{"id":292,"date":"2023-04-03T23:46:50","date_gmt":"2023-04-03T14:46:50","guid":{"rendered":"https:\/\/www.kuix.co.jp\/da-sys\/?p=292"},"modified":"2024-02-27T23:42:30","modified_gmt":"2024-02-27T14:42:30","slug":"dwh%e3%81%a8bi%e3%83%84%e3%83%bc%e3%83%ab%e3%81%a8%e3%81%ae%e9%96%a2%e9%80%a3%e6%80%a7%e3%81%af%ef%bc%9fdwh%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90%e3%81%ae","status":"publish","type":"post","link":"https:\/\/www.kuix.co.jp\/da-sys\/?p=292","title":{"rendered":"DWH\u3068BI\u30c4\u30fc\u30eb\u3068\u306e\u95a2\u9023\u6027\u306f\uff1fDWH\u3092\u7528\u3044\u305f\u30c7\u30fc\u30bf\u5206\u6790\u306e\u6d41\u308c\u3082\u3054\u7d39\u4ecb\uff01"},"content":{"rendered":"\n<p>\u751f\u7523\/\u5728\u5eab\/\u8ca9\u58f2\u7ba1\u7406\u306a\u3069\u306e\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u30c7\u30fc\u30bf\u3084CRM(\u9867\u5ba2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0)\u306e\u9867\u5ba2\u30c7\u30fc\u30bf\u3068\u3044\u3063\u305f\u30c7\u30fc\u30bf\u3092\u65e5\u3005\u6271\u3063\u3066\u3044\u308b\u65b9\u3082\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<p>\u305d\u308c\u3089\u4f01\u696d\u3067\u6271\u308f\u308c\u308b\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u969b\u306b\u306f\u3001DWH\uff08\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\uff09\u3001BI\u30c4\u30fc\u30eb\u3001ETL\u306a\u3069\u306e\u8907\u6570\u306e\u30c4\u30fc\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div 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target=\"_blank\">\u3053\u3061\u3089\u306e\u8a18\u4e8b<\/a>\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u306e\u3067\u3001\u4e00\u8aad\u3044\u305f\u3060\u304f\u3068\u3001\u672c\u8a18\u4e8b\u306e\u7406\u89e3\u3082\u3088\u308a\u4e00\u5c64\u6df1\u307e\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e2d\u3067\u3082DWH\u3068BI\u30c4\u30fc\u30eb\u306f\u7279\u306b\u6df1\u3044\u95a2\u9023\u6027\u304c\u3042\u308a\u307e\u3059\u304c\u3001DWH\u3068BI\u30c4\u30fc\u30eb\u3001ETL\u306f\u6d3b\u7528\u7528\u9014\u306b\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>DWH(Data Ware House\uff1a\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9)\u3092\u76f4\u8a33\u3059\u308b\u3068&#8221;\u30c7\u30fc\u30bf\u306e\u5009\u5eab&#8221;\u306b\u5bfe\u3057\u3066\u3001BI\uff1aBusiness Intelligence\u306f\u76f4\u8a33\u3059\u308b\u3068&#8221;\u30d3\u30b8\u30cd\u30b9\u306e\u77e5\u80fd&#8221;\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3064\u307e\u308a\u3001DWH\u304c\u30c7\u30fc\u30bf\u5206\u6790\u306b\u9069\u3057\u305f\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3057\u3066\u3044\u308b\u306e\u306b\u5bfe\u3057\u3001BI\u30c4\u30fc\u30eb\u306f\u305d\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u30fb\u53ef\u8996\u5316\u3057\u3001\u5206\u6790\u7d50\u679c\u304b\u3089\u610f\u601d\u6c7a\u5b9a\u3092\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001ETL\u306f\u3001\u5404\u30b7\u30b9\u30c6\u30e0\u306e\u30c7\u30fc\u30bf\u3092\u30c7\u30fc\u30bf\u5206\u6790\u306b\u9069\u3057\u305f\u30c7\u30fc\u30bf\u3068\u3057\u3066\u62bd\u51fa\u3001\u52a0\u5de5\u3001DWH\u306b\u84c4\u7a4d\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3088\u3046\u306b\u3001DWH\u3068BI\u30c4\u30fc\u30eb\u3001ETL\u306f\u30c7\u30fc\u30bf\u5206\u6790\u306b\u6b20\u304b\u305b\u306a\u3044\u30c4\u30fc\u30eb\u3067\u3059\u304c\u3001\u6d3b\u7528\u7528\u9014\u306b\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">DWH\uff08\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\uff09\u3068\u306f<\/h3>\n\n\n\n<p>&#8220;\u30c7\u30fc\u30bf\u3092\u4fdd\u7ba1\u3057\u3066\u304a\u304f\u5165\u308c\u7269&#8221;\u3068\u3044\u3046\u610f\u5473\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9(DB)\u3084\u30c7\u30fc\u30bf\u30ec\u30a4\u30af(Data