{"id":17573,"date":"2018-12-25T13:34:16","date_gmt":"2018-12-25T04:34:16","guid":{"rendered":"https:\/\/labs.gree.jp\/blog\/?p=17573"},"modified":"2019-12-02T11:26:53","modified_gmt":"2019-12-02T02:26:53","slug":"post17573","status":"publish","type":"post","link":"https:\/\/labs.gree.jp\/blog\/2018\/12\/17573\/","title":{"rendered":"VTuber\u30a2\u30d7\u30ea\u306eGCP\u30c7\u30fc\u30bf\u57fa\u76e4\u306b\u3064\u3044\u3066"},"content":{"rendered":"<p>\u3053\u3093\u306b\u3061\u308f\u3001\u305d\u3057\u3066\u30e1\u30ea\u30fc\u30af\u30ea\u30b9\u30de\u30b9\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30b0\u30eb\u30fc\u30d7\u306e\u9234\u6728\u3067\u3059\u3002<\/p>\n<p>\u524d\u56de\u306f<a href=\"https:\/\/labs.gree.jp\/blog\/2018\/01\/16699\/\">Dialogflow\u3092\u5229\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30db\u3099\u30c3\u30c8\u5c0e\u5165\u4e8b\u4f8b<\/a>\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u4eca\u56de\u306f\u3001VTuber\u8996\u8074\u30fb\u914d\u4fe1\u30a2\u30d7\u30ea\u306e<a href=\"https:\/\/le.wrightflyer.net\/reality\/\">REALITY<\/a>\u306eGCP\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u30b7\u30b9\u30c6\u30e0\u69cb\u6210\u3084\u5404\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u5f79\u5272\u306b\u3064\u3044\u3066\u304a\u8a71\u3057\u3057\u307e\u3059\u3002<br \/>\n\u4e00\u3064\u4e00\u3064\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u89e3\u8aac\u306f\u5c11\u306a\u3044\u3067\u3059\u304c\u3001\u5168\u4f53\u306e\u30b7\u30b9\u30c6\u30e0\u69cb\u6210\u3092\u632f\u308a\u8fd4\u3063\u3066\u3044\u304f\u306e\u3067\u3001GCP\u30c7\u30fc\u30bf\u57fa\u76e4\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u65b9\u306b\u306f\u304a\u5f79\u306b\u7acb\u3066\u308b\u5185\u5bb9\u304c\u3042\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<p><strong>\uff08\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u3092\u3057\u305f\u306e\u304c2018\/9\u306a\u305f\u3081\u3001\u60c5\u5831\u304c\u53e4\u3044\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\uff09<\/strong><\/p>\n<h1>\u80cc\u666f<\/h1>\n<p><a href=\"https:\/\/labs.gree.jp\/blog\/2018\/11\/17400\/\">\u4ee5\u524d\u306e\u8a18\u4e8b<\/a>\u3067\u7d39\u4ecb\u3055\u308c\u305f\u3068\u304a\u308a\u3001\u4eca\u56de\u306e\u30d7\u30ed\u30c0\u30af\u30c8\u74b0\u5883\u306fGCP\u3092\u591a\u304f\u5229\u7528\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u5f0a\u793e\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u74b0\u5883\u306f\u30aa\u30f3\u30d7\u30ec\u3084AWS\u3067\u9577\u304f\u904b\u7528\u3057\u3066\u304a\u308a\u3001\u305d\u306e\u65e2\u5b58\u57fa\u76e4\u306b\u30c7\u30fc\u30bf\u3092\u84c4\u7a4d\u3059\u308b\u3053\u3068\u3082\u52ff\u8ad6\u53ef\u80fd\u3067\u3057\u305f\u304c\u3001GCP\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u540c\u58eb\u306e\u9023\u643a\u306e\u3057\u3084\u3059\u3055\u3084\u6280\u8853\u691c\u8a3c\u306a\u3069\u3082\u517c\u306d\u3066\u3001\u4eca\u56de\u306fGCP\u3067\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h1>\u30b7\u30b9\u30c6\u30e0\u69cb\u6210<\/h1>\n<p>\u65e9\u901f\u3067\u3059\u304c\u3001\u4eca\u56de\u69cb\u7bc9\u3057\u305f\u30c7\u30fc\u30bf\u57fa\u76e4\u30b7\u30b9\u30c6\u30e0\u306e\u6982\u8981\u56f3\u3067\u3059\u3002<br \/>\n<a href=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2018\/12\/deg_gcp_overview.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-17597 size-full\" src=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2018\/12\/deg_gcp_overview.png\" alt=\"\" width=\"1314\" height=\"902\" srcset=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2018\/12\/deg_gcp_overview.png 1314w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2018\/12\/deg_gcp_overview-276x189.png 276w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2018\/12\/deg_gcp_overview-583x400.png 583w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2018\/12\/deg_gcp_overview-768x527.png 