{"id":6642,"date":"2025-09-23T17:47:08","date_gmt":"2025-09-23T17:47:08","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=6642"},"modified":"2025-09-23T17:47:08","modified_gmt":"2025-09-23T17:47:08","slug":"data-vault%e3%82%923%e5%b9%b4%e4%bb%a5%e4%b8%8a%e9%81%8b%e7%94%a8%e3%81%97%e3%81%a6%e5%be%97%e3%81%9f%e5%ad%a6%e3%81%b3-yasuhisas-blog","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/6642\/","title":{"rendered":"Data Vault\u30923\u5e74\u4ee5\u4e0a\u904b\u7528\u3057\u3066\u5f97\u305f\u5b66\u3073 &#8211; yasuhisa&#8217;s blog"},"content":{"rendered":"\n<\/p>\n<div>\n<h2 id=\"\u80cc\u666f-Data-Vault\u3092\u904b\u7528\u3057\u7d9a\u3051\u3066\u3044\u308b\u4e8b\u4f8b\u306e\u516c\u958b\u306f\u591a\u304f\u306a\u3044\">\u80cc\u666f: Data Vault\u3092\u904b\u7528\u3057\u7d9a\u3051\u3066\u3044\u308b\u4e8b\u4f8b\u306e\u516c\u958b\u306f\u591a\u304f\u306a\u3044<\/h2>\n<ul>\n<li>Data Vault\u3092\u904b\u7528\u3057\u30663\u5e74\u4ee5\u4e0a\u304c\u7d4c\u904e\u3057\u305f<\/li>\n<li>\u4e16\u306e\u4e2d\u3067\u306fData Vault\u3092\u3084\u3063\u3066\u3044\u308b\u4f1a\u793e\u306f(\u5c11\u306a\u304f\u3068\u3082\u65e5\u672c\u3067\u306f)\u305d\u3082\u305d\u3082\u5c11\u306a\u3044<\/li>\n<li>\u300cData Vault\u3092\u3084\u3063\u3066\u307f\u307e\u3057\u305f\u300d\u30a8\u30f3\u30c8\u30ea\u306f\u5c11\u306a\u3044\u306a\u304c\u3089\u3082\u5b58\u5728\u3059\u308b\u304c\u3001\u6570\u5e74\u5358\u4f4d\u3067\u904b\u7528\u3057\u3066\u307f\u305f\u4e0a\u3067\u306e\u30a8\u30f3\u30c8\u30ea\u306f\u307b\u3068\u3093\u3069\u306a\u3044\n<ul>\n<li>\u305d\u306e\u4e0a\u3067\u3001\u904b\u7528\u3057\u3066\u307f\u305f\u4e0a\u3067\u4e8b\u696d\u3084\u904b\u7528\u306e\u7279\u6027\u4e0a\u3084\u3081\u305f\u3068\u3044\u3046<a target=\"_blank\" href=\"https:\/\/speakerdeck.com\/mashiike\/entapuraizu-toiuyan-xie-nozhong-sa-data-vault-2-dot-0woyameta2022nian-dong\">mashiike\u3055\u3093\u306e\u767a\u8868<\/a>\u306f\u8cb4\u91cd\u306a\u4e8b\u4f8b<\/li>\n<\/ul>\n<\/li>\n<li>\u73fe\u8077\u30673\u5e74\u4ee5\u4e0aData Vault\u3092\u904b\u7528\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u3053\u304b\u3089\u5f97\u305f\u5b66\u3073\u3092\u66f8\u3044\u3066\u307f\u3088\u3046\u3068\u601d\u3046\n<ul>\n<li>\u4ee5\u4e0b\u306e\u30b9\u30e9\u30a4\u30c9\u306e<code>dbt(v0.2)<\/code>\u3068\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u7bc4\u56f2\u304cData Vault\u3068\u601d\u3063\u3066\u3082\u3089\u3063\u3066\u307b\u3068\u3093\u3069\u554f\u984c\u306a\u3044\u3067\u3059<\/li>\n<\/ul>\n<\/li>\n<li>\u3053\u308c\u306b\u52a0\u3048\u3001\u65b0\u898f\u4e8b\u696d\u3067\u30c7\u30fc\u30bf\u30d7\u30ed\u30c0\u30af\u30c8\u306e\u904b\u7528\u304c\u59cb\u307e\u3063\u3066\u304a\u308a\u3001\u3053\u3061\u3089\u3082Data Vault\u3067\u904b\u7528\u3092\u3057\u3066\u3044\u307e\u3059\n<ul>\n<li>\u304c\u3001\u672c\u30a8\u30f3\u30c8\u30ea\u3067\u306f\u4e3b\u306b\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u306b\u95a2\u3059\u308bData Vault\u3092\u30b9\u30b3\u30fc\u30d7\u3068\u3057\u307e\u3059<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><iframe class=\"speakerdeck-iframe\" frameborder=\"0\" src=\"https:\/\/speakerdeck.com\/player\/95cf006ad47a4e1fba3afa9e870cb2c2?slide=9\" title=\"10X\u3067\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u5909\u9077\u3068\u3053\u308c\u304b\u3089: \u30c7\u30fc\u30bf\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u306e\u30ea\u30a2\u30eb \u301cBtoB\u4f01\u696d3\u793e\u306e\u6b69\u307f\u3068\u3053\u308c\u304b\u3089\u301c\" allowfullscreen=\"true\" style=\"border: 0px; background: padding-box padding-box rgba(0, 0, 0, 0.1); margin: 0px; padding: 0px; border-radius: 6px; box-shadow: rgba(0, 0, 0, 0.2) 0px 5px 40px; width: 100%; height: auto; aspect-ratio: 560 \/ 315;\" data-ratio=\"1.7777777777777777\"><\/iframe><\/p>\n<h2 id=\"\u304a\u3055\u3089\u3044-Data-Vault\u3068\u306f\u4f55\u304b\">\u304a\u3055\u3089\u3044: Data Vault\u3068\u306f\u4f55\u304b<\/h2>\n<p>\u6539\u3081\u3066\u8aac\u660e\u306f\u3057\u307e\u305b\u3093\u304c\u3001\u7c21\u5358\u306b\u304a\u3055\u3089\u3044\u3092\u3057\u3066\u304a\u304f\u3068<\/p>\n<ul>\n<li>Hub:\n<ul>\n<li>\u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3044\u3066\u3001\u30c7\u30fc\u30bf\u5185\u306b\u4f55\u304c\u5b58\u5728 \/ \u5b9a\u7fa9\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u5206\u304b\u308b\u306e\u306f\u91cd\u8981\n<ul>\n<li>\u300c\u30c6\u30fc\u30d6\u30eb\u306edescription\u304c\u30e1\u30bf\u30c7\u30fc\u30bf\u3068\u3057\u3066\u8a18\u8f09\u3055\u308c\u3066\u3044\u3066\u300d\u3068\u3044\u3046\u8a71\u3067\u306f\u306a\u3044\u3067\u3059<\/li>\n<\/ul>\n<\/li>\n<li>\u3064\u307e\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3084Entity\u3092\u5b9a\u7fa9\u3057\u305f\u3044<\/li>\n<li>\u3082\u3063\u3068\u7aef\u7684\u306b\u8a00\u3048\u3070\u3001\u30d3\u30b8\u30cd\u30b9\u30ad\u30fc\u3092\u5b9a\u7fa9\u3059\u308b\u3082\u306e\u304cHub\u3068\u3082\u8a00\u3048\u308b<\/li>\n<\/ul>\n<\/li>\n<li>Link:\n<ul>\n<li>\u6642\u9593\u3092\u7d4c\u308b\u3068\u3001\u3042\u308b\u30d3\u30b8\u30cd\u30b9\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3068\u5225\u306e\u30d3\u30b8\u30cd\u30b9\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u95a2\u4fc2\u6027\u306f\u5909\u5316\u3059\u308b<\/li>\n<li>\u4f8b: \u3042\u308b\u6642\u70b9\u3067\u306f\u9867\u5ba2A\u306f\u5e97\u8217X\u3092\u5229\u7528\u3057\u3066\u3044\u305f\u304c\u3001\u9014\u4e2d\u304b\u3089\u5f15\u8d8a\u3057\u306b\u4f34\u306a\u3044\u5e97\u8217Y\u3092\u5229\u7528\u3059\u308b\u3088\u3046\u306b\u306a\u3063\u305f<\/li>\n<li>\u3053\u3046\u3044\u3063\u305f\u30d3\u30b8\u30cd\u30b9\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u9593\u306e\u95a2\u4fc2\u6027\u3092\u8a18\u9332\u3059\u308b\u3082\u306e\u304cLink<\/li>\n<\/ul>\n<\/li>\n<li>Satellite:\n<ul>\n<li>\u30c7\u30fc\u30bf\u5206\u6790\u306f\u30c7\u30fc\u30bf\u306e\u6700\u65b0\u306e\u72b6\u614b\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u306a\u3053\u3068\u304c\u591a\u3044<\/li>\n<li>\u4f8b: \u5730\u57df\u5225\u3067\u306e\u58f2\u4e0a\u306e\u9077\u79fb\u3092\u77e5\u308a\u305f\u3044\u3002\u9867\u5ba2\u306f\u5b9a\u671f\u7684\u306b\u5f15\u8d8a\u3057\u3092\u3059\u308b\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3001\u4efb\u610f\u306e\u6642\u70b9\u3067\u306e\u4f4f\u6240\u3092\u77e5\u308b\u5fc5\u8981\u304c\u3042\u308b<\/li>\n<li>\u3053\u3046\u3044\u3063\u305f\u30d3\u30b8\u30cd\u30b9\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u72b6\u614b\u306e\u5c65\u6b74\u3092\u8a18\u9332\u3059\u308b\u3082\u306e\u304cSatellite<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u3068\u306a\u308a\u307e\u3059\u3002\u5f37\u8abf\u3057\u3066\u304a\u304d\u307e\u3059\u304c\u3001\u300cData Vault\u3067\u5b9f\u88c5\u3059\u308b\u306e\u306b\u5fc5\u8981\u306a\u3082\u306e\u304cHub \/ Link \/ Satellite\u300d\u3067\u306f\u306a\u304f\u300c\u30c7\u30fc\u30bf\u5206\u6790\u306a\u3069\u30d3\u30b8\u30cd\u30b9\u306e\u8981\u6c42\u306b\u7b54\u3048\u308b\u306e\u306b\u5fc5\u8981\u306a\u8981\u7d20\u3084\u30a8\u30c3\u30bb\u30f3\u30b9\u3092\u62bd\u8c61\u5316 \/ \u6c4e\u7528\u5316\u3057\u305f\u3082\u306e\u304cHub \/ Link \/ Satellite\u300d\u3068\u6349\u3048\u308b\u306e\u304c\u3088\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h3 id=\"\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u306b\u304a\u3051\u308bData-Vault\">\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u306b\u304a\u3051\u308bData Vault<\/h3>\n<p>\u5206\u304b\u308a\u3084\u3059\u3044\u3088\u3046\u306b\u3001\u79c1\u305f\u3061\u304c\u904b\u7528\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u30ec\u30a4\u30e4\u30ea\u30f3\u30b0\u3082\u7d39\u4ecb\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"code mermaid\" data-lang=\"mermaid\" data-unlink=\"\">graph LR;\n  sources --&gt; raw_stage;\n  raw_stage --&gt; stage;\n  stage --&gt; raw_vault;\n  raw_vault --&gt; business_vault;\n  raw_vault --&gt; dimensionals;\n  business_vault --&gt; dimensionals;\n  raw_vault --&gt; mart;\n  business_vault --&gt; mart;<\/pre>\n<ul>\n<li><code>raw_stage<\/code>:\n<ul>\n<li>\u4e3b\u306b\u30c7\u30fc\u30bf\u57fa\u76e4\u958b\u767a\u8005\u5411\u3051\u306e\u5c64<\/li>\n<li>\u30c7\u30fc\u30bf\u306e\u578b\u5909\u63db \/ \u30bf\u30a4\u30e0\u30be\u30fc\u30f3\u306e\u5909\u63db \/ \u30d3\u30b8\u30cd\u30b9\u30ad\u30fc\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u304c\u76ee\u7684<\/li>\n<\/ul>\n<\/li>\n<li><code>stage<\/code>:\n<ul>\n<li>\u4e3b\u306b\u30c7\u30fc\u30bf\u57fa\u76e4\u958b\u767a\u8005\u5411\u3051\u306e\u5c64<\/li>\n<li>\u30d3\u30b8\u30cd\u30b9\u30ad\u30fc\u306e\u7279\u5b9a\u3084\u751f\u6210\u304c\u76ee\u7684<\/li>\n<\/ul>\n<\/li>\n<li><code>raw_vault<\/code>:\n<ul>\n<li>\u4e3b\u306b\u30c7\u30fc\u30bf\u57fa\u76e4\u958b\u767a\u8005\u5411\u3051\u306e\u5c64<\/li>\n<li>Data Vault\u306e\u30b3\u30a2\u306b\u306a\u308bHub \/ Link \/ Satellite\u3092\u5b9a\u7fa9\u3059\u308b\u5c64\n<ul>\n<li>\u30d3\u30b8\u30cd\u30b9\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u7279\u5b9a(Hub)<\/li>\n<li>\u5f8c\u6bb5\u306eFact\u306b\u76f8\u5f53\u3059\u308b\u30d3\u30b8\u30cd\u30b9\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u540c\u58eb\u306e\u7e4b\u304c\u308a\u306e\u7279\u5b9a(Link)<\/li>\n<li>\u5c65\u6b74\u306e\u751f\u6210(Satellite)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><code>business_vault<\/code>:\n<ul>\n<li>\u4e3b\u306b\u30c7\u30fc\u30bf\u57fa\u76e4\u958b\u767a\u8005\u5411\u3051\u306e\u5c64<\/li>\n<li>\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u306e\u5b9f\u88c5\u304c\u5fc5\u8981\u306a\u5834\u5408\u3001\u3053\u3053\u3067\u5b9f\u88c5\u3059\u308b\n<ul>\n<li>\u3053\u3053\u306b\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