{"id":2636,"date":"2022-10-26T14:49:25","date_gmt":"2022-10-26T05:49:25","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=2636"},"modified":"2022-10-27T09:03:34","modified_gmt":"2022-10-27T00:03:34","slug":"ga4-looker","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/ga4-looker\/","title":{"rendered":"GA4 + Looker\u3067\u81ea\u793e\u30b5\u30a4\u30c8\u306e\u30c7\u30fc\u30bf\u5206\u6790\u3092\u3084\u3063\u3066\u307f\u308b"},"content":{"rendered":"\n

Web\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306e\u6700\u65b0\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308bGA4\u3067\u3059\u304c\u3001Google Cloud Platform\u306eDWH\u3001BigQuery\u3068\u30c7\u30fc\u30bf\u306e\u81ea\u52d5\u9023\u643a\u3092\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\r\n\u3053\u306e\u6a5f\u80fd\u3092\u5229\u7528\u3057\u3066\u3001\u540c\u3058\u304fGoogle\u306eBI\u30c4\u30fc\u30eb\u3001Looker\u306b\u81ea\u793e\u30b5\u30a4\u30c8\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u305fB2B\u30de\u30fc\u30b1\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n

\u521d\u3081\u306b<\/h2>\n\u4eca\u56de\u5bfe\u8c61\u3068\u3057\u3066\u81ea\u793e\u30b5\u30a4\u30c8\u306eGA4\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\r\n\u81ea\u793e\u30b5\u30a4\u30c8\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u5b9f\u969b\u306b\u3069\u308c\u304f\u3089\u3044\u95b2\u89a7\u3055\u308c\u3066\u3044\u308b\u304b\u3001\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u7e4b\u304c\u3063\u3066\u3044\u308b\u304b\u3001\u3068\u3044\u3063\u305f\u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5316\/\u5206\u6790\u3057\u3066\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306e\u52b9\u679c\u5411\u4e0a\u306b\u6d3b\u7528\u3057\u3066\u3044\u304f\u72d9\u3044\u3067\u3059\u3002\n\n

BigQuery\u306e\u6e96\u5099<\/h2>\nGoogle Cloud Platform\u3067\u65b0\u898f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\r\n\"image.png\"<\/a>\r\nAPI\u3068\u30b5\u30fc\u30d3\u30b9 > \u30e9\u30a4\u30d6\u30e9\u30ea\u3088\u308aBigQueryAPI\u306e\u6709\u52b9\u5316\u3092\u884c\u3044\u307e\u3059\u3002\r\n\"image.png\"<\/a>\n\n

GA4 <> BigQuery\u306e\u9023\u643a<\/h2>\n

GA4\u306e\u7ba1\u7406\u753b\u9762\u304b\u3089BigQuery\u306e\u30ea\u30f3\u30af\u8a2d\u5b9a\u3092\u9078\u629e\u3057\u307e\u3059\u3002\r\n\"image.png\"<\/a>\r\n\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\/\u30c7\u30fc\u30bf\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3057\u307e\u3059\u3002\r\n\"image.png\"<\/a>\r\n\u30c7\u30fc\u30bf\u9023\u643a\u306e\u983b\u5ea6\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\r\n\r\n

\r\n

\u6bce\u65e5\uff1a1\u65e51\u56de\u306e\u30c7\u30fc\u30bf\u9023\u643a\u3002\u65e5\u6b21\u3067\u30c7\u30fc\u30bf\u304c\u84c4\u7a4d\u3055\u308c\u3066\u3044\u304d\u307e\u3059\u3002\r\n\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\uff1a\u307b\u307c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30c7\u30fc\u30bf\u304c\u9023\u643a\u3055\u308c\u307e\u3059\u3002\u305f\u3060\u3057\u30c7\u30fc\u30bf\u306f1\u65e5\u3067\u7834\u68c4\u3055\u308c\u308b\u306e\u3067\u3001\u5f53\u65e5\u9650\u5b9a\u3067\u3059\u3002<\/p>\r\n<\/blockquote>\r\n