Lake)\u3001\u30c7\u30fc\u30bf\u30de\u30fc\u30c8(Data Mart)\u3082\u540c\u3058\u3067\u3059\u304c\u3001<\/p>\n\n\n\n<p>DWH\u306f\u3001\u7c73\u56fd\u306e\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8William H.Inmon\u6c0f\u306b\u3088\u3063\u3066\u3001\u300c\u76ee\u7684\u5225\u306b\u7de8\u6210\u30fb\u7d71\u5408\u3055\u308c\u305f\u3001\u6642\u7cfb\u5217\u3067\u3001\u524a\u9664\u3084\u66f4\u65b0\u3092\u3057\u306a\u3044\u30c7\u30fc\u30bf\u306e\u96c6\u5408\u4f53\u300d\u3068\u5b9a\u7fa9\u3055\u308c\u305f\u6982\u5ff5\u3067\u3059\u3002<\/p>\n\n\n\n<p>DWH\u3092\u4f7f\u7528\u3059\u308b\u76ee\u7684\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u7d4c\u55b6\u3092\u3059\u308b\u305f\u3081\u306e\u610f\u601d\u6c7a\u5b9a\u306b\u5f79\u7acb\u3066\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307f\u306a\u3055\u307e\u306e\u4f01\u696d\u3067\u3082\u3001\u751f\u7523\/\u5728\u5eab\/\u8ca9\u58f2\u7ba1\u7406\u306a\u3069\u306e\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u30c7\u30fc\u30bf\u3084CRM(\u9867\u5ba2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0)\u306e\u9867\u5ba2\u30c7\u30fc\u30bf\u306a\u3069\u69d8\u3005\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3057\u3066\u3044\u307e\u3059\u3088\u306d\uff1f<\/p>\n\n\n\n<p>\u305d\u308c\u3089\u3059\u3079\u3066\u306e\u30b7\u30b9\u30c6\u30e0\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u30c7\u30fc\u30bf\u5206\u6790\u3057\u3088\u3046\u3068\u3057\u305f\u5834\u5408\u3001\u305d\u308c\u305e\u308c\u306e\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u30c7\u30fc\u30bf\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u3066\u3001Excel\u306b\u8cbc\u308a\u4ed8\u3051\u3066\u3001\u3055\u3089\u306b\u9867\u5ba2ID\u3084\u5546\u54c1ID\u306a\u3069\u3067\u7d50\u5408\u3057\u3066\u30fb\u30fb\u30fb<\/p>\n\n\n\n<p>Excel\u306e\u52d5\u4f5c\u304c\u91cd\u304f\u306a\u3063\u3066\u3057\u307e\u3063\u305f\u308a\u3001\u30d5\u30ea\u30fc\u30ba\u3057\u305f\u3002\u3002\u3002\u306a\u3093\u3066\u7d4c\u9a13\u3092\u3057\u305f\u65b9\u3082\u591a\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5404\u30b7\u30b9\u30c6\u30e0\u306e\u30c7\u30fc\u30bf\u304c1\u3064\u306b\u96c6\u7d04\u3055\u308c\u3066\u3044\u3066\u3001\u9867\u5ba2ID\u3084\u5546\u54c1ID\u306a\u3069\u6a2a\u65ad\u7684\u306b\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3067\u304d\u308c\u3070\u5b09\u3057\u3044\u3067\u3059\u3088\u306d\u3002<\/p>\n\n\n\n<p>\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u30c7\u30fc\u30bf\u3084\u9867\u5ba2\u30c7\u30fc\u30bf\u306a\u3069\u306e\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u4e00\u304b\u6240\u306b\u4fdd\u7ba1\u3055\u308c\u3001\u4e00\u304b\u6240\u306b\u96c6\u3081\u305f\u30d3\u30b8\u30cd\u30b9\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u5206\u6790\u3092\u884c\u3044\u3001\u610f\u601d\u6c7a\u5b9a\u3067\u304d\u308b\u74b0\u5883\u304cDWH\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3064\u307e\u308a\u3001&#8221;\u30d3\u30b8\u30cd\u30b9\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u304c\u5168\u3066\u4fdd\u7ba1\u3055\u308c\u3066\u3044\u308b\u5834\u6240&#8221;\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">BI\u30c4\u30fc\u30eb\u3068\u306f<\/h3>\n\n\n\n<p>BI\u30c4\u30fc\u30eb\u3092\u4e00\u8a00\u3067\u8868\u3059\u3068\u300c\u5927\u91cf\u30c7\u30fc\u30bf\u300d\u3092\u300c\u7c21\u5358\u300d\u306b\u300c\u53ef\u8996\u5316\u300d\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3059\u3002<\/p>\n\n\n\n<p>BI\u30c4\u30fc\u30eb\u3092\u5c0e\u5165\u3057\u305f\u4f01\u696d\u3067\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u81ea\u793e\u30d3\u30b8\u30cd\u30b9\u3092\u53d6\u308a\u5dfb\u304f\u74b0\u5883\u3067\u4f55\u304c\u8d77\u304d\u3066\u3044\u308b\u306e\u304b\uff1f\u3092\u8fc5\u901f\u306b\u628a\u63e1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>BI\u30c4\u30fc\u30eb\u306b\u306f\u3001\u4e3b\u306b\u6b21\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group