u3092\u56fa\u3081\u308b\u3053\u3068\u3067SSoT\u3092\u62c5\u4fdd\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b<\/li>\n<\/ul>\n<\/li>\n<li>\u5c65\u6b74\u7ba1\u7406\u3092\u884c\u306a\u308f\u306a\u3044\n<ul>\n<li>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u89b3\u70b9\u3067\u5fc5\u8981\u306a\u5834\u5408\u306e\u307fincremental\u306b\u3059\u308b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><code>dimensionals<\/code>:\n<ul>\n<li>\u4e3b\u306b\u30c7\u30fc\u30bf\u6d3b\u7528\u8005\u5411\u3051\u306e\u5c64<\/li>\n<li>\u3044\u308f\u3086\u308b\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u6210\u679c\u7269\u3068\u306a\u308bFact\u30c6\u30fc\u30d6\u30eb\u3084Dimension\u30c6\u30fc\u30d6\u30eb\u3092\u914d\u7f6e<\/li>\n<li>Fact\u30c6\u30fc\u30d6\u30eb\u306fLink\u3084Transactional Link\u3092\u30d9\u30fc\u30b9\u306b\u69cb\u7bc9<\/li>\n<li>Dimension\u30c6\u30fc\u30d6\u30eb\u306fSatellite\u306e\u5c65\u6b74\u3092\u983c\u308a\u306b\u69cb\u7bc9<\/li>\n<li>\u524d\u6bb5\u3067Hub\u3092\u9069\u5207\u306b\u5b9a\u7fa9\u3057\u3066\u3044\u308b\u305f\u3081\n<ul>\n<li>Fact\u3068Dimension\u306eJOIN\u306f\u554f\u984c\u306a\u304f\u3067\u304d\u308b<\/li>\n<li><a target=\"_blank\" href=\"https:\/\/zenn.dev\/pei0804\/articles\/conformed-dimensions\">\u9069\u5408\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30f3<\/a>\u306b\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u8907\u6570\u306eFact\u30c6\u30fc\u30d6\u30eb(\u8907\u6570\u306e\u30d3\u30b8\u30cd\u30b9\u30a4\u30d9\u30f3\u30c8)\u3092\u8de8\u3044\u3060\u5206\u6790\u3082\u554f\u984c\u306a\u304f\u3067\u304d\u308b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><code>mart<\/code>:\n<ul>\n<li>\u4e3b\u306b\u30c7\u30fc\u30bf\u6d3b\u7528\u8005\u5411\u3051\u306e\u5c64<\/li>\n<li>\u5927\u798f\u5e33\u30c6\u30fc\u30d6\u30eb\u306e\u63d0\u4f9b\u3001\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306a\u3069\u8981\u4ef6\u306e\u6c7a\u307e\u3063\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u306e\u63d0\u4f9b<\/li>\n<li>\u30c7\u30fc\u30bf\u30e6\u30fc\u30b6\u30fc \/ BI\u30c4\u30fc\u30eb\u306a\u3069\u4f7f\u3046\u5bfe\u8c61\u306f\u69d8\u3005<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3 id=\"Data-Vault\u81ea\u4f53\u306e\u89e3\u8aac\u8a18\u4e8b\">Data Vault\u81ea\u4f53\u306e\u89e3\u8aac\u8a18\u4e8b<\/h3>\n<p>Data Vault\u81ea\u4f53\u306e\u89e3\u8aac\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3092\u8aad\u3093\u3067\u307f\u308b\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h3 id=\"Data-Vault\u3092\u4f7f\u3063\u305f\u958b\u767a-with-dbt\">Data Vault\u3092\u4f7f\u3063\u305f\u958b\u767a with dbt<\/h3>\n<p>\u306a\u304a\u3001\u7d20\u306eSQL\u3060\u3051\u3067Data Vault\u3092\u904b\u7528\u3057\u3088\u3046\u3068\u3059\u308b\u3068\u9762\u5012\u306a\u3053\u3068\u3082\u591a\u3044\u3067\u3059\u304c\u3001\u305d\u306e\u8fba\u306e\u9762\u5012\u4e8b\u3092wrap\u3057\u3066\u304f\u308c\u308b<a target=\"_blank\" href=\"https:\/\/automate-dv.readthedocs.io\/en\/latest\/\">AutomateDV<\/a>\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002AutomateDV\u306f\u5b9f\u614b\u3068\u3057\u3066\u306fdbt\u306e\u30de\u30af\u30ed\u3067\u3042\u308a\u3001\u30de\u30af\u30ed\u81ea\u4f53\u3082\u666e\u901a\u306b\u8aad\u3081\u307e\u3059\u3057<a target=\"_blank\" href=\"#f-ec20ecdb\" id=\"fn-ec20ecdb\" name=\"fn-ec20ecdb\" title=\"\u30de\u30af\u30ed\u306b\u3042\u308a\u304c\u3061\u306a\u9ed2\u9b54\u8853\u306e\u30aa\u30f3\u30d1\u30ec\u30fc\u30c9\u304c\u307b\u3068\u3093\u3069\u306a\u3044\u3001\u3068\u3044\u3046\u610f\u5473\">*1<\/a>\u3001compiled query\u306e\u4e2d\u8eab\u3092\u898b\u308b\u3068\u3084\u3063\u3066\u3044\u308b\u3053\u3068\u3082\u96e3\u3057\u304f\u306a\u3044\u306e\u3067\u3001\u91cd\u539a\u9577\u5927\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u306f\u306a\u3044\u3067\u3059\u3002<\/p>\n<h2 id=\"Data-Vault\u3092\u904b\u7528\u3057\u3066\u3088\u304b\u3063\u305f\u3053\u3068\">Data Vault\u3092\u904b\u7528\u3057\u3066\u3088\u304b\u3063\u305f\u3053\u3068<\/h2>\n<h3 id=\"\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u5f37\u5236\u3055\u308c\u308b\">\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u5f37\u5236\u3055\u308c\u308b<\/h3>\n<p>\u300c\u5f37\u5236\u3055\u308c\u308b\u300d\u3068\u66f8\u304f\u3068\u30cd\u30ac\u30c6\u30a3\u30d6\u3068\u6349\u3048\u308b\u4eba\u304c\u3044\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u305d\u308c\u306f\u9055\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001Ruby on Rails\u304c\u958b\u767a\u52b9\u7387\u3092\u5f37\u529b\u306b\u4e0a\u3052\u3066\u304f\u308c\u308b\u306e\u306f<a target=\"_blank\" href=\"https:\/\/speakerdeck.com\/palkan\/kaigi-on-rails-2024-rails-way-or-the-highway\">Rails Way<\/a>(\u4f8b: \u8a2d\u5b9a\u3088\u308a\u898f\u7d04)\u304c\u3042\u308b\u7a2e\u306e\u578b\u3084\u5236\u7d04\u3092\u63d0\u4f9b\u3057\u3066\u304f\u308c\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n<p>Rails\u3068\u540c\u3058\u304f\u3001Data Vault\u3082Hub \/ Link \/ Satellite\u3068\u3044\u3046\u57fa\u672c\u306e\u578b\u304c\u3042\u308a\u307e\u3059\u3002\u7279\u306bHub\u3068Link\u3067\u306f\u4ee5\u4e0b\u306e\u3053\u3068\u304c\u8981\u6c42\u3055\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li>Hub\u3092\u5b9a\u7fa9\u3059\u308b\u306b\u306f\u30d3\u30b8\u30cd\u30b9\u30ad\u30fc\u3092\u5b9a\u7fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\n<ul>\n<li>\u30d3\u30b8\u30cd\u30b9\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3084Entity\u306e\u5b9a\u7fa9\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u69cb\u7bc9\u306e\u3088\u3046\u306a\u9650\u5b9a\u7684\u306a\u5fdc\u7528\u3067\u306f\u306a\u3044\u982d\u306e\u4f7f\u3044\u65b9\u304c\u8981\u6c42\u3055\u308c\u308b<\/li>\n<\/ul>\n<\/li>\n<li>Link\u3092\u5b9a\u7fa9\u3059\u308b\u306b\u306f\u5bfe\u5fdc\u3059\u308b\u30d3\u30b8\u30cd\u30b9\u30a4\u30d9\u30f3\u30c8\u3092\u540c\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\n<ul>\n<li>\u30d3\u30b8\u30cd\u30b9\u30a4\u30d9\u30f3\u30c8\u306f\u5358\u4e00\u3067\u8003\u3048\u308b\u3068\u3044\u3046\u3088\u308a\u3082\u95a2\u9023\u3059\u308b\u30a4\u30d9\u30f3\u30c8\u306e\u30b7\u30fc\u30b1\u30f3\u30b9\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b<\/li>\n<li>\u30d5\u30a1\u30cd\u30eb\u5206\u6790\u306a\u3069\u3067\u306f\u30d7\u30ed\u30bb\u30b9\u3092\u8de8\u3050\u5206\u6790\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001Link\u3092\u8003\u3048\u308b\u4e0a\u3067\u3088\u308aHub\u306e\u5b9a\u7fa9\u304c\u78e8\u304d\u8fbc\u307e\u308c\u3066\u3044\u304f<\/li>\n<li>1\u3064\u306eLink\u306b\u8907\u6570\u306e\u30d3\u30b8\u30cd\u30b9\u30a4\u30d9\u30f3\u30c8\u304c\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u304b\u3082\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\n<ul>\n<li>\u4f8b: \u6ce8\u6587\u306f\u5358\u4e00\u306e\u30d3\u30b8\u30cd\u30b9\u30a4\u30d9\u30f3\u30c8\u3067\u306f\u306a\u304f\u300c\u914d\u9054\u5b8c\u4e86\u300d\u3084\u300c\u30ad\u30e3\u30f3\u30bb\u30eb\u300d\u306a\u3069\u8907\u6570\u306e\u30d3\u30b8\u30cd\u30b9\u30a4\u30d9\u30f3\u30c8\u3092\u542b\u3093\u3067\u3044\u308b<\/li>\n<\/ul>\n<\/li>\n<li>\u3053\u3046\u3057\u305f\u8003\u616e\u306e\u4e2d\u3067Link\u306e\u7c92\u5ea6\u3084\u30a4\u30d9\u30f3\u30c8\u306b\u95a2\u9023\u3059\u308b7W(\u8ab0\u304c \/ \u3069\u3053\u3067 \/ \u3044\u3064 \/ etc)\u3082\u78e8\u304d\u8fbc\u307e\u308c\u3066\u3044\u304f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u3053\u306e\u3088\u3046\u306bData Vault\u306f\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u904e\u7a0b\u3092\u7d4c\u306a\u3044\u3068\u3001\u305d\u3082\u305d\u3082\u5b9a\u7fa9\u3067\u304d\u307e\u305b\u3093\u3002\u3064\u307e\u308a\u3001\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u5f37\u5236\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u305b\u305a\u306b\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u306e\u306f\u3001\u5358\u767a\u3067\u898b\u308b\u3068\u958b\u767a\u30b9\u30d4\u30fc\u30c9\u306f\u65e9\u3044\u3068\u601d\u308f\u308c\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001\u3053\u3046\u3057\u305f\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u306f<\/p>\n<ul>\n<li>\u30d3\u30b8\u30cd\u30b9\u30ad\u30fc\u306e\u5b9a\u7fa9\u304c\u3055\u308c\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u6bce\u306b\u9867\u5ba2\u306e\u5b9a\u7fa9\u304c\u30d6\u30ec\u308b\n<ul>\n<li>\u4ed6\u306e\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3068\u4e00\u7dd2\u306b\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u96e3\u3057\u3044<\/li>\n<\/ul>\n<\/li>\n<li>\u30a4\u30d9\u30f3\u30c8\u306e\u7c92\u5ea6\u304c\u8003\u616e\u3067\u304d\u3066\u3044\u306a\u3044\u30b1\u30fc\u30b9\u3082\u591a\u304f\u3001\u91cd\u8907\u30ab\u30a6\u30f3\u30c8\u306a\u3069\u306e\u554f\u984c\u304c\u591a\u767a\u3059\u308b<\/li>\n<\/ul>\n<p>\u306a\u3069\u306e\u8ab2\u984c\u304c\u8d77\u304d\u3084\u3059\u3044\u3067\u3059\u3002\u5b9f\u969b\u3001Data Vault\u4ee5\u524d\u306e\u30c7\u30fc\u30bf\u57fa\u76e4(<a