\u57fa\u672c\u7684\u306b\u306f\u6bce\u65e5\u3092\u9078\u629e\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u3082\u884c\u3044\u305f\u3044\u5834\u5408\u306f\u6bce\u65e5\u30fb\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u306e\u4e21\u65b9\u9078\u629e\u3059\u308b\u306e\u304c\u30d9\u30bf\u30fc\u3067\u3059\u3002\r\n\"image.png\"<\/a>\r\n\u9023\u643a\u8a2d\u5b9a\u5f8c\u30011~2\u65e5\u307b\u3069\u3067\u6307\u5b9a\u3057\u305fBigQuery\u306bGA4\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002\r\n\u30c7\u30fc\u30bf\u306f\u9023\u643a\u8a2d\u5b9a\u5f8c\u304b\u3089\u306e\u671f\u9593\u306e\u30c7\u30fc\u30bf\u3068\u306a\u308b\u305f\u3081\u3001\u81ea\u52d5\u9023\u643a\u306e\u8a2d\u5b9a\u306f\u65e9\u671f\u306b\u884c\u3046\u3053\u3068\u3092\u63a8\u5968\u3057\u307e\u3059\u3002<\/p>\n\n

GA4\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406<\/h2>\n

\u9023\u643a\u3057\u305f\u30c7\u30fc\u30bf\u306f1\u884c\u3067\u5b8c\u7d50\u3059\u308b\u5f62\u3067\u306f\u306a\u304f\u3001ARRAY\u578b\u306e\u69cb\u9020\u3068\u306a\u3063\u3066\u304a\u308a\u3001SELECT\u6587\u3067\u306e\u30a2\u30af\u30bb\u30b9\u3084BI\u30c4\u30fc\u30eb\u4e0a\u3067\u306e\u53ef\u8996\u5316\u304c\u3067\u304d\u306a\u3044\u72b6\u614b\u306e\u305f\u3081\u3001\r\nBigQuery\u306eUNNEST\u53e5\u3092\u7528\u3044\u3066\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002\r\n\"image.png\"<\/a>\r\nUNNEST\u53e5\u3068\u306f\u4e0b\u56f3\u306e\u3088\u3046\u306b\u3001\u30cd\u30b9\u30c8\u3092\u89e3\u9664\u3057\u30661\u884c\u306e\u30d5\u30e9\u30c3\u30c8\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u306b\u5909\u63db\u3059\u308b\u51e6\u7406\u3067\u3059\u3002\u305f\u3060\u3057\u3053\u308c\u3060\u3068\u30cd\u30b9\u30c8\u3057\u3066\u3044\u306a\u3044\u30d5\u30a3\u30fc\u30eb\u30c9\u304c\u91cd\u8907\u3059\u308b\u3001\u30c7\u30fc\u30bf\u304c\u7e26\u306b\u4f38\u3073\u308b\u5f62\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u305f\u3081\u3001\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002\r\n\"image.png\"<\/a>\r\n\u4eca\u56de\u306f\u3053\u306e\u3088\u3046\u306aSQL\u3067\u3001SELECT\u53e5\u306e\u4e2d\u306b\u30b5\u30d6\u30af\u30a8\u30ea\u3092\u7528\u3044\u3066\u3001\u53d6\u5f97\u3057\u305f\u3044event_params\u306ekey\/value\u3092\u6307\u5b9a\u3001event_params\u3092\u30d5\u30e9\u30c3\u30c8\u5316\u3057\u305f\u7d50\u679c\u3001\u30c7\u30fc\u30bf\u304c\u6a2a\u306b\u4f38\u3073\u308b\u5f62\u3067\u3001\u975e\u30cd\u30b9\u30c8\u30d5\u30a3\u30fc\u30eb\u30c9\u304c\u91cd\u8907\u3057\u306a\u3044\u3088\u3046\u306b\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\r\n\r\n