is-stack is-vertical is-layout-flex wp-container-core-group-is-layout-2 wp-block-group-is-layout-flex\">\n<p><strong>\u30fb\u5927\u91cf\u30c7\u30fc\u30bf\u306e\u30b5\u30de\u30e9\u30a4\u30ba\u3068\u53ef\u8996\u5316<\/strong><\/p>\n\n\n\n<p>\u3000\u793e\u5185\u5916\u306e\u30c7\u30fc\u30bf\u306b\u63a5\u7d9a\u3057\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u96c6\u8a08\u304a\u3088\u3073\u53ef\u8996\u5316(\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30ba)\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-stack is-vertical is-layout-flex wp-container-core-group-is-layout-3 wp-block-group-is-layout-flex\">\n<p><strong>\u30fb\u30c7\u30fc\u30bf\u306e\u6df1\u5800<\/strong><\/p>\n\n\n\n<p>\u3000\u5927\u91cf\u30c7\u30fc\u30bf\u5168\u4f53\u306e\u50be\u5411\u3092\u628a\u63e1\u3057\u305f\u4e0a\u3067\u3001\u3088\u308a\u8a73\u7d30\u306a\u50be\u5411\u306e\u8981\u56e0\u306e\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-stack is-vertical is-layout-flex wp-container-core-group-is-layout-4 wp-block-group-is-layout-flex\">\n<p><strong>\u30fb\u5b9a\u578b\u30ec\u30dd\u30fc\u30c8\u306e\u69cb\u7bc9<\/strong><\/p>\n\n\n\n<p>\u3000\u30c7\u30fc\u30bf\u306f\u81ea\u52d5\u66f4\u65b0\u3055\u308c\u308b\u305f\u3081\u3001\u30ec\u30dd\u30fc\u30c8\u306f\uff11\u5ea6\u4f5c\u6210\u3059\u308c\u3070\u3001\u5e38\u306b\u6700\u65b0\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-stack is-vertical is-layout-flex wp-container-core-group-is-layout-5 wp-block-group-is-layout-flex\">\n<p><strong>\u30fb\u30c7\u30fc\u30bf\u306e\u51fa\u529b\uff08Excel, CSV\u5f62\u5f0f\u3067\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\uff09<\/strong><\/p>\n\n\n\n<p>\u3000\u96c6\u8a08\u304a\u3088\u3073\u53ef\u8996\u5316(\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30ba)\u3057\u305f\u30c7\u30fc\u30bf\u306f\u3001Excel\u3084CSV\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading\">ETL\u3068\u306f<\/h3>\n\n\n\n<p>ETL\u306f\u3001\u300cExtract\uff08\u62bd\u51fa\uff09\u3001Transform\uff08\u5909\u63db\uff09\u3001Load\uff08\u66f8\u304d\u51fa\u3057\uff09\u300d\u306e\u7565\u3067\u3001\u751f\u7523\/\u5728\u5eab\/\u8ca9\u58f2\u7ba1\u7406\u306a\u3069\u306e\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u3084CRM(\u9867\u5ba2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0)\u306a\u3069\u306e\u8907\u6570\u306e\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3001\u52a0\u5de5\u3057\u3001DWH\u306b\u84c4\u7a4d\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u6df7\u5408\u3055\u308c\u308b\u30ad\u30fc\u30ef\u30fc\u30c9\u3068\u3057\u3066\u3001ELT\u3068\u3044\u3046\u30c4\u30fc\u30eb\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>ELT\u306f\u3001\u300cExtract\uff08\u62bd\u51fa\uff09\u3001Load\uff08\u66f8\u304d\u51fa\u3057\uff09\u3001Transform\uff08\u5909\u63db\uff09\u300d\u306e\u7565\u3067\u3001Load\uff08\u66f8\u304d\u51fa\u3057\uff09\u3068Transform\uff08\u5909\u63db\uff09\u304c\u9006\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3001\u52a0\u5de5\u3057\u3001\u84c4\u7a4d\u3059\u308b\u3068\u3044\u3046\u610f\u5473\u3067\u306f\u3001\u540c\u3058\u3067\u3059\u304c\u3001\u51e6\u7406\u3092\u884c\u3046\u5834\u6240\u304c\u7570\u306a\u308a\u3001ETL\u306fETL\u30c4\u30fc\u30eb\u5185\u3067\u4e00\u9023\u306e\u51e6\u7406\u3092\u884c\u3046\u306e\u306b\u5bfe\u3057\u3001<\/p>\n\n\n\n<p>ELT\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u3067\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u4fdd\u5b58\u3057\u3066\u304b\u3089\u52a0\u5de5\u3059\u308b\u3068\u3044\u3046\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 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