target=\"_blank\" href=\"https:\/\/speakerdeck.com\/10xinc\/10xdenodetaji-pan-nobian-qian-tokorekara-detamanezimentonoriaru-btobqi-ye-3she-nobu-mitokorekara?slide=9\">\u3053\u306e\u30b9\u30e9\u30a4\u30c9<\/a>\u3067\u3044\u3046\u3068\u3053\u308d\u306ev0.1\u3084adhoc)\u3067\u306f\u3053\u3046\u3057\u305f\u8ab2\u984c\u304c\u983b\u767a\u3057\u3066\u304a\u308a\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u4f4e\u3055\u306b\u7e4b\u304c\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u30c7\u30fc\u30bf\u54c1\u8cea\u304c\u4f4e\u3044\u3068\u3044\u3046\u3053\u3068\u306f<\/p>\n<ul>\n<li>\u30c7\u30fc\u30bf\u6d3b\u7528\u8005\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u3082\u591a\u304f\u306a\u308b<\/li>\n<li>\u65b0\u3057\u3044\u30de\u30fc\u30c8\u3092\u4f5c\u308b\u969b\u306b\u4f7f\u3044\u56de\u305b\u308b\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u306a\u3044\u305f\u3081\u3001\u4f3c\u305f\u3088\u3046\u306a\u30de\u30fc\u30c8\u306e\u30b3\u30fc\u30c9\u306e\u30b3\u30d4\u30da\u3092\u3057\u3066\u958b\u767a\u3057\u3088\u3046\u3068\u3059\u308b\u3082\u3001\u5143\u306e\u30b3\u30fc\u30c9\u306e\u54c1\u8cea\u304c\u4f4e\u3044\u305f\u3081\u304b\u3048\u3063\u3066\u6642\u9593\u304c\u304b\u304b\u308b<\/li>\n<\/ul>\n<p>\u306a\u3069\u3001\u4e2d\u9577\u671f\u3067\u898b\u305f\u5834\u5408\u306e\u751f\u7523\u6027\u3084\u6c7a\u3057\u3066\u9ad8\u304f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002Data Vault\u306f\u521d\u901f\u3053\u305d\u51fa\u306b\u304f\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u4e2d\u9577\u671f\u3067\u306f\u4e01\u5be7\u306b\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3055\u308c\u305f\u5c0f\u3055\u3044\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u5145\u5b9f\u3057\u3066\u304f\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u306a\u3069\u3092\u4f5c\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u3053\u3046\u3044\u3063\u305f\u3053\u3068\u306f\u300c\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u3092\u5f37\u5236\u3055\u308c\u308b\u300d\u3053\u3068\u306e\u3054\u5229\u76ca\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n<h3 id=\"\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30e2\u30c7\u30ea\u30f3\u30b0\u3068\u306e\u76f8\u6027\u306e\u3088\u3055\">\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30e2\u30c7\u30ea\u30f3\u30b0\u3068\u306e\u76f8\u6027\u306e\u3088\u3055<\/h3>\n<p>\u611f\u306e\u3088\u3044\u65b9\u306a\u3089\u304a\u6c17\u4ed8\u304d\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001Data Vault\u306f\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30e2\u30c7\u30ea\u30f3\u30b0\u3068\u975e\u5e38\u306b\u76f8\u6027\u304c\u3088\u3044\u3067\u3059\u3002Fact\u306fLink(\u3084Transactional Link)\u3092\u30d9\u30fc\u30b9\u306b\u69cb\u6210\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u307b\u3068\u3093\u3069\u3067\u3059\u3057\u3001Dimenion\u306fSatellite\u3092\u30d9\u30fc\u30b9\u306b\u69cb\u7bc9\u3057\u3066\u3044\u3051\u3070\u3001\u307b\u3068\u3093\u3069\u56f0\u308a\u307e\u305b\u3093\u3002Hub\u306e\u8a2d\u8a08\u304c\u304d\u3061\u3093\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u9069\u5408\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30f3\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u8907\u6570\u306e\u30d3\u30b8\u30cd\u30b9\u30a4\u30d9\u30f3\u30c8\u3092\u8de8\u3044\u3060\u5206\u6790\u3082\u81ea\u7136\u306a\u5f62\u3067\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>\u3053\u3046\u66f8\u304f\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7591\u554f\u3092\u6301\u305f\u308c\u308b\u65b9\u304c\u3044\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<ul>\n<li>1: Data Vault\u304c\u3042\u308c\u3070\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30e2\u30c7\u30ea\u30f3\u30b0\u306f\u4e0d\u8981?<\/li>\n<li>2: \u305d\u308c\u3060\u3051\u4f3c\u3066\u3044\u308b\u306e\u3067\u3042\u308c\u3070\u3001Data Vault\u3092\u7d4c\u7531\u305b\u305a\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30e2\u30c7\u30ea\u30f3\u30b0\u3060\u3051\u3067\u5341\u5206\u3067\u306f\u306a\u3044\u304b?<\/li>\n<\/ul>\n<p>1\u756a\u76ee\u306e\u7591\u554f\u306b\u5bfe\u3059\u308b\u56de\u7b54\u306f\u3001\u660e\u78ba\u306bNo\u3067\u3059\u3002Data Vault\u306f\u4e3b\u306b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u305f\u3081\u306b\u30e2\u30c7\u30ea\u30f3\u30b0\u3055\u308c\u305f\u6210\u679c\u7269\u3068\u306a\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u6d3b\u7528\u8005\u306b\u3068\u3063\u3066\u306f\u6b63\u76f4\u4f7f\u3044\u8fbc\u306a\u3059\u306e\u304c\u96e3\u3057\u3044\u3067\u3059\u3002Data Vault\u3067\u306fHub \/ Link \/ Satellite\u3092\u7d30\u304b\u3044\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u5206\u3051\u308b\u305f\u3081\u3001Data Vault\u306e\u6210\u679c\u7269\u3092\u76f4\u63a5\u30c7\u30fc\u30bf\u5206\u6790\u306b\u4f7f\u304a\u3046\u3068\u3059\u308b\u3068\u3001\u975e\u5e38\u306b\u591a\u304f\u306eJOIN\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u4e00\u65b9\u3067\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30e2\u30c7\u30ea\u30f3\u30b0\u306f\u5206\u6790\u8005\u306e\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u30b9\u30bf\u30fc\u30b9\u30ad\u30fc\u30de\u306e\u3088\u3046\u306a\u57fa\u672c\u7684\u306a\u8003\u3048\u65b9\u3092\u8eab\u306b\u4ed8\u3051\u308c\u3070\u7c21\u5358\u306b\u30af\u30a8\u30ea\u3092\u66f8\u304f\u3053\u3068\u3084BI\u30c4\u30fc\u30eb\u304b\u3089\u3055\u3063\u3068\u5206\u6790\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>2\u756a\u76ee\u306e\u7591\u554f\u306b\u5bfe\u3059\u308b\u56de\u7b54\u306f\u300c\u5834\u5408\u306b\u3088\u308b\u300d\u3067\u3059\u3002\u6211\u3005\u3082\u4ee5\u524d\u306fData