768w, https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2018\/12\/deg_gcp_overview-830x570.png 830w\" sizes=\"auto, (max-width: 1314px) 100vw, 1314px\" \/><\/a><\/p>\n<p>\u4e3b\u306b\u4e0b\u8a18\u306e\u3088\u3046\u306a\u6a5f\u80fd\u5f79\u5272\u304c\u3042\u308a\u3001\u305d\u308c\u305e\u308c\u306e\u5f79\u5272\u3084\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u3064\u3044\u3066\u7c21\u5358\u306b\u8aac\u660e\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30ed\u30b0\u53d7\u4fe1\u62c5\u5f53<\/li>\n<li>ETL\u62c5\u5f53<\/li>\n<li>\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u62c5\u5f53<\/li>\n<li>BI\u30c4\u30fc\u30eb\u62c5\u5f53<\/li>\n<li>\u30a8\u30e9\u30fc\u76e3\u8996\u62c5\u5f53<\/li>\n<\/ul>\n<p>CI\/CD\u62c5\u5f53\u6bd4\u8f03\u7684\u3088\u304f\u3042\u308b\u69cb\u6210\u3067\u3059\u304c\u3001GKE\u3092\u30d9\u30fc\u30b9\u3068\u3057\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u904b\u7528\u7c21\u7d20\u5316\u3084\u30d2\u30e5\u30fc\u30de\u30f3\u30a8\u30e9\u30fc\u9632\u6b62\u306e\u305f\u3081\u306b\u5de5\u592b\u3057\u305f\u30dd\u30a4\u30f3\u30c8\u306a\u3069\u3082\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h2>\u30ed\u30b0\u53d7\u4fe1\u62c5\u5f53<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2018\/12\/deg_gcp_log.png\" alt=\"log\" \/><\/p>\n<h4>Stackdriver Logging<\/h4>\n<p>Stackdriver Logging\u306f\u3001GCP\u30d7\u30ed\u30c0\u30af\u30c8\u74b0\u5883\u306e\u30ed\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304b\u3089\u5206\u6790\u30ed\u30b0\u3092\u96c6\u7d04\u3059\u308b\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Pub\/Sub\u306b\u76f4\u63a5\u30ed\u30b0\u3092\u9001\u4fe1\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3057\u305f\u304c\u3001Stackdriver\u3092\u63a1\u7528\u3057\u305f\u4e3b\u306a\u7406\u7531\u3068\u3057\u3066\u3001\u4ed6\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u306e\u9023\u643a\u306e\u3057\u3084\u3059\u3055\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<br \/>\nStackdriver\u304b\u3089\u30ed\u30b0\u306eexport\u30eb\u30fc\u30eb\u3084\u30b7\u30b9\u30c6\u30e0\u6307\u6a19\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002Stackdriver\u306b\u3060\u3051\u30ed\u30b0\u3092\u9001\u4fe1\u3057\u3066\u304a\u3051\u3070\u3001\u5225\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u3082\u7c21\u5358\u306b\u30ed\u30b0\u3092\u540c\u671f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u30ed\u30b0\u3092\u4e8c\u91cd\u306b\u9001\u4fe1\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u30b7\u30b9\u30c6\u30e0\u3092\u30b7\u30f3\u30d7\u30eb\u306b\u4fdd\u3066\u307e\u3059\u3002<br \/>\n\u307e\u305f\u3001Pub\/Sub\u306emessageId\u3067\u3082\u540c\u69d8\u306e\u3053\u3068\u306f\u3067\u304d\u307e\u3059\u304c\u3001Stackdriver\u3078\u30ed\u30b0\u9001\u4fe1\u3055\u308c\u305f\u3068\u304d\u306b\u4e00\u610f\u306b\u6c7a\u307e\u308b<a href=\"https:\/\/cloud.google.com\/logging\/docs\/reference\/v2\/rest\/v2\/LogEntry\">insertId<\/a>\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u30ed\u30b0\u306e\u91cd\u8907\u30fb\u6b20\u640d\u306e\u8abf\u67fb\u3082\u697d\u306b\u76e3\u8996\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001<a href=\"https:\/\/cloud.google.com\/logging\/quotas\">Logging API\u306eQuotas<\/a>\u304c\u5c0f\u3055\u3044\u305f\u3081\u76f4\u63a5API\u7d4c\u7531\u3067\u30ed\u30b0\u9001\u4fe1\u3059\u308b\u969b\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3001\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3068\u306a\u308a\u3084\u3059\u3044\u3067\u3059\u3002\u30ed\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u7d4c\u7531\u3067\u66f8\u304d\u8fbc\u3080\u3053\u3068\u554f\u984c\u56de\u907f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30b9\u30b1\u30fc\u30eb\u3057\u3084\u3059\u3044\u4f5c\u308a\u306b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<h2>ETL\u62c5\u5f53<\/h2>\n<p>Pub\/Sub\u3084Cloud