{"id":37019,"date":"2023-05-26T12:25:34","date_gmt":"2023-11-17T07:12:23","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%85%b3%e4%ba%8eapache-airflow%e7%9a%84%e4%bd%bf%e7%94%a8%e6%83%85%e5%86%b5%e8%b6%8b%e5%8a%bf%e8%b0%83%e6%9f%a5\/"},"modified":"2024-04-30T06:02:12","modified_gmt":"2024-04-29T22:02:12","slug":"%e5%85%b3%e4%ba%8eapache-airflow%e7%9a%84%e4%bd%bf%e7%94%a8%e6%83%85%e5%86%b5%e8%b6%8b%e5%8a%bf%e8%b0%83%e6%9f%a5","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%85%b3%e4%ba%8eapache-airflow%e7%9a%84%e4%bd%bf%e7%94%a8%e6%83%85%e5%86%b5%e8%b6%8b%e5%8a%bf%e8%b0%83%e6%9f%a5\/","title":{"rendered":"\u5173\u4e8eApache Airflow\u7684\u4f7f\u7528\u60c5\u51b5\u8d8b\u52bf\u8c03\u67e5"},"content":{"rendered":"<h1>\u9996\u5148<\/h1>\n<p>Airflow\u662f\u4e00\u79cd\u88ab\u79f0\u4e3a&#8221;\u4f5c\u4e1a\u6267\u884c\u7ba1\u7406\u57fa\u7840\u8bbe\u65bd&#8221;\u6216&#8221;\u5de5\u4f5c\u6d41\u7ba1\u7406\u7cfb\u7edf&#8221;\u7684\u8f6f\u4ef6\u3002<br \/>\n\u5b83\u53ef\u4ee5\u542f\u52a8\u548c\u7ba1\u7406\u5b9a\u671f\u6267\u884c\u7684\u6279\u5904\u7406\u5e94\u7528\u7a0b\u5e8f\uff0c\u5224\u65ad\u5176\u6267\u884c\u7ed3\u679c\u6210\u529f\u6216\u5931\u8d25\uff0c\u5e76\u542f\u52a8\u7ba1\u7406\u4e0b\u4e00\u4e2a\u8981\u6267\u884c\u7684\u6279\u5904\u7406\u5e94\u7528\u7a0b\u5e8f\u3002<br \/>\n\u672c\u6587\u603b\u7ed3\u4e86\u5bf9\u4e92\u8054\u7f51\u4e0a\u516c\u5f00\u7684Apache Airflow\u7684\u4f7f\u7528\u60c5\u51b5\u8fdb\u884c\u8c03\u67e5\u7684\u7ed3\u679c\u3002<br \/>\n\u7531\u4e8e\u8be6\u7ec6\u529f\u80fd\u5728\u5404\u79cd\u535a\u5ba2\u548c\u6587\u7ae0\u4e2d\u90fd\u6709\u89e3\u91ca\uff0c\u6240\u4ee5\u4e0d\u5728\u6b64\u5c55\u5f00\u3002<\/p>\n<p>\u8003\u8651\u662f\u5426\u91c7\u7528Airflow\u4f5c\u4e3a\u5224\u65ad\u6807\u51c6\u65f6\uff0c\u6ee1\u8db3\u529f\u80fd\u8981\u6c42\u662f\u5fc5\u8981\u7684\uff0c\u4f46\u901a\u5e38\u8fd8\u9700\u8981\u8003\u8651\u4f7f\u7528\u6848\u4f8b\u548c\u5b9e\u7ee9\u7b49\u56e0\u7d20\u3002\u5e0c\u671b\u6b64\u6bb5\u8bdd\u80fd\u591f\u88ab\u6b63\u5728\u8003\u8651\u4f7f\u7528Airflow\u7684\u4eba\u9605\u8bfb\uff0c\u5e76\u4f5c\u4e3a\u5411\u5ba2\u6237\u548c\u4e0a\u53f8\u8bf4\u670d\u7684\u6750\u6599\u4f7f\u7528\u3002<\/p>\n<h1>\u7a7a\u6c14\u6d41\u52a8\u7684\u5386\u53f2<\/h1>\n<p>\u8fd9\u662fAirflow\u7684\u4e3b\u8981\u4e8b\u4ef6\u3002<br \/>\n\u660e\u5e74\u5c06\u662f\u5176\u5f00\u53d1\u5f00\u59cb10\u5e74\u7684\u65f6\u95f4\uff08\u622a\u81f32023\u5e743\u6708\uff09\u3002<br \/>\n\u4ece\u4e2a\u4eba\u611f\u53d7\u6765\u770b\uff0c\u8fd12\u81f33\u5e74\u95f4\uff0cAirflow\u7684\u77e5\u540d\u5ea6\u7a81\u7136\u4e0a\u5347\u5e76\u4e14\u7528\u6237\u6570\u91cf\u4e5f\u589e\u52a0\u4e86\u3002<\/p>\n<div>\n<div class=\"post-table\">\u5e74\u6708\u51fa\u6765\u4e8b2014\u5e7410\u6708Airbnb\u793e\u306e<a