Vault\u306a\u3057\u3067Fact\u3084Dimension\u306e\u6210\u679c\u7269\u3092\u30c7\u30fc\u30bf\u6d3b\u7528\u8005\u306b\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u4e00\u5b9a\u671f\u9593\u904b\u7528\u3057\u3066\u3044\u304f\u4e2d\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8ab2\u984c\u306b\u76f4\u9762\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u8868\u5c64\u3060\u3051\u306e\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30e2\u30c7\u30ea\u30f3\u30b0\n<ul>\n<li><code>fact_hoge<\/code>\u3084<code>dim_fuga<\/code>\u306e\u3088\u3046\u306a\u4e00\u898b\u3059\u308b\u3068\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30e2\u30c7\u30ea\u30f3\u30b0\u3063\u307d\u304f\u898b\u3048\u308b\u304c\u5b9f\u306f\u898b\u305f\u76ee\u3060\u3051<\/li>\n<li>\u7c92\u5ea6\u304c\u306a\u3093\u3068\u306a\u304f\u6c7a\u307e\u3063\u3066\u3044\u308b\u3060\u3051\u3067\u3001\u6d3b\u7528\u3057\u3088\u3046\u3068\u3059\u308b\u3068\u91cd\u8907\u30ab\u30a6\u30f3\u30c8\u304c\u8d77\u304d\u308b<\/li>\n<li>\u30d3\u30b8\u30cd\u30b9\u30ad\u30fc\u306e\u8a2d\u8a08\u304c\u9069\u5f53\u3067\u3046\u307e\u304fJOIN\u3067\u304d\u306a\u3044\n<ul>\n<li>\u30c9\u30ea\u30eb\u30a2\u30af\u30ed\u30b9\u306a\u3069\u306e\u5206\u6790\u3082\u3057\u306b\u304f\u3044 \/ \u3067\u304d\u306a\u3044<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>intermidiate\u5730\u7344\n<ul>\n<li>\u6210\u679c\u7269\u306b\u5fc5\u8981\u306a\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u3092\u7f6e\u304f\u5834\u6240\u3068\u3057\u3066intermidiate\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306bSQL\u304c\u6563\u4e71\u3059\u308b\u7d50\u679c\u3068\u306a\u308a\u3001\u975e\u5e38\u306b\u898b\u901a\u3057\u304c\u60aa\u3044<\/li>\n<li>intermidiate\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306e\u4e2d\u3092\u6574\u7406\u3057\u305f\u3044\u304c\u3001\u6574\u7406\u3059\u308b\u305f\u3081\u306e\u3088\u3044\u89b3\u70b9\u304c\u81ea\u660e\u3067\u306f\u306a\u3044<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u3082\u3061\u308d\u3093\u3001\u3053\u3046\u3057\u305f\u3053\u3068\u3092\u907f\u3051\u308b\u305f\u3081\u306e\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306f\u4e16\u306e\u4e2d\u306b\u3059\u3067\u306b\u3044\u304f\u3064\u304b\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>Kimball Group\u306e<a target=\"_blank\" href=\"https:\/\/www.kimballgroup.com\/data-warehouse-business-intelligence-resources\/kimball-techniques\/dimensional-modeling-techniques\/\">Dimensional Modeling Techniques<\/a>\u3067\u306f\u3001Dimensional Design Process\u3068\u3057\u3066\u4ee5\u4e0b\u304c\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u307e\u3059\n<ul>\n<li>1: Select the business process<\/li>\n<li>2: Declare the grain<\/li>\n<li>3: Identify the dimensions<\/li>\n<li>4: Identify the facts<\/li>\n<\/ul>\n<\/li>\n<li>\u66f8\u7c4d<a target=\"_blank\" href=\"https:\/\/www.kodansha.co.jp\/book\/products\/0000380716\">\u30a2\u30b8\u30e3\u30a4\u30eb\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0<\/a>\u3067\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30d9\u30f3\u30c8 \/ \u30d3\u30b8\u30cd\u30b9\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30f3 \/ \u30d3\u30b8\u30cd\u30b9\u30d7\u30ed\u30bb\u30b9\u306e\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u884c\u306a\u3046\u65b9\u6cd5\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\n<ul>\n<li>BEAM*<\/li>\n<li>\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30de\u30c8\u30ea\u30c3\u30af\u30b9<\/li>\n<li>\u30a4\u30d9\u30f3\u30c8\u30de\u30c8\u30ea\u30c3\u30af\u30b9<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u3057\u304b\u3057\u3001\u3053\u3046\u3044\u3063\u305f\u30d7\u30e9\u30c3\u30af\u30c6\u30a3\u30b9\u5185\u3067\u3042\u3063\u3066\u3082\u3001\u30c1\u30fc\u30e0\u958b\u767a\u3067\u8ff7\u308f\u306a\u3044\u3088\u3046\u306a\u5177\u4f53\u7684\u306a\u65b9\u6cd5\u8ad6\u306f\u8584\u3044\u3068\u3044\u3046\u5370\u8c61\u304c\u3042\u308a\u307e\u3059\u3002Data Vault\u306f\u305d\u3046\u3044\u3063\u305f\u77e5\u898b\u3092\u3088\u308a\u4f53\u7cfb\u5316\u3057\u3066\u304a\u308a\u3001\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u3088\u308a\u6a5f\u80fd\u3055\u305b\u308b\u5b58\u5728\u3067\u3042\u308b\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><iframe class=\"speakerdeck-iframe\" frameborder=\"0\" src=\"https:\/\/speakerdeck.com\/player\/3c14f0dafa39491db6af75b8a1535941?slide=48\" title=\"30\u5206\u3067\u308f\u304b\u308b\u30c7\u30fc\u30bf\u5206\u6790\u8005\u306e\u305f\u3081\u306e\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30e2\u30c7\u30ea\u30f3\u30b0 #datatechjp \/ 20250120\" allowfullscreen=\"true\" style=\"border: 0px; background: padding-box rgba(0, 0, 0, 0.1); margin: 0px; padding: 0px; border-radius: 6px; box-shadow: rgba(0, 0, 0, 0.2) 0px 5px 40px; width: 100%; height: auto; aspect-ratio: 560 \/ 315;\" data-ratio=\"1.7777777777777777\"><\/iframe><\/p>\n<h3 id=\"\u30a2\u30ea\u30b8\u30c6\u30a3\u304c\u9ad8\u304f\u5f8c\u304b\u3089\u62e1\u5f35\u304c\u3067\u304d\u308b\">\u30a2\u30ea\u30b8\u30c6\u30a3\u304c\u9ad8\u304f\u3001\u5f8c\u304b\u3089\u62e1\u5f35\u304c\u3067\u304d\u308b<\/h3>\n<p>\u3053\u308c\u306fData Vault\u306e\u7279\u5fb4\u3067\u3088\u304f\u8a00\u308f\u308c\u308b\u3053\u3068\u306e\u4e00\u3064\u3067\u306f\u3042\u308a\u307e\u3059\u3002\u5206\u6790\u7528\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u3092\u904b\u7528\u3057\u3066\u3044\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5f8c\u304b\u3089\u60c5\u5831\u304c\u5897\u3048\u3066\u304f\u308b\u3053\u3068\u306f\u3088\u304f\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>1: \u6700\u521d\u306f\u9867\u5ba2\u306b\u95a2\u3059\u308b\u60c5\u5831\u306fRDB\u306e\u307f\u304c\u4fdd\u6301\u3057\u3066\u3044\u305f\n<ul>\n<li>\u6700\u521d\u306f<code>hub_user<\/code>\u3068<code>sat_user<\/code>\u306e\u307f\u3067\u6e08\u3093\u3067\u3044\u305f<\/li>\n<\/ul>\n<\/li>\n<li>2: \u9014\u4e2d\u304b\u3089CRM\u306e\u5c0e\u5165\u304c\u59cb\u307e\u308a\u3001\u3088\u308a\u30ea\u30c3\u30c1\u306a\u9867\u5ba2\u306b\u95a2\u3059\u308b\u60c5\u5831\u6e90\u304c\u767b\u5834\u3057\u305f\n<\/li>\n<li>3: \u5951\u7d04\u524d\u306e\u9867\u5ba2\u306e\u60c5\u5831\u6e90\u3068\u3057\u3066\u3001Salesforce\u304c\u767b\u5834\u3057\u305f<\/li>\n<\/ul>\n<p>\u3053\u3046\u3044\u3063\u305f\u72b6\u6cc1\u306b\u5bfe\u3057\u3001\u4f8b\u3048\u30702\u306e\u6bb5\u968e\u3067\u306fCRM\u306b\u95a2\u3059\u308b<code>sat_user_crm<\/code>\u3092\u5f8c\u304b\u3089\u8ffd\u52a0\u3057\u305f\u308a\u30013\u3067\u306f\u7570\u306a\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u540c\u3058\u5b9f\u614b\u3067\u3042\u308b\u3053\u3068\u3092\u8868\u308f\u3059\u305f\u3081\u306b\u5f8c\u304b\u3089Same as Link\u3092\u5c0e\u5165\u3057\u3066\u5bfe\u51e6\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30d3\u30b8\u30cd\u30b9\u306f\u751f\u304d\u7269\u306a\u306e\u3067\u3001\u3053\u3046\u3057\u305f\u9014\u4e2d\u304b\u3089\u72b6\u6cc1\u304c\u5909\u308f\u308b\u3053\u3068\u306f\u3088\u304f\u3042\u308a\u307e\u3059\u3057\u3001\u73fe\u8077\u306e10X\u3067\u3082\u307e\u3055\u306b\u305d\u3046\u3044\u3063\u305f\u3053\u3068\u304c\u73fe\u5728\u9032\u884c\u5f62\u3067\u8d77\u3053\u3063\u3066\u3044\u307e\u3059\u3002\u6700\u521d\u306f\u30cd\u30c3\u30c8\u30b9\u30fc\u30d1\u3067\u3042\u308bStailer\u3092\u904b\u55b6\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001AI\u767a\u6ce8\u3084AI\u30d7\u30e9\u30a4\u30b7\u30f3\u30b0\u306a\u3069\u5c0f\u58f2\u306e\u7d4c\u55b6\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3001\u30cd\u30c3\u30c8\u30b9\u30fc\u30d1\u30fc\u3092\u5358\u72ec\u3067\u904b\u7528\u3057\u3066\u3044\u305f\u3068\u304d\u306b\u306f\u5b58\u5728\u3057\u306a\u304b\u3063\u305f\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3084\u30d3\u30b8\u30cd\u30b9\u30d7\u30ed\u30bb\u30b9\u304c\u51fa\u73fe\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u72b6\u6cc1\u306b\u5bfe\u3057\u3066\u3001Data Vault\u306f\u30a2\u30b8\u30ea\u30c6\u30a3\u3092\u9ad8\u304f\u4fdd\u3061\u306a\u304c\u3089\u3001\u5f8c\u304b\u3089\u62e1\u5f35\u3067\u304d\u308b\u3053\u3068\u306f\u30d3\u30b8\u30cd\u30b9\u3092\u652f\u3048\u308b\u4e0a\u3067\u3082\u6280\u8853\u7684\u306a\u5f37\u307f\u306e\u4e00\u3064\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><iframe class=\"speakerdeck-iframe\" frameborder=\"0\" src=\"https:\/\/speakerdeck.com\/player\/c2fef52adf45404ea130f63507adbf49?slide=8\" title=\"\u4f1a\u793e\u306b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u3044\u308b\u3053\u3068\u3067\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3053\u3068\" allowfullscreen=\"true\" style=\"border: 0px; background: padding-box padding-box rgba(0, 0, 0, 0.1); margin: 0px; padding: 0px; border-radius: 6px; box-shadow: rgba(0, 0, 0, 0.2) 0px 5px 40px; width: 100%; height: auto; aspect-ratio: 560 \/ 315;\" data-ratio=\"1.7777777777777777\"><\/iframe><\/p>\n<h3 id=\"AI\u3084LLM-Agent\u3068\u306e\u76f8\u6027\u304c\u3088\u3044\">AI\u3084LLM Agent\u3068\u306e\u76f8\u6027\u304c\u3088\u3044<\/h3>\n<p>Data Vault\u3092\u5c0e\u5165\u3057\u305f\u969b\u3001\u3053\u308c\u307b\u3069AI\u304c\u767a\u9054\u3057\u3066\u304f\u308b\u3068\u306f\u60f3\u50cf\u3082\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u7d50\u679c\u7684\u306b\u3001AI\u3084LLM Agent\u3068\u306e\u76f8\u6027\u304c\u3088\u3044\u3068\u3044\u3046\u306e\u306fData