Storage\u306b\u4fdd\u5b58\u3055\u308c\u305f\u30ed\u30b0\u3092\u6574\u5f62\u3057\u3066\u3001DWH\u306b\u4fdd\u5b58\u3059\u308b\u307e\u3067\u306e\u90e8\u5206\u3092\u62c5\u5f53\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2018\/12\/deg_gcp_etl.png\" alt=\"etl\" \/><\/p>\n<h4>Cloud Pub\/Sub<\/h4>\n<p>Stackdriver\u304b\u3089\u9001\u3089\u308c\u305f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u3092\u3001BigQuery\u3078\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30a4\u30f3\u30b5\u30fc\u30c8\u3059\u308b\u969b\u306eQueue\u306e\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30e1\u30c3\u30bb\u30fc\u30b8\u30d6\u30ed\u30fc\u30ab\u30fc\u306e\u305f\u3081\u975e\u540c\u671f\u306b\u30ec\u30b3\u30fc\u30c9\u3092\u51e6\u7406\u3057\u3066\u3001\u30ed\u30b0\u91cf\u304c\u6025\u5897\u3057\u3066\u3082\u9ad8\u53ef\u7528\u6027\u3092\u62c5\u4fdd\u3067\u304d\u308b\u30e2\u30c7\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u4eca\u56de\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u306fStackdriver\u30ed\u30b0\u3092\u30b5\u30d6\u30b9\u30af\u30e9\u30a4\u30d6\u3059\u308bTopic\u3092\u4f5c\u6210\u3057\u3001Dataflow\u3067\u305d\u306eSubscription\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u304b\u3089BigQuery\u3078\u30c7\u30fc\u30bf\u3092\u8ffd\u8a18\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Pub\/Sub\u304b\u3089\u306e\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u306f\u3001\u57fa\u672c\u7684\u306bDataflow\u3092\u5229\u7528\u3059\u308b\u5834\u9762\u304c\u591a\u3044\uff08\u6599\u91d1\u304c\u767a\u751f\u3059\u308b\uff09\u305f\u3081\u3001\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u51e6\u7406\u304c\u5fc5\u8981\u3067\u306a\u3044\u5834\u5408\u306f\u3001<a href=\"https:\/\/cloud.google.com\/logging\/docs\/export\/configure_export_v2\">Stackdriver\u306eexport\u6a5f\u80fd<\/a>\u3092\u5229\u7528\u3059\u308b\u306e\u304c\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h4>Cloud Storage<\/h4>\n<p>Cloud Storage\u306f\u3001\u751f\u30ed\u30b0\u306e\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u5148\u3068\u3057\u3066\u5229\u7528\u3057\u3066\u3044\u307e\u3059\u3002Stackdriver Logging\u306eexport\u6a5f\u80fd\u3067\u30011\u6642\u9593\u6bce\u306b\u30b7\u30f3\u30af\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u666e\u6bb5\u306e\u904b\u7528\u6642\u306b\u306f\u7279\u306b\u5229\u7528\u3059\u308b\u5834\u9762\u306f\u5c11\u306a\u3044\u3067\u3059\u304c\u3001\u30a8\u30e9\u30fc\u3067Dataflow\u306e\u30ed\u30b0\u51e6\u7406\u304c\u505c\u6b62\u3057\u305f\u5834\u5408\u3084\u3001\u969c\u5bb3\u306a\u3069\u3067\u30ed\u30b0\u306e\u91cd\u8907\u6b20\u640d\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u306b\u3001\u3053\u306e\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u7528\u306eGCS\u304b\u3089BigQuery\u3078\u30ed\u30b0\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3001\u30ed\u30b0\u5fa9\u65e7\u3067\u304d\u308b\u4f5c\u308a\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h4>Dataflow<\/h4>\n<p>Dataflow\u306fApache Beam\u30d9\u30fc\u30b9\u306e\u5206\u6563\u51e6\u7406\u30b5\u30fc\u30d3\u30b9\u3067\u3001Pub\/Sub\u306e\u30b9\u30c8\u30ea\u30fc\u30e0\u30ec\u30b3\u30fc\u30c9\u3092\u4e26\u5217\u51e6\u7406\u3057\u3066BigQuery\u3078\u30cb\u30a2\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u7e4b\u3050\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u3057\u3066\u306e\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307b\u307c\u540c\u69d8\u306e\u30b3\u30fc\u30c9\u3067\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u5148\u3092Pub\/Sub\u304bCloud Storage\u3092\u9078\u629e\u3059\u308b\u3060\u3051\u3067\u3001\u52d5\u7684\u306b\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u51e6\u7406\u3068\u30d0\u30c3\u30c1\u51e6\u7406\u3092\u4f7f\u3044\u5206\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3001\u69d8\u3005\u306a\u5834\u9762\u3067\u306e\u5229\u7528\u304c\u53ef\u80fd\u3067\u3059\u3002<br \/>\n\u30c7\u30fc\u30bf\u91cf\u304c\u6025\u5897\u3057\u305f\u5834\u5408\u3067\u3082\u30aa\u30fc\u30c8\u30b9\u30b1\u30fc\u30eb\u3057\u3066\u51e6\u7406\u91cf\u3092\u5897\u3084\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u958b\u767a\u5f53\u521d\u306f\u3001\u30a4\u30f3\u30b5\u30fc\u30c8\u3059\u308bTable\u3092\u52d5\u7684\u306b\u6c7a\u3081\u3089\u308c\u305a\u306b\u3001Table\u3054\u3068\u306bJob\u3092\u540c\u6642\u5b9f\u884c\u3057\u3066\u6599\u91d1\u304c\u9ad8\u304f\u306a\u3063\u3066\u3057\u307e\u3046\u8ab2\u984c\u306b\u76f4\u9762\u3057\u307e\u3057\u305f\u3002<br \/>\nDataflow\u3067\u306f\u4e8b\u524d\u306b\u30e2\u30c7\u30eb\u3092\u5b9a\u7fa9\u3057\u3066\u3001\u4f5c\u6210\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306b\u30c7\u30fc\u30bf\u3092\u6d41\u3057\u3066\u3044\u304f<a href=\"https:\/\/beam.apache.org\/documentation\/programming-guide\">\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u601d\u60f3<\/a>\u3068\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u4e8b\u524d\u306b\u30e2\u30c7\u30eb\u306b\u5bfe\u5fdc\u3057\u305fTable\u3092\u5b9a\u7fa9\u3059\u308b\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<br \/>\n\u305d\u306e\u56de\u907f\u7b56\u3068\u3057\u3066\u3001<a href=\"https:\/\/beam.apache.org\/releases\/javadoc\/2.7.0\/org\/apache\/beam\/sdk\/io\/gcp\/bigquery\/DynamicDestinations.html\">DynamicDestinations<\/a>\u30af\u30e9\u30b9\u3092\u5229\u7528\u3057\u3001Table\u30ab\u30e9\u30e0\u306b\u5fdc\u3058\u3066\u52d5\u7684\u306binsert\u5148\u3092\u5909\u66f4\u3059\u308b\u5bfe\u5fdc\u3092\u5165\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u3053\u3046\u3044\u3063\u305f\u52d5\u7684Table\u6a5f\u80fd\u3084Auto Parametar\u6a5f\u80fd\u306a\u3069\u304cPython\u3067\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u306a\u3044\u90e8\u5206\u304c\u591a\u304b\u3063\u305f\u305f\u305f\u3081\u3001\u4eca\u56de\u306fJava\u3092\u9078\u629e\u3057\u3066\u958b\u767a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Dataflow\u306eJob\u5b9f\u884c\u306b\u306f\u3001\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3084GCE\u74b0\u5883\u306a\u3069\u9078\u3070\u306a\u3044\u306e\u3067\u3059\u304c\u3001Job\u5b9f\u884c\u5f8c\u306b\u305d\u306e\u74b0\u5883\u304c\u4e0d\u8981\u3068\u306a\u308b\u3053\u3068\u3084\u30de\u30b7\u30f3\u74b0\u5883\u3092\u7d71\u4e00\u3055\u305b\u305f\u3044\u7406\u7531\u304b\u3089\u3001Kurbernetes Job\u3092\u5229\u7528\u3059\u308b\u306e\u3092\u30aa\u30b9\u30b9\u30e1\u3057\u307e\u3059\u3002<\/p>\n<h4>BigQuery<\/h4>\n<p>\u81ea\u793e\u3067\u30af\u30e9\u30b9\u30bf\u7ba1\u7406\u3059\u308b\u5834\u5408\u3001\u8ca0\u8377\u72b6\u6cc1\u306b\u3088\u3063\u3066\u30ef\u30fc\u30ab\u30fc\u6570\u3092\u30b9\u30b1\u30fc\u30eb\u3055\u305b\u305f\u308a\u3068\u904b\u7528\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u3084\u3059\u3044\u3067\u3059\u304c\u3001BigQuery\u306f\u88cf\u5074\u3067\u5927\u91cf\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30ea\u30bd\u30fc\u30b9\u3067\u5206\u6563\u4e26\u5217\u51e6\u7406\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30b9\u30b1\u30fc\u30eb\u8003\u616e\u3059\u308b\u5fc5\u8981\u306a\u304f\u307b\u3068\u3093\u3069\u306e\u30af\u30a8\u30ea\u3092\u6570\u79d2\u4ee5\u5185\u306b\u96c6\u8a08\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<br \/>\n\u30af\u30a8\u30ea\u6642\u306b\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u30ab\u30e9\u30e0\u306e\u6307\u5b9a\u304c\u306a\u3051\u308c\u3070\u30a8\u30e9\u30fc\u306b\u3059\u308bflag\u304c\u3042\u3063\u305f\u308a\u3068\u3001\u521d\u5b66\u8005\u306b\u3082\u512a\u3057\u3044\u4f5c\u308a\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u5206\u6790\u30af\u30a8\u30ea\u6599\u91d1\u306f\u30c7\u30fc\u30bf\u51e6\u7406\u5bb9\u91cf\u3067\u6c7a\u307e\u308b\u305f\u3081\u3001Table\u3092\u65e5\u6bce\u306b\u5206\u5272\u3059\u308b\u306e\u304c\u5b9a\u77f3\u30d1\u30bf\u30fc\u30f3\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u73fe\u5728<a