href=\"https:\/\/www.linkedin.com\/in\/maximebeauchemin\" target=\"_blank\" rel=\"nofollow noopener\">Maxime Beauchemin<\/a>\u306b\u3088\u3063\u3066\u958b\u767a\u304c\u30b9\u30bf\u30fc\u30c8\u30022015\u5e746\u6708<a href=\"https:\/\/github.com\/apache\/airflow\/tree\/1.0.0\" target=\"_blank\" rel=\"nofollow noopener\">\u30d0\u30fc\u30b8\u30e7\u30f3 1.0.0<\/a> \u304c\u30ea\u30ea\u30fc\u30b9\u30022016\u5e743\u6708Apache Software Foundation\u306eIncubator\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u53c2\u52a0\u30022018\u5e743\u6708GCP\u304c<a href=\"https:\/\/cloud.google.com\/composer\/docs\/release-notes\" target=\"_blank\" rel=\"nofollow noopener\">CloudComposer<\/a>\u306eBeta\u7248\u3092\u30ea\u30ea\u30fc\u30b9\u30022019\u5e741\u6708Apache Software Foundation\u306e\u30c8\u30c3\u30d7\u30ec\u30d9\u30eb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u6607\u683c\u30022019\u5e749\u6708Airflow\u306e\u30ed\u30b4\u30de\u30fc\u30af(\u98a8\u8eca)\u304c\u6c7a\u5b9a\u3002\u30002020\u5e747\u6708Apache Airflow\u521d\u306e\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u30a4\u30d9\u30f3\u30c8\u3001<a href=\"https:\/\/airflowsummit.org\/\" target=\"_blank\" rel=\"nofollow noopener\">Airflow Summit<\/a>\u304c\u958b\u50ac\u30022020\u5e7411\u6708AWS\u304c<a href=\"https:\/\/docs.aws.amazon.com\/mwaa\/latest\/userguide\/doc-history.html\" target=\"_blank\" rel=\"nofollow noopener\">MWAA(Amazon Managed Workflows for Apache Airflo)<\/a>\u3092\u30ea\u30ea\u30fc\u30b9\u30022020\u5e7412\u6708<a href=\"https:\/\/airflow.apache.org\/blog\/airflow-two-point-oh-is-here\/\" target=\"_blank\" rel=\"nofollow noopener\">\u30d0\u30fc\u30b8\u30e7\u30f3 2.0.0<\/a> \u304c\u30ea\u30ea\u30fc\u30b9\u30022023\u5e742\u6708Azure\u306eAzure Data Factory\u306e\u65b0\u6a5f\u80fd\u3068\u3057\u3066<a href=\"https:\/\/techcommunity.microsoft.com\/t5\/azure-data-factory-blog\/introducing-managed-airflow-in-azure-data-factory\/ba-p\/3730151\" target=\"_blank\" rel=\"nofollow noopener\">\u30de\u30cd\u30fc\u30b8\u30c9Airflow\u304c\u30ea\u30ea\u30fc\u30b9<\/a>\u3002<\/div>\n<\/div>\n<h1>\u7c7b\u4f3c\u8f6f\u4ef6\u7684\u4e2d\u6587\u7ffb\u8bd1<\/h1>\n<p>\u4e0b\u9762\u6574\u7406\u4e86\u7c7b\u4f3c\u4e8eAirflow\u7684\u201c\u4f5c\u4e1a\u6267\u884c\u7ba1\u7406\u57fa\u7840\u8bbe\u65bd\u201d\u548c\u201c\u5de5\u4f5c\u6d41\u7ba1\u7406\u7cfb\u7edf\u201d\u8f6f\u4ef6\u3002<\/p>\n<div>\n<div class=\"post-table\">\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u540d\u958b\u767a\u5143OSS\u8cbb\u7528GitHub\u2606\u958b\u767a\u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3<a href=\"https:\/\/airflow.apache.org\/\" target=\"_blank\" rel=\"nofollow noopener\">Airflow<\/a>Airbnb\u25cb\u7121\u511f29.3k2014\uff5ev2.5.1<a