{"id":4954,"date":"2024-05-13T12:12:17","date_gmt":"2024-05-13T03:12:17","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=4954"},"modified":"2024-05-13T12:12:17","modified_gmt":"2024-05-13T03:12:17","slug":"google-cloud-dataflow","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/google-cloud-dataflow\/","title":{"rendered":"\u3010Google Cloud Dataflow\u3011\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u52b9\u7387\u5316"},"content":{"rendered":"\n<p>\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001Cloud Dataflow\u304c\u3069\u306e\u3088\u3046\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u304b\u306b\u3064\u3044\u3066\u6398\u308a\u4e0b\u3052\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u73fe\u4ee3\u306e\u30d3\u30b8\u30cd\u30b9\u74b0\u5883\u306b\u304a\u3044\u3066\u3001\u30c7\u30fc\u30bf\u306f\u975e\u5e38\u306b\u9ad8\u901f\u3067\u751f\u6210\u3055\u308c\u3001\u4f01\u696d\u306f\u3053\u306e\u5927\u91cf\u306e\u60c5\u5831\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u51e6\u7406\u3057\u3001\u610f\u601d\u6c7a\u5b9a\u3092\u8fc5\u901f\u306b\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002Google Cloud Dataflow\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001Cloud Dataflow\u304c\u3069\u306e\u3088\u3046\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u304b\u306b\u3064\u3044\u3066\u6398\u308a\u4e0b\u3052\u3066\u3044\u304d\u307e\u3059\u3002<!-- notionvc: 0653fa9e-134d-4d7f-b854-447e92fe2dd2 --><\/p>\n\n<h2>Google Cloud Dataflow\u3068\u306f<\/h2>\n<p>Google Cloud Dataflow\u306f\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30d0\u30c3\u30c1\u51e6\u7406\u3068\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u51e6\u7406\u306e\u4e21\u65b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\u3053\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u69cb\u7bc9\u3068\u7ba1\u7406\u3092\u7c21\u7d20\u5316\u3057\u3001\u958b\u767a\u8005\u304c\u30c7\u30fc\u30bf\u306e\u96c6\u7d04\u3001\u5206\u6790\u3001\u5909\u63db\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002 Cloud Dataflow\u3067\u884c\u308f\u308c\u308b\u51e6\u7406\u306f\u591a\u5c90\u306b\u308f\u305f\u308a\u307e\u3059\u304c\u3001\u4e3b\u306b\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u69d8\u3005\u306a\u64cd\u4f5c\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\r\n<ol>\r\n\t<li><strong>\u30c7\u30fc\u30bf\u5909\u63db\uff08Transformation\uff09<\/strong> <br \/>\r\n\u30c7\u30fc\u30bf\u3092\u7279\u5b9a\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3084\u69cb\u9020\u304b\u3089\u5225\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3084\u69cb\u9020\u3078\u5909\u63db\u3057\u307e\u3059\u3002<\/li>\r\n\t<li><strong>\u30c7\u30fc\u30bf\u306e\u96c6\u7d04\uff08Aggregation\uff09<\/strong> <br \/>\r\n\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u307e\u3068\u3081\u3066\u3001\u5408\u8a08\u3001\u5e73\u5747\u3001\u6700\u5927\u5024\u3001\u6700\u5c0f\u5024\u306a\u3069\u306e\u7d71\u8a08\u5024\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/li>\r\n\t<li><strong>\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\uff08Filtering\uff09<\/strong> <br \/>\r\n\u7279\u5b9a\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3059\u30c7\u30fc\u30bf\u306e\u307f\u3092\u51e6\u7406\u5bfe\u8c61\u3068\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\r\n\t<li><strong>\u30bd\u30fc\u30c8\uff08Sorting\uff09<br \/>\r\n<\/strong> \u6642\u9593\u9806\u3001\u6570\u5024\u306e\u5927\u304d\u3055\u9806\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u57fa\u6e96\u3067\u30c7\u30fc\u30bf\u3092\u6574\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\r\n\t<li><strong>\u30b8\u30e7\u30a4\u30f3\uff08Joining\uff09<\/strong> <br \/>\r\n\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u95a2\u9023\u4ed8\u3051\u3066\u4e00\u3064\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u7d50\u5408\u3057\u307e\u3059\u3002<\/li>\r\n\t<li><strong>\u7570\u5e38\u691c\u51fa\uff08Anomaly Detection\uff09<\/strong> <br \/>\r\n\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u7570\u5e38\u5024\u3084\u5916\u308c\u5024\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/li>\r\n\t<li><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\uff08Real-time Analysis<\/strong> <br \/>\r\n\u30c7\u30fc\u30bf\u304c\u751f\u6210\u3055\u308c\u308b\u3068\u540c\u6642\u306b\u3001\u305d\u308c\u3092\u5206\u6790\u3057\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\r\n<\/ol>\r\n<p><!-- notionvc: 1338d43f-6c4a-4fd5-890a-75eca3121b53 --><\/p>\n\n<h2>\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u6982\u5ff5<\/h2>\n<p>\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u3001\u7d99\u7d9a\u7684\u306b\u30c7\u30fc\u30bf\u304c\u6d41\u308c\u3066\u304f\u308b\u72b6\u6cc1\u3067\u305d\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u4e00\u9023\u306e\u624b\u9806\u3084\u51e6\u7406\u306e\u6d41\u308c\u3092\u6307\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u306e\u30c7\u30fc\u30bf\u5206\u6790\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u9045\u5ef6\u306e\u5c11\u306a\u3044\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\r\n<p>Dataflow\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u7d99\u7d9a\u7684\u306b\u30c7\u30fc\u30bf\u304c\u6d41\u308c\u308b\u4e2d\u3067\u306e\u9ad8\u5ea6\u306a\u51e6\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u6642\u9593\u306b\u654f\u611f\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306e\u4f7f\u7528\u304c\u7406\u60f3\u7684\u3067\u3059\u3002<\/p>\r\n<p><!-- notionvc: 7357e0cf-90fa-43b7-9745-126ff5e46450 --><\/p>\n\n<h2>Pub\/Sub\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u30bd\u30fc\u30b9\u306e\u5229\u7528<\/h2>\n<p>Google\u306ePub\/Sub\u306f\u3001\u300c\u516c\u958b\uff0f\u8cfc\u8aad\u300d\u3068\u3044\u3046\u30b7\u30b9\u30c6\u30e0\u3092\u4f7f\u3063\u3066\u3001\u30c7\u30fc\u30bf\u3084\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u9001\u53d7\u4fe1\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u8a00\u3046\u300c\u516c\u958b\u300d\u3068\u306f\u3001\u30c7\u30fc\u30bf\u3092\u9001\u308a\u51fa\u3059\u3053\u3068\u3002\u300c\u8cfc\u8aad\u300d\u3068\u306f\u3001\u30c7\u30fc\u30bf\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u308c\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u60c5\u5831\u306e\u3084\u308a\u53d6\u308a\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u3001\u52b9\u7387\u7684\u306b\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\r\n<b><strong>\u3069\u3046\u3084\u3063\u3066\u6a5f\u80fd\u3059\u308b\u306e\uff1f<\/strong><\/b>\r\n<ol>\r\n\t<li><strong>\u516c\u958b\u8005\uff08Publisher\uff09<\/strong> &#8211; \u30c7\u30fc\u30bf\u3084\u30e1\u30c3\u30bb\u30fc\u30b8\u3092Pub\/Sub\u306b\u9001\u4fe1\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u4f8b\u3048\u3070\u30bb\u30f3\u30b5\u30fc\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3084\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u306e\u5165\u529b\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5f62\u306e\u60c5\u5831\u304c\u53ef\u80fd\u3067\u3059\u3002<\/li>\r\n\t<li><strong>\u8cfc\u8aad\u8005\uff08Subscriber\uff09<\/strong> &#8211; \u7279\u5b9a\u306e\u30bf\u30a4\u30d7\u306e\u30c7\u30fc\u30bf\u3092\u