\r\n
<\/div>\r\n
\r\n
\u30af\u30a8\u30ea\u306e\u7d50\u679c\u3001page_view\u306a\u3069\u306e\u30a4\u30d9\u30f3\u30c8\u3054\u3068\u306bevent_params\u306e\u5185\u5bb9\u3092\u30d5\u30e9\u30c3\u30c8\u5316\u3057\u3066\u62bd\u51fa\u3067\u304d\u307e\u3057\u305f\u3002\u4eca\u56de\u306f\u3053\u306eSQL\u3092view\u5316\u3057\u3066Looker\u306b\u63a5\u7d9a\u3057\u307e\u3059\u3002\r\n\"image.png\"<\/a><\/pre>\r\n<\/div>\r\n<\/div>\n\n
BigQuery <> Looker\u9023\u643a<\/h2>\n
Looker\u4e0a\u3067\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u63a5\u7d9a\u3092\u884c\u3044\u307e\u3059\u3002\r\n\"image.png\"<\/a>\r\n\u65b0\u898fLookML\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\r\n\"image.png\"<\/a>\r\n\u30c6\u30fc\u30d6\u30eb\u304b\u3089\u30d3\u30e5\u30fc\u3092\u4f5c\u6210\u3059\u308b\u3001\u3088\u308a\u5148\u7a0b\u63a5\u7d9a\u3057\u305fBigQuery\u306eview\u3092\u6307\u5b9a\u3002\r\nLookML\u306e\u30d3\u30e5\u30fc\u3092\u751f\u6210\u3057\u307e\u3059\u3002\r\n\"image.png\"<\/a><\/p>\r\n\r\n<\/b>\n\n
LookML\u4f5c\u6210<\/h2>\nLookML\u306e\u30d3\u30e5\u30fc\u306b\u4e0b\u56f3\u306e\u3088\u3046\u306a\u5404\u30a4\u30d9\u30f3\u30c8\u306e\u56de\u6570\u3092\u30ab\u30a6\u30f3\u30c8\u3059\u308b\u6307\u6a19\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002\r\n\"image.png\"<\/a>\r\n\u7d9a\u3044\u3066LookML\u306e\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\r\n\"image.png\"<\/a>\r\nGit\u306e\u69cb\u6210\u3088\u308a\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306eGit\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u69cb\u6210\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\r\n\"image.png\"<\/a>\r\nLooker\u304b\u3089github\u306b\u79fb\u52d5\uff08github\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\u304c\u5fc5\u8981\u3067\u3059\uff09\r\ngithub\u3067\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u4f5c\u6210\u3057\u3001Looker\u306eGit\u306e\u69cb\u6210\u753b\u9762\u3067\u4f5c\u6210\u3057\u305f\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\r\n\"image.png\"<\/a>\r\nLooker\u4e0a\u3067Git\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30c7\u30d7\u30ed\u30a4\u30ad\u30fc\u304c\u767a\u884c\u3055\u308c\u308b\u306e\u3067\u3001github\u306eAdd deploy key\u3088\u308a\u30c7\u30d7\u30ed\u30a4\u30ad\u30fc\u3092\u5165\u529b\u3057\u307e\u3059\u3002\u3053\u308c\u3067Git\u306e\u69cb\u6210\u306f\u5b8c\u4e86\u3067\u3059\u3002\r\n\"image.png\"<\/a>\r\n\u65e9\u901f\u3001LookML\u3092\u30b3\u30df\u30c3\u30c8\u3057\u3066\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002\r\n\"image.png\"<\/a>\n\n
Looker\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u4f5c\u6210<\/h2>\n