href=\"https:\/\/cloud.google.com\/bigquery\/docs\/partitioned-tables\">Table\u306e\u5206\u5272\u30bf\u30a4\u30d7<\/a>\u306f\u3001\u53d6\u308a\u8fbc\u307f\u6642\u9593\u306b\u3088\u308b\u5206\u5272\u65b9\u6cd5\u3068\u6642\u9593\u30ab\u30e9\u30e0\u3067\u306e\u5206\u5272\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002\u30ab\u30e9\u30e0\u30ca\u30fcDB\u306e\u305f\u3081\u3001\u30b9\u30ad\u30fc\u30de\u5909\u66f4\u30b3\u30b9\u30c8\u306f\u9ad8\u307e\u308a\u307e\u3059\u304c\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u9762\u3067\u512a\u308c\u308b\u6642\u9593\u30ab\u30e9\u30e0\u3067\u306e\u5206\u5272\u304c\u30aa\u30b9\u30b9\u30e1\u3067\u3059\u3002<br \/>\n\u305f\u3060\u3057UTC\u3067\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001JST\u3067\u30c7\u30fc\u30bf\u96c6\u8a08\u3059\u308b\u5834\u5408\u306a\u3069\u306b\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u30b9\u30ad\u30fc\u30de\u5909\u66f4\u30fb\u524a\u9664\u306e\u969b\u306f\u3001\u57fa\u672c\u7684\u306b<a href=\"https:\/\/cloud.google.com\/bigquery\/docs\/manually-changing-schemas\">Table\u306e\u4f5c\u308a\u76f4\u3057<\/a>\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u73fe\u72b6\u306fBigQuery\u306eextract\u30fbload\u81ea\u4f53\u306b\u6599\u91d1\u306f\u767a\u751f\u3057\u306a\u3044\u305f\u3081\u3001GCS\u306a\u3069\u306b\u30c7\u30fc\u30bf\u3092\u9000\u907f\u3055\u305b\u3066\u4f5c\u308a\u76f4\u3059\u306e\u304c\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h2>\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u62c5\u5f53<\/h2>\n<p>BI\u30c4\u30fc\u30eb\u304b\u3089\u90fd\u5ea6BigQuery\u3078\u30af\u30a8\u30ea\u30b3\u30b9\u30c8\u3092\u304b\u3051\u305f\u304f\u306a\u3044\u305f\u3081\u3001TSDB\u3068\u3057\u3066\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u5b9a\u671f\u62bd\u51fa\u3059\u308b\u90e8\u5206\u3092\u62c5\u5f53\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2018\/12\/deg_gcp_workflow.png\" alt=\"workflow\" \/><\/p>\n<h4>Kubernetes Engine<\/h4>\n<p>\u4eca\u56de\u3001\u30af\u30a8\u30ea\u306e\u5b9a\u671f\u5b9f\u884c\u306bKubernetes CronJob\u3092\u5229\u7528\u3059\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u985e\u4f3c\u3057\u305f\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066BigQuery\u30b9\u30b1\u30b8\u30e5\u30fc\u30e9\u3001Cloud Composer\u3001OSS\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u30c4\u30fc\u30eb\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u304c\u3001\u4e0b\u8a18\u306e\u7406\u7531\u304b\u3089Kubernetes CronJob\u3092\u5229\u7528\u3057\u305f\u72ec\u81ea\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u30b7\u30b9\u30c6\u30e0\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>1\u6642\u9593\u3054\u3068\u306e\u30af\u30a8\u30ea\u5b9f\u884c\u304c\u5fc5\u8981\uff08BigQuery\u30b9\u30b1\u30b8\u30e5\u30fc\u30e9\u306f\u6700\u77ed3\u6642\u9593\u306e\u9593\u9694\u3092\u3042\u3051\u308b\u5fc5\u8981\u304c\u3042\u308b\uff09<\/li>\n<li>\u975eEN\u3082\u89e6\u308b\u305f\u3081\u30af\u30a8\u30ea\u5b8c\u7d50\u3055\u305b\u305f\u3044<\/li>\n<li>\u30bf\u30b9\u30af\u4f9d\u5b58\u95a2\u4fc2\u306e\u8003\u616e\u306f\u5fc5\u9808\u3067\u306f\u306a\u3044\uff08Composer\u306a\u3069\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u578b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u307b\u3069\u9ad8\u6a5f\u80fd\u6027\u306f\u5fc5\u8981\u306a\u3044\uff09<\/li>\n<li>\u30b8\u30e7\u30d6\u306e\u5c65\u6b74\u7ba1\u7406\u3068\u5931\u6557\u6642\u306e\u30ea\u30c8\u30e9\u30a4\u51e6\u7406\u3092\u5229\u7528\u3057\u305f\u3044\uff08k8s\u306erestartPolicy\u304c\u5229\u7528\u3067\u304d\u308b\uff09<\/li>\n<li>backfill\u3084\u51aa\u7b49\u6027\u62c5\u4fdd\u306a\u3069\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u306f\u6301\u305f\u305b\u305f\u3044<\/li>\n<li>\u958b\u767a\u5de5\u6570\u306e\u4f4e\u3055\uff08OSS\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3060\u3068\u958b\u767a\u5de5\u6570\u304c\u304b\u304b\u308a\u3084\u3059\u3044\uff09\u307e\u305f\u3001GAE CronJob\u3067\u306a\u304fGKE