53d7\u3051\u53d6\u308b\u305f\u3081\u306b\u8a2d\u5b9a\u3055\u308c\u307e\u3059\u3002Pub\/Sub\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u304c\u516c\u958b\u3055\u308c\u308b\u3068\u3001\u305d\u308c\u3092\u81ea\u52d5\u7684\u306b\u8cfc\u8aad\u8005\u306b\u9001\u4fe1\u3057\u307e\u3059\u3002<\/li>\r\n<\/ol>\r\n<b><strong>\u306a\u305c\u4fbf\u5229\u306a\u306e\u304b\uff1f<\/strong><\/b>\r\n<p>Pub\/Sub\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30b5\u30fc\u30d3\u30b9\u304c\u3001\u30c7\u30fc\u30bf\u306e\u5b58\u5728\u3092\u5e38\u306b\u30c1\u30a7\u30c3\u30af\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u307e\u3059\u3002\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u304c\u516c\u958b\u3055\u308c\u308b\u3068\u3001\u81ea\u52d5\u7684\u306b\u3053\u308c\u3092\u53d7\u3051\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u52b9\u7387\u7684\u3067\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u4f8b\u3048\u3070\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u3084\u3001\u5373\u6642\u53cd\u5fdc\u304c\u6c42\u3081\u3089\u308c\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u975e\u5e38\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\r\n<b><strong>Cloud Dataflow\u3068\u306e\u9023\u643a<\/strong><\/b>\r\n<p>Pub\/Sub\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u76f4\u63a5\u53d7\u3051\u53d6\u308b\u3053\u3068\u3067\u3001Google Cloud Dataflow\u306f\u3053\u308c\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u51e6\u7406\u3067\u304d\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u30c7\u30fc\u30bf\u304cPub\/Sub\u3092\u901a\u3058\u3066\u9001\u3089\u308c\u3066\u304f\u308b\u3068\u3001Dataflow\u304c\u3053\u308c\u3092\u5373\u5ea7\u306b\u30ad\u30e3\u30c3\u30c1\u3057\u3066\u3001\u5fc5\u8981\u306a\u51e6\u7406\u3092\u65bd\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u6d41\u308c\u3068\u51e6\u7406\u304c\u30b9\u30e0\u30fc\u30ba\u306b\u9023\u643a\u3057\u3001\u9045\u5ef6\u306a\u304f\u30c7\u30fc\u30bf\u5206\u6790\u3084\u53cd\u5fdc\u3092\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u3053\u306e\u3088\u3046\u306bPub\/Sub\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u30bd\u30fc\u30b9\u306f\u3001\u5927\u91cf\u304b\u3064\u7d99\u7d9a\u7684\u306a\u30c7\u30fc\u30bf\u306e\u6d41\u308c\u3092\u52b9\u7387\u7684\u306b\u7ba1\u7406\u3057\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u306e\u5fdc\u7b54\u3092\u53ef\u80fd\u306b\u3059\u308b\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\r\n<p><!-- notionvc: a8781052-3c27-4819-a5a9-72574806385c --><\/p>\n\n<h2>Cloud Monitoring\u3067\u306e\u30a2\u30e9\u30fc\u30c8\u76e3\u8996<\/h2>\n<p>\u30b7\u30b9\u30c6\u30e0\u306e\u5065\u5168\u6027\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u9069\u5207\u306a\u76e3\u8996\u30c4\u30fc\u30eb\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002Google Cloud Monitoring\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001Dataflow\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u76e3\u8996\u3057\u3001\u8a2d\u5b9a\u3057\u305f\u3057\u304d\u3044\u5024\u3092\u8d85\u3048\u308b\u3068\u30a2\u30e9\u30fc\u30c8\u3092\u767a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u554f\u984c\u306b\u8fc5\u901f\u306b\u5bfe\u5fdc\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u30c0\u30a6\u30f3\u30bf\u30a4\u30e0\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\r\n<b><strong>\u3069\u306e\u3088\u3046\u306b\u6a5f\u80fd\u3059\u308b\u306e\u304b\uff1f<\/strong><\/b>\r\n<ol>\r\n\t<li><strong>\u30e1\u30c8\u30ea\u30af\u30b9\u306e\u8a2d\u5b9a<\/strong> &#8211; 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