\u5148\u7a0b\u30c7\u30d7\u30ed\u30a4\u3057\u305fLookML\u3092\u57fa\u306b\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30f3\u3068\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u8868\u793a\u3059\u308b\u30bf\u30a4\u30eb\u4f5c\u308a\u3092\u884c\u3044\u307e\u3059\u3002\r\n\u4e0b\u56f3\u3067\u306f\u6d41\u5165\u5143\u5225\u306eKPI\u3092\u8868\u793a\u3059\u308b\u30bf\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002\r\n\"image.png\"<\/a>\r\n\u4f5c\u6210\u3057\u305f\u30bf\u30a4\u30eb\u3092\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u4e0a\u306b\u914d\u7f6e\u3001\u65e5\u4ed8\u306e\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u8a2d\u5b9a\u3057\u305f\u308a\u3001\u5185\u5bb9\u3092\u30d6\u30e9\u30c3\u30b7\u30e5\u30a2\u30c3\u30d7\u3057\u3066\u3044\u304d\u307e\u3059\u3002\r\n\"image.png\"<\/a>\r\n\u25b7\u65e5\u4ed8\/\u30e1\u30c7\u30a3\u30a2\/\u30bd\u30fc\u30b9\u306e\u30da\u30fc\u30b8\u30d5\u30a3\u30eb\u30bf\u30fc\u306e\u8ffd\u52a0\u3002\r\n\"image.png\"<\/a>\r\n\u25b7\u30d3\u30e5\u30fc\u306bdrill_fields\u3092\u8a2d\u5b9a\u3057\u3066\u3001Looker\u306e\u30b0\u30e9\u30d5\u3092\u30af\u30ea\u30c3\u30af\u3057\u305f\u6642\u306b\u30c9\u30ea\u30eb\u30c0\u30a6\u30f3\u8868\u793a\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002\r\n\"image.png\"<\/a>\r\n\u65b0\u898f\u30e6\u30fc\u30b6\u30fc\u6570\u306e\u30d0\u30fc\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u65b0\u898f\u30e6\u30fc\u30b6\u30fc\u306e\u30e1\u30c7\u30a3\u30a2\/\u30bd\u30fc\u30b9\u3092\u30c9\u30ea\u30eb\u30c0\u30a6\u30f3\u8868\u793a\u3002\r\n\"image.png\"<\/a>\r\n\u3055\u3089\u306b\u3044\u304f\u3064\u304b\u30bf\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3066\u3001\r\n\u81ea\u793e\u30b5\u30a4\u30c8\u306e\u96c6\u5ba2\u72b6\u6cc1\u306eOverview\u3092\u628a\u63e1\u3059\u308b\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u304c\u3067\u304d\u307e\u3057\u305f\u3002\r\n\u96c6\u5ba2\u529b\u306e\u9ad8\u3044\u30b3\u30f3\u30c6\u30f3\u30c4\u3001\u554f\u3044\u5408\u308f\u305b\u52b9\u7387\u306e\u9ad8\u3044\u6d41\u5165\u5143\u306a\u3069\u3001B2B\u30de\u30fc\u30b1\u3067\u3068\u308a\u3042\u3048\u305a\u77e5\u308a\u305f\u3044\u60c5\u5831\u30921\u30da\u30fc\u30b8\u306b\u307e\u3068\u3081\u3066\u3044\u307e\u3059\u3002\r\n\"image.png\"<\/a><\/p>\r\n\r\n<\/b>\n\n
\u632f\u308a\u8fd4\u308a<\/h2>\n
\u3044\u304f\u3064\u304b\u611f\u60f3\u30fb\u30fb\u30fb\r\n\u30fbGoogle\u30b5\u30fc\u30d3\u30b9\u306e\u307f\u3067\u69cb\u7bc9\u3057\u3066\u3044\u308b\u305f\u3081\u304b\u3068\u306b\u304b\u304f\u30b9\u30e0\u30fc\u30ba\u3002\u6bd4\u8f03\u7684\u7c21\u5358\u306b\u898b\u3084\u3059\u3044\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u69cb\u7bc9\u3059\u308b\u6bb5\u307e\u3067\u3044\u3051\u308b\r\n\u30fbLooker\u306f\u3084\u3063\u3071\u308a\u8868\u793a\u306e\u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u901f\u3055\u3001\u898b\u305f\u76ee\u306e\u826f\u3055\u3001\u3067\u304d\u308b\u3053\u3068\u306e\u591a\u3055\uff08\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\uff09\u306b\u512a\u308c\u3066\u3044\u308b\r\n\u30fb\u3053\u308c\u3060\u3051\u30b5\u30a4\u30c8\u306e\u96c6\u5ba2\u72b6\u6cc1\u3092\u660e\u3089\u304b\u306b\u3067\u304d\u308b\u306e\u3067\u3042\u308c\u3070\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306e\u53d6\u308a\u7d44\u307f\u304c\u3044\u304c\u3042\u308a\u305d\u3046\u3002\u3002<\/p>\r\n
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