href=\"https:\/\/www.digdag.io\/\" target=\"_blank\" rel=\"nofollow noopener\">DigDag<\/a>Treasure Data\u25cb\u7121\u511f1.2k2016\uff5ev0.10.5<a href=\"https:\/\/argoproj.github.io\/argo-workflows\/\" target=\"_blank\" rel=\"nofollow noopener\">Argo Workflows<\/a>Applatix -&gt; Intuit -&gt; CNCF\u25cb\u7121\u511f12.6k2017\uff5ev3.4.5<a href=\"https:\/\/dagster.io\/\" target=\"_blank\" rel=\"nofollow noopener\">Dagster<\/a>elementl\u25cb\u7121\u511f(\u6709\u511f\u7248\u3042\u308a)6.6k2018\uff5ev1.1.20<a href=\"https:\/\/www.hitachi.co.jp\/Prod\/comp\/soft1\/jp1\/index.html\" target=\"_blank\" rel=\"nofollow noopener\">JP1<\/a>\u65e5\u7acb\u88fd\u4f5c\u6240\u00d7\u6709\u511f-1994\uff5e-<a href=\"https:\/\/www.fujitsu.com\/jp\/products\/software\/middleware\/business-middleware\/systemwalker\/\" target=\"_blank\" rel=\"nofollow noopener\">System Walker<\/a>\u5bcc\u58eb\u901a\u00d7\u6709\u511f-1995\uff5e-<a href=\"https:\/\/www.hinemos.info\/\" target=\"_blank\" rel=\"nofollow noopener\">Hinemos<\/a>NTT\u30c7\u30fc\u30bf\u25cb\u7121\u511f(\u6709\u511f\u30b5\u30dd\u30fc\u30c8\u3042\u308a)912004\uff5e<\/div>\n<\/div>\n<p>\u203bThe table above represents information as of March 2023.<\/p>\n<p>\u9664\u4e86\u975eOSS\u7684JP1\u548cSystem Walker\u4e4b\u5916\uff0c\u4eceGitHub\u4e0a\u7684\u6570\u91cf\u6765\u770b\uff0cAirflow\u662f\u538b\u5012\u6027\u7684\u80dc\u5229\u8005\u3002<br \/>\nArgo Workflows\u6392\u5728\u7b2c\u4e8c\u4f4d\uff0cDagster\u6392\u5728\u7b2c\u4e09\u4f4d\u3002<br \/>\n\u7531\u4e8eArgo Workflows\u662f\u4ee5\u5bb9\u5668\u4e3a\u524d\u63d0\u7684\uff0c\u56e0\u6b64\u4f5c\u4e3a\u901a\u7528\u5de5\u5177\uff0cAirflow\u662f\u66f4\u53d7\u6b22\u8fce\u7684\u3002<br \/>\n\u867d\u7136\u6709\u4e00\u4e9b\u4f7f\u7528Digdag\u7684\u6848\u4f8b\uff0c\u4f46\u4e5f\u51fa\u73b0\u4e86\u8f6c\u5411Airflow\u7684\u6848\u4f8b\u3002<br \/>\n\u6b64\u5916\uff0c\u8003\u8651\u5230Digdag\u7684\u6700\u65b0\u7248\u672c\u4e3av0.10.5\uff08\u622a\u81f32023\u5e743\u6708\uff09\uff0c\u5e76\u4e14\u5c1a\u672a\u53d1\u5e031.0.0\u7248\u672c\uff0c\u53ef\u4ee5\u8ba4\u4e3a\u5b83\u4ecd\u5904\u4e8e\u5f00\u53d1\u4e2d\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d2c2437434c4406c4cc24\/11-0.png\" alt=\"image.png\" \/><\/div>\n<h1>\u6700\u8fd1\u7684\u4f7f\u7528\u8d8b\u52bf<\/h1>\n<p>\u53ef\u4ee5\u5728\u5b98\u65b9\u7684GitHub\u9875\u9762\u4e0a\u627e\u5230\u4f7f\u7528Apache Airflow\u7684\u4f01\u4e1a\u540d\u5355\u3002<br \/>\n\uff08\u5728\u7248\u672c1.10.0\u4e4b\u524d\uff0c\u8fd9\u4e9b\u4fe1\u606f\u5728README.md\u4e2d\uff09<br \/>\n\u8fd9\u662f\u4e3a\u4e86\u4fc3\u8fdb\u793e\u533a\u6d3b\u52a8\u548c\u4f01\u4e1a\u5ba3\u4f20\u800c\u79ef\u6781\u516c\u5f00\u3002<br \/>\n\u622a\u81f32023\u5e742\u6708\uff0c\u5df2\u6709480\u5bb6\u516c\u53f8\u4f7f\u7528\u8be5\u5f00\u6e90\u8f6f\u4ef6\uff0c\u8bf4\u660e\u5b83\u5f97\u5230\u4e86\u5e7f\u6cdb\u7684\u5e94\u7528\u3002<br \/>\n\u4e00\u4e9b\u77e5\u540d\u7684\u516c\u53f8\u6709\uff1a<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">Bloomberg<\/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\">PayPal<\/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\">Spotify<\/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\">Twitter<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">Yahoo!<\/ul>\n<p>\u636e\u56fe\u8868\u6240\u793a\uff0c\u516c\u5f00\u5ba3\u5e03\u4f7f\u7528\u7684\u516c\u53f8\u6570\u91cf\u53d1\u751f\u4e86\u53d8\u5316\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d2c2437434c4406c4cc24\/16-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u57282.0.0\u7248\u672c\u53d1\u5e03\u65f6\uff0c\u53ef\u4ee5\u770b\u5230\u4f7f\u7528Apache Airflow\u7684\u516c\u53f8\u6570\u91cf\u6025\u5267\u589e\u52a0\u3002\u4e0eApache Airflow\u7684\u5386\u53f2\u8fdb\u884c\u5bf9\u6bd4\uff0c\u8fd9\u4e00\u65f6\u673a\u4e0eAirflow Summit\u7684\u4e3e\u529e\u548cAWS\u7684MWAA\u53d1\u5e03\u65f6\u95f4\u91cd\u53e0\uff08\u867d\u7136\u53d1\u5e03\u4e86\u4e00\u4e2a\u6708\u524d\uff09\u3002<br \/>\n\u6b64\u5916\uff0c2.0.0\u7248\u672c\u7684\u53d1\u5e03\u8fd8\u8fdb\u884c\u4e86\u5927\u91cf\u7684\u529f\u80fd\u6dfb\u52a0\u548c\u6539\u8fdb\u3002<br \/>\n\u57fa\u4e8e\u8fd9\u4e9b\u80cc\u666f\uff0c\u6211\u8ba4\u4e3a\u81ea2020\u5e74\u5de6\u53f3\u77e5\u540d\u5ea6\u4e0a\u5347\uff0c\u5e76\u589e\u52a0\u4e86\u4f7f\u7528Airflow\u7684\u516c\u53f8\u6570\u91cf\u3002<\/p>\n<p>\u6211\u5011\u96a8\u5f8c\u8abf\u67e5\u4e86\u300cApache Airflow\u300d\u5728Google Trends\u4e0a\u7684\u641c\u7d22\u91cf\u8da8\u52e2\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d2c2437434c4406c4cc24\/19-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u6839\u636e\u8fd9\u4e9b\u6570\u636e\uff0c\u4ece2017\u5e74\u5de6\u53f3\u5f00\u59cb\u9010\u6e10\u589e\u52a0\u641c\u7d22\u91cf\uff0c\u4f46\u4ece2019\u5e74\u5de6\u53f3\u5f00\u59cb\u57fa\u672c\u4fdd\u6301\u5e73\u7a33\u3002\u4ece2022\u5e74\u5165\u573a\u4ee5\u6765\uff0c\u641c\u7d22\u91cf\u8fc5\u901f\u4e0a\u5347\u7684\u60c5\u51b5\u4e5f\u53ef\u89c1\u4e00\u6591\u3002<br \/>\n\u5c31\u5730\u533a\u6765\u770b\uff0c\u610f\u5916\u7684\u662f\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u51fa\u65b0\u52a0\u5761\u3001\u97e9\u56fd\u548c\u4ee5\u8272\u5217\u6392\u540d\u8f83\u9ad8\uff0c\u800c\u4e0d\u662f\u7f8e\u56fd\u3002<\/p>\n<p>\u540c\u6837\uff0c\u4f01\u4e1a\u4e5f\u5c06Apache Airflow\u89c6\u4e3a\u5bf9\u5de5\u7a0b\u5e08\u6240\u9700\u7684\u6280\u80fd\u4e4b\u4e00\u3002\u6839\u636e2023\u5e743\u6708\u7684\u8c03\u67e5\uff0c\u6211\u53d1\u73b0\u5728\u4e00\u4e9b\u81ea\u7531\u804c\u4e1a\u5de5\u7a0b\u5e08\u7684\u5c97\u4f4d\u9700\u6c42\u4e2d\uff0c\u201cApache