CronJob\u3092\u63a1\u7528\u3057\u305f\u306e\u306f\u4e0b\u8a18\u306e\u7406\u7531\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<li>GKE\u3067\u306f\u7d30\u304b\u3044\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\uff08\u5931\u6557\u6642\u306e\u30ea\u30c8\u30e9\u30a4\u51e6\u7406\u3084\u5c65\u6b74\u7ba1\u7406\u306a\u3069\uff09\u304c\u3067\u304d\u308b<\/li>\n<li>GKE\u3067\u306fCronJob\u3092\u5225\u3005\u306b\u767b\u9332\u30fb\u7ba1\u7406\u3067\u304d\u308b<\/li>\n<\/ul>\n<p>GKE\u3067\u306f\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u306eIP\u5236\u9650\u304c1\u3064\u306e\u30b5\u30fc\u30d3\u30b9\u3054\u3068\u306b\u8a2d\u5b9a\u3067\u304d\u308b\u4eca\u5f8c\u30bf\u30b9\u30af\u306e\u4f9d\u5b58\u95a2\u4fc2\u307e\u3067\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u51fa\u3066\u304f\u308c\u3070\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u30a8\u30f3\u30b8\u30f3\u3092\u691c\u8a0e\u3059\u308b\u53ef\u80fd\u6027\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u73fe\u72b6\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u3082\u4e0d\u81ea\u7531\u306a\u304f\u904b\u7528\u304c\u3067\u304d\u3066\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h4>Cloud SQL<\/h4>\n<p>BI\u30c4\u30fc\u30eb\u304b\u3089\u53d6\u5f97\u3059\u308b\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u306e\u5f79\u5272\u3092\u62c5\u5f53\u3057\u3066\u3044\u307e\u3059\u3002DataStudio\u304b\u3089\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u969b\u3001BigQuery\u306e\u5834\u5408\u306f\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30d0\u30c3\u30d5\u30a1\u306b\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u5229\u7528\u305b\u305a\u306b\u90fd\u5ea6\u30af\u30a8\u30ea\u3092\u53e9\u3044\u3066\u3057\u307e\u3044\u307e\u3059\u3002<br \/>\nBigQuery\u306e\u30af\u30a8\u30ea\u6599\u91d1\u9762\u306f\u3068\u3066\u3082\u5b89\u3044\u306e\u3067\u6c17\u306b\u306a\u3089\u306a\u3044\u30ec\u30d9\u30eb\u3067\u3059\u304c\u3001BI\u30c4\u30fc\u30eb\u306f\u3088\u304f\u95b2\u89a7\u3055\u308c\u308b\u305f\u3081\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u304c\u7121\u8996\u3067\u304d\u306a\u304f\u306a\u3063\u3066\u304d\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u9593\u306bCloud SQL\u3092\u631f\u3093\u3067\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u6539\u5584\u306b\u7e4b\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>BI\u30c4\u30fc\u30eb\u62c5\u5f53<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2018\/12\/deg_gcp_bi.png\" alt=\"bi\" \/><\/p>\n<h4>DataStudio<\/h4>\n<p>\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30ba\u304c\u8c4a\u5bcc\u306a\u305f\u3081\u3001\u30a2\u30c9\u30db\u30c3\u30af\u5206\u6790\u4ee5\u5916\u306eKPI\u53ef\u8996\u5316\u306fDataStudio\u3067\u5b8c\u7d50\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<br \/>\n\u7279\u306b\u3001<a href=\"https:\/\/support.google.com\/datastudio\/answer\/7678010\">\u63a2\u7d22\u7684\u5206\u6790<\/a>\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u304c\u4fbf\u5229\u3067\u3001\u30d5\u30a3\u30eb\u30bf\u30fc\u6a5f\u80fd\u3068HyperLink\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>\u30a8\u30e9\u30fc\u76e3\u8996\u62c5\u5f53<\/h2>\n<p>GCP\u5185\u3067\u767a\u751f\u3057\u305f\u30a8\u30e9\u30fc\u3092\u76e3\u8996\u3057\u3001Slack\u3084PagerDuty\u3078\u8ee2\u9001\u3059\u308b\u4ed5\u7d44\u307f\u3092\u62c5\u5f53\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2018\/12\/deg_gcp_monitoring.png\" alt=\"monitoring\" \/><\/p>\n<h4>Stackdriver Monitoring<\/h4>\n<p>Logging\u306e\u6307\u6a19\u3092\u30d5\u30a3\u30eb\u30bf\u30fc\u306b\u3068\u3057\u3066Monitoring\u3067\u53c2\u7167\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u30a8\u30e9\u30fc\u4ef6\u6570\u306a\u3069\u306e\u95be\u5024\u30eb\u30fc\u30eb\u3092\u8a2d\u5b9a\u3057\u3066\u3001PagerDuty\u901a\u77e5\u3084Webhook\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4>Cloud