{"id":3153,"date":"2025-12-05T17:04:03","date_gmt":"2025-12-05T08:04:03","guid":{"rendered":"https:\/\/www.agile-software.site\/?p=3153"},"modified":"2025-12-05T19:23:55","modified_gmt":"2025-12-05T10:23:55","slug":"%e3%83%87%e3%83%bc%e3%82%bf%e3%83%ac%e3%82%a4%e3%82%af%e3%83%8f%e3%82%a6%e3%82%b9%e3%81%8c%e6%b3%a8%e7%9b%ae%e3%81%95%e3%82%8c%e3%82%8b%e7%90%86%e7%94%b1","status":"publish","type":"post","link":"https:\/\/agile-software.net\/?p=3153","title":{"rendered":"\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30cf\u30a6\u30b9\u304c\u6ce8\u76ee\u3055\u308c\u308b\u7406\u7531"},"content":{"rendered":"\n<h4 class=\"wp-block-heading\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A6%E3%82%A7%E3%82%A2%E3%83%8F%E3%82%A6%E3%82%B9%EF%BC%88%E7%AC%AC%E4%B8%80%E4%B8%96%E4%BB%A3%E3%83%87%E3%83%BC%E3%82%BF%E5%9F%BA%E7%9B%A4%EF%BC%89\">\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\uff08\u7b2c\u4e00\u4e16\u4ee3\u30c7\u30fc\u30bf\u57fa\u76e4\uff09<\/h4>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u610f\u601d\u6c7a\u5b9a\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u3092\u4e00\u3064\u306e\u5834\u6240\u306b\u96c6\u7d04\u30fb\u4fdd\u7ba1\u3057\u3001\u5206\u6790\u306b\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u3067\u3042\u308a\u30011980\u5e74\u4ee3\u306b\u8003\u6848\u3055\u308c\u307e\u3057\u305f\u3002\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3066ETL\u51e6\u7406\u3092\u884c\u3044\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306b\u30c7\u30fc\u30bf\u3092\u84c4\u7a4d\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306f\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u9069\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\uff08\u6587\u7ae0\u3084\u97f3\u58f0\u3001\u753b\u50cf\u306a\u3069\uff09\u306e\u3088\u3046\u306b\u305d\u306e\u307e\u307e\u3067\u306f\u5229\u7528\u3067\u304d\u306a\u3044\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u306f\u9069\u3057\u3066\u3044\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%83%AC%E3%82%A4%E3%82%AF%EF%BC%88%E7%AC%AC%E4%BA%8C%E4%B8%96%E4%BB%A3%E3%83%87%E3%83%BC%E3%82%BF%E5%9F%BA%E7%9B%A4%EF%BC%9A2%E5%B1%A4%E3%82%A2%E3%83%BC%E3%82%AD%E3%83%86%E3%82%AF%E3%83%81%E3%83%A3%EF%BC%89\"><a href=\"https:\/\/zenn.dev\/cloud_ace\/articles\/gcp-datalakehouse-architecture#%E3%83%87%E3%83%BC%E3%82%BF%E3%83%AC%E3%82%A4%E3%82%AF%EF%BC%88%E7%AC%AC%E4%BA%8C%E4%B8%96%E4%BB%A3%E3%83%87%E3%83%BC%E3%82%BF%E5%9F%BA%E7%9B%A4%EF%BC%9A2%E5%B1%A4%E3%82%A2%E3%83%BC%E3%82%AD%E3%83%86%E3%82%AF%E3%83%81%E3%83%A3%EF%BC%89\"><\/a>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\uff08\u7b2c\u4e8c\u4e16\u4ee3\u30c7\u30fc\u30bf\u57fa\u76e4\uff1a2\u5c64\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff09<\/h4>\n\n\n\n<p>2000\u5e74\u4ee3\u306b\u5165\u308a\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u8ab2\u984c\u3067\u3042\u308b\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u30cb\u30fc\u30ba\u304c\u5897\u3048\u305f\u3053\u3068\u3092\u304d\u3063\u304b\u3051\u306b\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u304c\u767b\u5834\u3057\u307e\u3057\u305f\u3002<span class=\"marker2\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3084\u753b\u50cf\u3001\u30c6\u30ad\u30b9\u30c8\u306a\u3069\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u4ee5\u5916\u306e\u30c7\u30fc\u30bf\u3082\u683c\u7d0d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3084\u6a5f\u68b0\u5b66\u7fd2\u3067\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span>\u3057\u304b\u3057\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u306f\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u306e\u30b5\u30dd\u30fc\u30c8\u3084\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u4fdd\u8a3c\u304c\u3042\u308a\u307e\u305b\u3093\u3002\u307e\u305f\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u3092\u81ea\u7531\u306b\u683c\u7d0d\u3067\u304d\u308b\u53cd\u9762\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u304c\u898b\u3064\u304b\u308a\u3065\u3089\u304f\u306a\u308a\u3001\u30c7\u30fc\u30bf\u30b9\u30ef\u30f3\u30d7\uff08\u6d3b\u7528\u304c\u3067\u304d\u306a\u3044\u30c7\u30fc\u30bf\u304c\u5927\u91cf\u306b\u6e9c\u307e\u3063\u3066\u3044\u308b\uff09\u3092\u5f15\u304d\u8d77\u3059\u61f8\u5ff5\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%83%AC%E3%82%A4%E3%82%AF%E3%83%8F%E3%82%A6%E3%82%B9%EF%BC%88%E6%AC%A1%E4%B8%96%E4%BB%A3%E3%83%87%E3%83%BC%E3%82%BF%E5%9F%BA%E7%9B%A4%EF%BC%89\"><a