Airflow\u201d\u88ab\u5217\u4e3a\u5fc5\u5907\u6280\u80fd\u3002\u7136\u800c\uff0c\u4ece\u8fd9\u4e9b\u804c\u4f4d\u7684\u7279\u70b9\u6765\u770b\uff0c\u5b83\u4eec\u66f4\u591a\u662f\u9488\u5bf9&#8221;\u6570\u636e\u57fa\u7840\u5de5\u7a0b\u5e08&#8221;\u6216&#8221;\u6570\u636e\u5206\u6790\u5de5\u7a0b\u5e08&#8221;\u7b49\u804c\u4f4d\uff0c\u56e0\u6b64Airflow\u4f3c\u4e4e\u66f4\u591a\u662f\u4f5c\u4e3a\u4e0e\u6570\u636e\u5206\u6790\u76f8\u5173\u7684\u6280\u672f\u800c\u88ab\u8981\u6c42\u638c\u63e1\u7684\u3002<\/p>\n<h1>\u5229\u7528\u5b9e\u4f8b\u6765\u8bf4\u660e<\/h1>\n<h2>\u4e91\u670d\u52a1\u4f9b\u5e94\u5546\u7684\u8d8b\u52bf<\/h2>\n<p>\u867d\u7136Apache Airflow\u7684\u5386\u53f2\u4e5f\u6709\u8bb0\u5f55\uff0c\u4f46\u4e09\u5bb6\u5927\u578b\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\u90fd\u63d0\u4f9b\u4e86Airflow\u7684\u6258\u7ba1\u670d\u52a1\u3002<\/p>\n<div>\n<div class=\"post-table\">\u30af\u30e9\u30a6\u30c9\u30d9\u30f3\u30c0\u30b5\u30fc\u30d3\u30b9\u30ea\u30ea\u30fc\u30b9\u6642\u671fGCPCloud Composer\/Cloud Composer22018AWSMWAA2020AzureAzure Data Factory2023<\/div>\n<\/div>\n<p>GCP\u662f\u9996\u5bb6\u5c06Airflow\u4f5c\u4e3a\u6258\u7ba1\u670d\u52a1\u53d1\u5e03\u7684\u5e73\u53f0\u3002\u56e0\u6b64\uff0c\u5728\u4f7f\u7528\u6848\u4f8b\u4e2d\uff0c\u4e5f\u6709\u4e00\u4e9b\u6280\u672f\u535a\u5ba2\u7b49\u516c\u5f00\u4e86\u4f7f\u7528Cloud Composer\u7684\u60c5\u51b5\u3002AWS\u5728GCP\u4e24\u5e74\u540e\u4ee5MWAA\u7684\u5f62\u5f0f\u53d1\u5e03\u4e86\u6258\u7ba1\u670d\u52a1\uff0c\u800cAzure\u5728\u4eca\u5e74\u5219\u4ee5Azure Data Factory\u7684\u5f62\u5f0f\u53d1\u5e03\u4e86\u6258\u7ba1\u670d\u52a1\u3002<\/p>\n<h2>\u5728\u4f01\u696d\u4e2d\u7684\u61c9\u7528\u7bc4\u4f8b<\/h2>\n<p>\u6211\u4ece\u516c\u5f00\u5728\u4e92\u8054\u7f51\u4e0a\u7684\u6280\u672f\u535a\u5ba2\u7b49\u6e20\u9053\u6c47\u603b\u4e86\u4e00\u4efd\u9488\u5bf9\u56fd\u5185\u4f01\u4e1a\u7684\u4f7f\u7528\u6848\u4f8b\u8868\u3002<\/p>\n<div>\n<div class=\"post-table\">\u4f01\u696d\u540d\/\u30b5\u30fc\u30d3\u30b9\u540d\u6982\u8981\u4e00\u4f11.com\u30db\u30c6\u30eb\u3084\u30ec\u30b9\u30c8\u30e9\u30f3\u4e88\u7d04\u30b5\u30a4\u30c8\u4e00\u4f11.com\u306e\u4e8b\u4f8b\u3067\u3059\u3002<br \/>\n\u30db\u30c6\u30eb\u60c5\u5831\u3001\u4e88\u7d04\u60c5\u5831\u3001\u30e6\u30fc\u30b6\u60c5\u5831\u3001\u30a2\u30af\u30bb\u30b9\u30ed\u30b0\u3084\u305d\u308c\u3089\u306b\u7d10\u3065\u304f\u30de\u30b9\u30bf\u30c7\u30fc\u30bf\u306f\u3059\u3079\u3066DWH\u306b\u683c\u7d0d\u3057\u3066\u3044\u308b\u305d\u3046\u3067\u3059\u3002<br \/>\n\u5404\u7a2e\u60c5\u5831\u3092DWH\u306b\u683c\u7d0d\u3059\u308b\u305f\u3081\u306bETL\u30c4\u30fc\u30eb\u306b\u3088\u308b\u30c7\u30fc\u30bf\u5909\u63db\u3092\u5b9f\u884c\u3057\u3066\u304a\u308a\u3001\u305d\u306e\u5b9f\u884c\u57fa\u76e4\u3068\u3057\u3066Airflow\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u3068\u306e\u3053\u3068\u3067\u3059\u3002<br \/>\nETL\u30c4\u30fc\u30eb\u306b\u3088\u308b\u30c7\u30fc\u30bf\u5909\u63db\u306f\u65e5\u6b21\u7d04400\u30bf\u30b9\u30af\u304c\u5b9f\u884c\u3055\u308c\u308b\u305d\u3046\u3067\u3059\uff08\u9031\u6b21\u3084\u6642\u9593\u8d77\u52d5\u3082\u542b\u3081\u308b\u3068\u66f4\u306b\u5927\u898f\u6a21\u3060\u3068\u304b\uff09\u3002<br \/>\n2018\u5e74\u306bDigdag\u304b\u3089Airflow\u306b\u79fb\u884c\u3057\u305f\u3068\u306e\u3053\u3068\u3067\u3059\u304c\u3001\u3069\u3046\u3044\u3063\u305f\u8ab2\u984c\u304c\u3042\u308a\u3001\u305d\u308c\u3092Airflow\u3067\u3069\u3046\u89e3\u6c7a\u3057\u305f\u304b\u306f\u53c2\u8003\u8cc7\u6599\u306e\u300c\u4e00\u4f11\u306eETL\u51e6\u7406\u3092Airflow\u3067\u518d\u69cb\u7bc9\u3057\u307e\u3057\u305f\u300d\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u307e\u305f\u3001\u8a18\u4e8b\u516c\u958b\u6642\u70b9\u3067\u306f\u8868\u793a\u306e\u30bf\u30a4\u30e0\u30be\u30fc\u30f3\u3092\u5909\u66f4\u304c\u3067\u304d\u306a\u3044\u3053\u3068\u3092\u5236\u7d04\u3068\u3057\u3066\u6319\u3052\u3066\u3044\u307e\u3059\u304c\u3001\u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3(2023\u5e743\u6708\u73fe\u5728)\u3067\u306f<a href=\"https:\/\/airflow.apache.org\/docs\/apache-airflow\/stable\/authoring-and-scheduling\/timezone.html\" target=\"_blank\" rel=\"nofollow noopener\">\u30bf\u30a4\u30e0\u30be\u30fc\u30f3\u306e\u5909\u66f4<\/a>\u304c\u3067\u304d\u308b\u307f\u305f\u3044\u3067\u3059\u3002<\/p>\n<p><b>\u53c2\u8003\u8cc7\u6599<\/b><br \/>\n<a id=\"reference-79eda636a0a933a6bb8a\" href=\"https:\/\/qiita.com\/kokojima\/items\/3860edce1ea3c5fa2120\">\u4e00\u4f11\u306e\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092Airflow\u3092\u4f7f\u3063\u3066\u5b9f\u884c\u3057\u3066\u307f\u308b<\/a><br \/>\n<a href=\"https:\/\/user-first.ikyu.co.jp\/entry\/2018\/06\/25\/115452\" target=\"_blank\" rel=\"nofollow noopener\">\u4e00\u4f11\u306eETL\u51e6\u7406\u3092Airflow\u3067\u518d\u69cb\u7bc9\u3057\u307e\u3057\u305f<\/a><br \/>\n<a href=\"https:\/\/user-first.ikyu.co.jp\/entry\/2018\/12\/28\/160000\" target=\"_blank\" rel=\"nofollow noopener\">\u4e00\u4f11\u306e1 to 1\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3092\u652f\u3048\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/a>Yahoo! Japan\u30e4\u30d5\u30fc\u306eAI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u304a\u3051\u308b\u4e8b\u4f8b\u3067\u3059\u3002<br \/>\n\u30e4\u30d5\u30fc\u304c\u63d0\u4f9b\u3059\u308b\u69d8\u3005\u306a\u30b5\u30fc\u30d3\u30b9\u304c\u84c4\u7a4d\u3057\u305f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3057\u3001\u30e6\u30fc\u30b6\u30d3\u30ea\u30c6\u30a3\u3084\u30b5\u30fc\u30d3\u30b9\u306e\u6539\u5584\u306e\u305f\u3081\u3001AI\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3063\u3066\u3044\u308b\u3068\u306e\u3053\u3068\u3067\u3059\u3002<br \/>\n\u30e4\u30d5\u30fc\u3067\u306f\u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081AI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u69cb\u7bc9\u3057\u3066\u304a\u308a\u3001\u30c7\u30fc\u30bf\u53d6\u5f97\u3001\u524d\u51e6\u7406\u3001\u5b66\u7fd2\u306e\u30bf\u30b9\u30af\u5b9f\u884c\u7ba1\u7406\u306bAirflow\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002<br \/>\nAirflow\u306fk8s\u4e0a\u3067\u52d5\u304b\u3057\u3066\u304a\u308a\u3001Kubernetes pod operator\u306b\u3088\u308ak8s\u4e0a\u306e\u30b8\u30e7\u30d6\u3092\u8d77\u52d5\u3055\u305b\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002<br \/>\n\u30b8\u30e7\u30d6\u5b9f\u884c\u7ba1\u7406\u306b\u306fArgo Workflo\u3082\u5229\u7528\u3057\u3066\u304a\u308a\u3001Airflow\u304b\u3089Argo Workflow\u306e\u30b8\u30e7\u30d6\u3092\u5b9f\u884c\u3059\u308b\u30b1\u30fc\u30b9\u3082\u3042\u308b\u3068\u306e\u3053\u3068\u3002<br \/>\n\u307e\u305f\u3001Airflow\u306b\u3088\u308a\u30b8\u30e7\u30d6\u5b9f\u884c\u304c\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3055\u308c\u305f\u3053\u3068\u3084\u904e\u8ca0\u8377\u3092\u9632\u3050\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u591c\u9593\u5bfe\u5fdc\u304c\u307b\u307c\u306a\u304f\u306a\u3063\u305f\u305d\u3046\u3067\u3059\u3002<\/p>\n<p><b>\u53c2\u8003\u8cc7\u6599<\/b><br \/>\n<a href=\"https:\/\/techblog.yahoo.co.jp\/entry\/2020122530052975\/\" target=\"_blank\" rel=\"nofollow noopener\">Airflow\u3068Kubernetes\u3067\u6a5f\u68b0\u5b66\u7fd2\u30d0\u30c3\u30c1\u30b8\u30e7\u30d6\u306e\u904b\u7528\u8ca0\u8377\u3092\u4f4e\u6e1b\u3057\u305f\u8a71<\/a><br \/>\n<a href=\"https:\/\/techblog.yahoo.co.jp\/entry\/2021083130180585\/\" target=\"_blank\" rel=\"nofollow noopener\">\u30e4\u30d5\u30fc\u306eAI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u7d39\u4ecb \u301c AI\u958b\u767a\u3092\u3088\u308a\u624b\u8efd\u306b<\/a>ZOZOZOZO\u3067\u306f\u751f\u306eAirflow\u3067\u306f\u306a\u304fGCP\u306eCloud Composer\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u3088\u3046\u3067\u3059\u3002<br \/>\nZOZOTOWN\u3067\u306f\u6bce\u65e5\u5927\u91cf\u306e\u5546\u54c1\u304c\u51fa\u54c1\u3055\u308c\u308b\u305f\u3081\u3001\u6a5f\u68b0\u5b66\u7fd2\u3067\u5546\u54c1\u60c5\u5831\u306e\u767b\u9332\u3092\u88dc\u4f50\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u305d\u3046\u3067\u3059\u3002<br \/>\n\u5546\u54c1\u60c5\u5831\u306e\u53d6\u5f97\u3001\u30c7\u30fc\u30bf\u306e\u5206\u985e\u304a\u3088\u3073\u63a8\u8ad6\u51e6\u7406\u3001\u7d50\u679c\u306e\u51fa\u529b\u3068\u3044\u3063\u305f\u4e00\u9023\u306e\u30bf\u30b9\u30af\u306e\u5b9f\u884c\u7ba1\u7406\u306bCloud Composer\u3092\u5229\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><b>\u53c2\u8003\u8cc7\u6599<\/b><br \/>\n<a href=\"https:\/\/techblog.zozo.com\/entry\/cloud-composer-v2\" target=\"_blank\" rel=\"nofollow noopener\">Cloud Composer 2\u4e0a\u3067Apache Airflow 2\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5b9f\u88c5\u3059\u308b<\/a>GMO\u30da\u30d1\u30dcGMO\u30da\u30d1\u30dc\u306fGMO\u30b0\u30eb\u30fc\u30d7\u306e\u4e00\u793e\u3067\u3001\u300c\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u300d\u300cEC\u652f\u63f4\u300d\u306a\u3069\u500b\u4eba\u5411\u3051\u30a6\u30a7\u30d6\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u3053\u3061\u3089\u3082\u751f\u306eAirflow\u3067\u306f\u306a\u304fGCP\u306eCloud Composer\u3092\u5229\u7528\u3057\u305f\u4e8b\u4f8b\u3068\u306a\u308a\u307e\u3059\u3002<br \/>\nGMO\u30da\u30d1\u30dc\u3067\u306f\u30c7\u30fc\u30bf\u99c6\u52d5\u306b\u3088\u308b\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3084\u610f\u601d\u6c7a\u5b9a\u306e\u81ea\u52d5\u5316\u3092\u76ee\u6307\u3057\u3066\u304a\u308a\u3001\u305d\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u3092\u69cb\u7bc9\u3057\u305f\u3068\u516c\u8868\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u3053\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u306e\u52a0\u5de5\u3084\u5b66\u7fd2\u3068\u3044\u3063\u305f\u30bf\u30b9\u30af\u306e\u5b9f\u884c\u306bCloud Composer\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u3068\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n<p><b>\u53c2\u8003\u8cc7\u6599<\/b><br \/>\n<a href=\"https:\/\/speakerdeck.com\/zaimy\/inside-story-of-data-infrastructure-supporting-gmo-pepabos-services-and-r-and-d\" target=\"_blank\" rel=\"nofollow noopener\">GMO\u30da\u30d1\u30dc\u306e\u30b5\u30fc\u30d3\u30b9\u3068\u7814\u7a76\u958b\u767a\u3092\u652f\u3048\u308b\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u88cf\u5074<\/a>\u96fb\u901a\u30c7\u30b8\u30bf\u30eb\u5e83\u544a\u4ee3\u7406\u5e97\u3068\u3044\u3046\u3053\u3068\u3082\u3042\u308a\u3001\u30c7\u30b8\u30bf\u30eb\u5e83\u544a\u306e\u30d7\u30e9\u30f3\u30cb\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u958b\u767a\u3084\u5e83\u544a\u914d\u4fe1\u5b9f\u7e3e\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u30fb\u4e88\u6e2c\u30c7\u30fc\u30bf\u3092\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306b\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3068\u306e\u3053\u3068\u3067\u3059\u3002<br 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