Functions<\/h4>\n<p>Functions\u3092\u5229\u7528\u3059\u308b\u3068\u3001Logging\u304b\u3089export\u3057\u305fPub\/Sub\u304b\u3089\u30a4\u30d9\u30f3\u30c8\u30c9\u30ea\u30d6\u30f3\u306b\u51e6\u7406\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u30ed\u30b0\u30ec\u30b3\u30fc\u30c9\u3054\u3068\u306e\u5358\u7d14\u306a\u901a\u77e5\u51e6\u7406\u306e\u5834\u5408\u306f\u3001Functions\u304c\u9023\u643a\u3057\u3084\u3059\u304b\u3063\u305f\u3067\u3059\u3002<\/p>\n<h2>CI\/CD\u62c5\u5f53<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2018\/12\/deg_gcp_ci_cd.png\" alt=\"ci\/cd\" \/><\/p>\n<p>\u4eca\u56de\u306e\u30c7\u30fc\u30bf\u30b7\u30b9\u30c6\u30e0\u306f\u3001GKE\u3092\u30d9\u30fc\u30b9\u3068\u3057\u305f\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u591a\u3044\u69cb\u6210\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\nGKE\u904b\u7528\u6642\u306b\u9665\u308a\u3084\u3059\u3044\u30dd\u30a4\u30f3\u30c8\u3068\u3057\u3066\u3001\u958b\u767a\u8005\u3054\u3068\u306b\u5fae\u5999\u306bk8s\u306eversion\u304c\u7570\u306a\u308b\u3053\u3068\u306b\u3088\u308b\u30c7\u30b0\u30ec\u3084\u3001\u8907\u6570\u306e\u74b0\u5883\uff08Cluster\u3001Namespace\u3001Project\uff09\u904b\u7528\u306b\u3088\u308bapply\u30df\u30b9\u306a\u3069\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\n\u74b0\u5883\u7d71\u4e00\u3057\u305fCI\/CD\u74b0\u5883\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u4f5c\u696d\u306e\u81ea\u52d5\u5316\u306f\u3082\u3061\u308d\u3093\u306e\u3053\u3068\u3001GKE\u904b\u7528\u306e\u30d2\u30e5\u30fc\u30de\u30f3\u30a8\u30e9\u30fc\u3092\u9632\u6b62\u3059\u308b\u3053\u3068\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4eca\u56de\u5c0e\u5165\u3057\u305f\u306e\u306f\u3001Github\u3001Slack\u3001Jenkins\u3092\u30c8\u30ea\u30ac\u30fc\u3068\u3057\u305fCI\/CD\u3067\u3059\u3002<br \/>\n\u958b\u767a\u74b0\u5883\u3067\u306f\u3001master branch\u306bmerge\u3055\u308c\u305f\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u81ea\u52d5\u7684\u306b\u74b0\u5883\u53cd\u6620\u3057\u3066\u307b\u3057\u3044\u305f\u3081\u3001Github Webhook\u3092\u30c8\u30ea\u30ac\u30fc\u3068\u3057\u3066\u3001Container Registry\u306eBuild\u3068\u3001GKE\u306eDeployment\u306eImage\u66f4\u65b0\u3092\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n\u672c\u756a\u74b0\u5883\u3067\u306f\u3001\u958b\u767a\u30c6\u30b9\u30c8\u304c\u5b8c\u4e86\u3057\u305f\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u624b\u52d5\u3067\u53cd\u6620\u3057\u305f\u3044\u305f\u3081\u3001Slack\u30b3\u30de\u30f3\u30c9Listener\u7d4c\u7531\u304b\u3001Jenkins\u7d4c\u7531\u3067Build\u30fbDeploy\u306eJob\u3092\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h1>\u307e\u3068\u3081<\/h1>\n<p>\u4ee5\u4e0a\u3001GCP\u3067\u4f5c\u6210\u3059\u308b\u30c7\u30fc\u30bf\u57fa\u76e4\u30b7\u30b9\u30c6\u30e0\u306e\u5404\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u3056\u3063\u304f\u308a\u3068\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>GCP\u306fAWS\u3068\u6bd4\u8f03\u3059\u308b\u3068\u8a18\u4e8b\u3084\u66f8\u7c4d\u3082\u5c11\u306a\u304f\u3001version\u524d\u5f8c\u306e\u4e92\u63db\u6027\u5909\u66f4\u3084\u4ed5\u69d8\u66f4\u65b0\u305d\u308c\u306a\u308a\u306b\u3042\u3063\u305f\u6c17\u304c\u3057\u307e\u3059\u3002\u8abf\u67fb\u529b\u306f\u5fc5\u8981\u3067\u3059\u304c\u3001\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u30b3\u30fc\u30c9\u304c\u5145\u5b9f\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u308c\u3092\u53c2\u8003\u306b\u3059\u308b\u306e\u304c\u4e00\u756a\u8fd1\u9053\u306a\u3053\u3068\u304c\u591a\u304b\u3063\u305f\u3067\u3059\u3002<br \/>\n\u305f\u3060\u65e5\u672c\u8a9e\u306e\u8a18\u4e8b\u306f\u5c11\u306a\u304f\u3001\u66f8\u3044\u305f\u3089\u9700\u8981\u3042\u308a\u305d\u3046\u3060\u3063\u305f\u3053\u3068\u3082\u3042\u308a\u4eca\u56de\u66f8\u3044\u3066\u307f\u307e\u3057\u305f\uff08\u7b11\uff09<\/p>\n<p>\u4eca\u56de\u306e\u30c7\u30fc\u30bf\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u904b\u7528\u3057\u3066\u307f\u3066\u3001GCP\u306e\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30b5\u30fc\u30d3\u30b9\u306f\u3069\u308c\u3082\u53ef\u7528\u6027\u304c\u9ad8\u304f\u30b9\u30b1\u30fc\u30eb\u3057\u3084\u3059\u3044\u30b7\u30b9\u30c6\u30e0\u3068\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u30ed\u30b0\u91cf\u306e\u5897\u52a0\u306b\u3088\u308b\u554f\u984c\u306f\u307b\u3068\u3093\u3069\u767a\u751f\u3057\u3066\u3044\u306a\u3044\u3067\u3059\u3002<br \/>\n\u65e2\u5b58\u306e\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30b5\u30fc\u30d3\u30b9\u3067\u307b\u3068\u3093\u3069\u306e\u30cb\u30fc\u30ba\u3092\u30ab\u30d0\u30fc\u3067\u304d\u308b\u306e\u3067\u3001\u30d5\u30eb\u30b9\u30af\u30e9\u30c3\u30c1\u3067\u30c4\u30fc\u30eb\u3092\u958b\u767a\u3059\u308b\u3053\u3068\u3082\u5c11\u306a\u304f\u3001\u958b\u767a\u5de5\u6570\u3092\u5927\u5e45\u306b\u524a\u6e1b\u304c\u3067\u304d\u307e\u3057\u305f\u3002<br \/>\n\u4e00\u5ea6\u904b\u7528\u306b\u306e\u308c\u3070\u3001\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u306a\u3069\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30b3\u30b9\u30c8\u304c\u307b\u307c\u304b\u304b\u3089\u306a\u3044\u306e\u3082\u826f\u3044\u30dd\u30a4\u30f3\u30c8\u304b\u306a\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30b0\u30eb\u30fc\u30d7\u3067\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u95a2\u5fc3\u306e\u3042\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u52df\u96c6\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u8208\u5473\u3042\u308b\u65b9\u306f\u305c\u3072\u304a\u9858\u3044\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><a href=\"https:\/\/hrmos.co\/pages\/gree\/jobs\/00030600\">https:\/\/hrmos.co\/pages\/gree\/jobs\/00030600<\/a><\/li>\n<li><a href=\"https:\/\/hrmos.co\/pages\/gree\/jobs\/00030750\">https:\/\/hrmos.co\/pages\/gree\/jobs\/00030750<\/a><\/li>\n<\/ul>\n<p>\u4eca\u5f8c\u3082\u6a5f\u4f1a\u304c\u3042\u308c\u3070\u3001\u30b7\u30b9\u30c6\u30e0\u4e8b\u4f8b\u306e\u7d39\u4ecb\u3092\u3057\u3066\u3044\u3051\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\n\u305d\u308c\u3067\u306f\u3001Happy Hacking and Merry Christmas :)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u3093\u306b\u3061\u308f\u3001\u305d\u3057\u3066\u30e1\u30ea\u30fc\u30af\u30ea\u30b9\u30de\u30b9\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30b0\u30eb\u30fc\u30d7\u306e\u9234\u6728\u3067\u3059\u3002 \u524d\u56de\u306fDialogflow\u3092\u5229\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30db\u3099\u30c3\u30c8\u5c0e\u5165\u4e8b\u4f8b\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u3002 \u4eca\u56de\u306f\u3001VTuber\u8996\u8074\u30fb\u914d\u4fe1\u30a2\u30d7\u30ea\u306eREALITY\u306eGCP\u30c7\u30fc\u30bf [&hellip;]<\/p>\n","protected":false},"author":167,"featured_media":17597,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[9],"tags":[157,156,141,142,143],"class_list":["post-17573","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-info","tag-bigquery","tag-dataflow","tag-gcp","tag-gke","tag-kubernetes"],"jetpack_featured_media_url":"https:\/\/labs.gree.jp\/blog\/wp-content\/uploads\/2018\/12\/deg_gcp_overview.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/posts\/17573","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/users\/167"}],"replies":[{"embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/comments?post=17573"}],"version-history":[{"count":3,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/posts\/17573\/revisions"}],"predecessor-version":[{"id":20110,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/posts\/17573\/revisions\/20110"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/media\/17597"}],"wp:attachment":[{"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/media?parent=17573"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/categories?post=17573"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/labs.gree.jp\/blog\/wp-json\/wp\/v2\/tags?post=17573"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}