href=\"https:\/\/zenn.dev\/cloud_ace\/articles\/gcp-datalakehouse-architecture#%E3%83%87%E3%83%BC%E3%82%BF%E3%83%AC%E3%82%A4%E3%82%AF%E3%83%8F%E3%82%A6%E3%82%B9%EF%BC%88%E6%AC%A1%E4%B8%96%E4%BB%A3%E3%83%87%E3%83%BC%E3%82%BF%E5%9F%BA%E7%9B%A4%EF%BC%89\"><\/a>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30cf\u30a6\u30b9\uff08\u6b21\u4e16\u4ee3\u30c7\u30fc\u30bf\u57fa\u76e4\uff09<\/h4>\n\n\n\n<p><span class=\"marker2\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30cf\u30a6\u30b9\u306f\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3068\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u8ab2\u984c\u3092\u514b\u670d\u3057\u3064\u3064\u3001\u305d\u308c\u305e\u308c\u306e\u5229\u70b9\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/span>\u306b\u306a\u308a\u307e\u3059\u3002\u69cb\u6210\u3068\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3068\u985e\u4f3c\u306e\u30c7\u30fc\u30bf\u69cb\u9020\u3068\u30c7\u30fc\u30bf\u7ba1\u7406\u6a5f\u80fd\u3092\u6301\u3061\u3064\u3064\u3001\u30aa\u30fc\u30d7\u30f3\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u4f4e\u30b3\u30b9\u30c8\u306e\u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u5229\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30cf\u30a6\u30b9\u306f\u3001\u5b89\u4fa1\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30b9\u30c8\u30ec\u30fc\u30b8\u304c\u5229\u7528\u53ef\u80fd\u3067\u3042\u308b\u305f\u3081\u3001\u6700\u65b0\u306e\u30cb\u30fc\u30ba\u306b\u9069\u3057\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>ETL<\/strong>\u3068\u306f\uff1f<\/h2>\n\n\n\n<p><strong>\u8907\u6570\u306e\u30d0\u30e9\u30d0\u30e9\u306a\u30c7\u30fc\u30bf\u3092 \u201c\u96c6\u3081\u3066\u30fb\u63c3\u3048\u3066\u30fb\u4f7f\u3048\u308b\u5f62\u306b\u5909\u63db\u3059\u308b\u201d \u306e\u304c ETL\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u2460 Extract\uff08\u53d6\u308a\u51fa\u3059\uff09<\/strong><\/h2>\n\n\n\n<p>\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u308b\u3002<\/p>\n\n\n\n<p>\u4f8b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u58f2\u4e0a\u306f\u300cEC\u30b5\u30a4\u30c8DB\u300d<\/li>\n\n\n\n<li>\u9867\u5ba2\u60c5\u5831\u306f\u300cCRM\uff08Salesforce\uff09\u300d<\/li>\n\n\n\n<li>\u5e83\u544a\u30b3\u30b9\u30c8\u306f\u300cGoogle Ads API\u300d<\/li>\n\n\n\n<li>\u30a2\u30af\u30bb\u30b9\u30ed\u30b0\u306f\u300c\u30a2\u30d7\u30ea\u30ed\u30b0\u300d<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u3092\u305d\u306e\u307e\u307e\u3067\u306f <strong>\u30d0\u30e9\u30d0\u30e9\u3067\u7d50\u3073\u3064\u304b\u306a\u3044<\/strong>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u2461 Transform\uff08\u5909\u63db\u3059\u308b\uff09<\/strong><\/h2>\n\n\n\n<p>\u3053\u308c\u304c ETL \u306e\u201c\u809d\u201d\u3002<\/p>\n\n\n\n<p>\u5909\u63db\u3067\u306f\u4ee5\u4e0b\u3092\u3059\u308b\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>&#x2714; \u30c7\u30fc\u30bf\u5f62\u5f0f\u3092\u63c3\u3048\u308b\uff08\u578b\u63c3\u3048\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e5\u4ed8\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3092\u7d71\u4e00<\/li>\n\n\n\n<li>\u6587\u5b57\u5217\/\u6570\u5024\u306e\u4e0d\u4e00\u81f4\u3092\u4fee\u6b63<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>&#x2714; \u30ad\u30fc\u306e\u7d71\u5408\uff08ID\u7d71\u5408\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9867\u5ba2ID\u3001\u5e97\u8217ID\u3001\u5546\u54c1ID\u306a\u3069\u3092\u63c3\u3048\u308b<\/li>\n\n\n\n<li>\u4f8b\uff1aSalesforce\u306ecustomer_id \u3068 EC \u306e user_id \u3092\u7d10\u3065\u3051\u308b<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>&#x2714; \u4e0d\u8981\u306a\u30c7\u30fc\u30bf\u9664\u53bb\u30fb\u6b20\u640d\u5024\u51e6\u7406<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u6b63\u30c7\u30fc\u30bf\u306e\u9664\u5916<\/li>\n\n\n\n<li>NULL \u306e\u88dc\u5b8c<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>&#x2714; \u30e1\u30c8\u30ea\u30af\u30b9\u7528\u8a08\u7b97<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u58f2\u4e0a = price \u00d7 quantity<\/li>\n\n\n\n<li>CVR = conversions \/ clicks<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>&#x2714; 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