache Storm\u4e0eApache Spark\u7684\u6bd4\u8f83<\/p>\n<p>&#8220;\u6d41\u5f0f\u6570\u636e\u5206\u5e03\u5f0f\u5904\u7406\u5e73\u53f0Storm&#8221;<br \/>\n<iframe loading=\"lazy\" title=\"\u30b9\u30c8\u30ea\u30fc\u30e0\u30c7\u30fc\u30bf\u5206\u6563\u51e6\u7406\u57fa\u76e4Storm\" src=\"https:\/\/www.slideshare.net\/slideshow\/embed_code\/key\/2myT8fkcXuLtXo\" width=\"427\" height=\"356\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" style=\"border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;\" allowfullscreen> <\/iframe> <\/p>\n<div style=\"margin-bottom:5px\"> <strong> <a href=\"https:\/\/www.slideshare.net\/hadoopxnttdata\/storm-19536843\" title=\"\u30b9\u30c8\u30ea\u30fc\u30e0\u30c7\u30fc\u30bf\u5206\u6563\u51e6\u7406\u57fa\u76e4Storm\" target=\"_blank\">\u30b9\u30c8\u30ea\u30fc\u30e0\u30c7\u30fc\u30bf\u5206\u6563\u51e6\u7406\u57fa\u76e4Storm<\/a> <\/strong> from <strong><a href=\"https:\/\/www.slideshare.net\/hadoopxnttdata\" target=\"_blank\">NTT DATA OSS Professional Services<\/a><\/strong> <\/div>\n<p>\u56de\u987e\u65e5\u5fd7\u5206\u6790\u57fa\u7840\u67b6\u6784\u3002<\/p>\n<p>\u4f7f\u7528Kafka\u3001Fluentd\u548cSpark\u8fdb\u884c\u6570\u636e\u5206\u6790\u57fa\u7840\u8bbe\u65bd\u7684\u64cd\u4f5c\u7ecf\u9a8c<\/p>\n<p>\u4f7f\u7528Spark\u548cBigQuery\u7b49\u5de5\u5177\u8fdb\u884c\u79fb\u52a8\u6e38\u620f\u5206\u6790\u73af\u5883\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7ecf\u8fc7 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