Vault\u306e\u5927\u304d\u306a\u5229\u70b9\u306e\u4e00\u3064\u3060\u306a\u3068\u611f\u3058\u307e\u3059\u3002\u3082\u3046\u5c11\u3057\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u524d\u8ff0\u3057\u305f\u901a\u308a\u3001Data Vault\u306f\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u524d\u6bb5\u306b\u914d\u7f6e\u3057\u3066\u3044\u307e\u3059\u3002\u7279\u306bHub\u3084Link\u306e\u5b9a\u7fa9\u306fAnalytics Engineer\u304c\u982d\u3092\u4f7f\u3046\u3079\u304d\u3068\u3053\u308d\u3067\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u305d\u306e\u30e2\u30c7\u30ea\u30f3\u30b0\u304c\u7d42\u308f\u308c\u3070AutomateDV\u3092\u4f7f\u3063\u305f\u8a18\u8ff0\u306f\u304b\u306a\u308a\u6a5f\u68b0\u7684\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u3053\u3046\u3057\u305f\u7b87\u6240\u306e\u8a18\u8ff0\u306fLLM Agent\u304c\u66f8\u3044\u3066\u304f\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u76f8\u6027\u304c\u3088\u3044\u3067\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001Raw Vault \/ Business Vault\u307e\u3067\u306e\u5b9f\u88c5\u304c\u7d42\u308f\u3063\u3066\u3044\u308c\u3070\u3001\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u63c3\u3063\u3066\u3044\u308b\u305f\u3081\u3001Fact\u30c6\u30fc\u30d6\u30eb \/ Dimension\u30c6\u30fc\u30d6\u30eb\u3042\u308b\u3044\u306f\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u7d44\u307f\u7acb\u3066\u308b\u306e\u306f\u30d1\u30ba\u30eb\u3092\u7d44\u307f\u7acb\u3066\u308b\u306e\u306b\u8fd1\u3044\u611f\u899a\u3067\u3067\u304d\u308b\u3053\u3068\u3082\u591a\u3044\u3067\u3059\u3002JOIN\u306e\u56de\u6570\u306f\u591a\u304f\u306a\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u304c\u3001\u305d\u3046\u3044\u3063\u305f\u3068\u3053\u308d\u306fLLM Agent\u304c\u304b\u306a\u308a\u5f97\u610f\u306a\u3068\u3053\u308d\u3067\u3042\u308a\u3001Analytics Engineer\u306f\u3088\u308a\u57fa\u790e\u3068\u306a\u308bRaw Vault\u3084Business Vault\u306e\u8a2d\u8a08\u306b\u6642\u9593\u3092\u56de\u305b\u307e\u3059\u3002<\/p>\n<p>\u30ec\u30a4\u30e4\u30ea\u30f3\u30b0\u3082LLM Agent\u305f\u3061\u306b\u4ed5\u4e8b\u3092\u3055\u305b\u308b\u4e0a\u3067\u6b66\u5668\u3068\u306a\u308a\u307e\u3059\u3002\u300cFact\u30c6\u30fc\u30d6\u30eb \/ Dimension\u30c6\u30fc\u30d6\u30eb\u3042\u308b\u3044\u306f\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u7d44\u307f\u7acb\u3066\u308b\u969b\u3001\u3088\u304f\u8a2d\u8a08\u3055\u308c\u305fRaw Vault\u3042\u308b\u3044\u306fBusiness Vault\u306e\u307f\u3092\u4f7f\u3046\u3088\u3046\u306b\u300d\u3068\u3044\u3063\u305f<a target=\"_blank\" href=\"https:\/\/www.yasuhisay.info\/entry\/2024\/07\/03\/102056\">\u5236\u7d04\u3092CI\/CD\u3067\u8868\u73fe<\/a>\u3067\u304d\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u5236\u7d04\u306fLLM Agent\u304c\u52dd\u624b\u306bBusiness Vault\u4ee5\u5916\u3067\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u3092\u65b0\u3057\u304f\u4f5c\u308a\u51fa\u3055\u306a\u3044\u3088\u3046\u306b\u3001\u3068\u3044\u3063\u305fSSoT\u3092\u5b88\u308b\u305f\u3081\u306e\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u306e\u5f79\u5272\u306b\u3082\u306a\u3063\u3066\u304a\u308a\u3001\u7d50\u679c\u3068\u3057\u3066\u3053\u306e\u6642\u4ee3\u306b\u975e\u5e38\u306b\u9069\u5408\u3057\u305f\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u304a\u3088\u3073\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/p>\n<p><iframe class=\"speakerdeck-iframe\" frameborder=\"0\" src=\"https:\/\/speakerdeck.com\/player\/1dcee2fe8b484f859900a5564cae878a?slide=40\" title=\"dbt\u958b\u767a with Claude Code\u306e\u305f\u3081\u306e\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u8a2d\u8a08\" allowfullscreen=\"true\" style=\"border: 0px; background: padding-box padding-box rgba(0, 0, 0, 0.1); margin: 0px; padding: 0px; border-radius: 6px; box-shadow: rgba(0, 0, 0, 0.2) 0px 5px 40px; width: 100%; height: auto; aspect-ratio: 560 \/ 315;\" data-ratio=\"1.7777777777777777\"><\/iframe><\/p>\n<p>\u307e\u305f\u3001LLM Agent\u81ea\u8eab\u304cData Vault\u306e\u3053\u3068\u3092\u3088\u304f\u77e5\u3063\u3066\u3044\u308b\u306e\u3082\u5f37\u307f\u306b\u306a\u308a\u307e\u3059\u3002\u6700\u8fd1\u767b\u5834\u3057\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f<a target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Knowledge_cutoff\">LLM\u306e\u77e5\u8b58\u306e\u30ab\u30c3\u30c8\u30aa\u30d5<\/a>\u4ee5\u524d\u3067\u306a\u3044\u3068\u60c5\u5831\u304c\u3042\u307e\u308a\u306a\u3044\u3001\u3068\u3044\u3046\u3053\u3068\u304c\u767a\u751f\u3057\u304c\u3061\u3067\u3059\u3002\u3057\u304b\u3057\u3001Data Vault\u306f\u521d\u7248\u304c\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f\u306e\u304c2001\u5e74\u30012.0\u306e\u767a\u8868\u3084<a target=\"_blank\" href=\"https:\/\/www.amazon.co.jp\/dp\/B015KKYFGO\/\">\u6559\u79d1\u66f8<\/a>\u306e\u51fa\u7248\u304c2013\u5e74\u30842015\u5e74\u306820\u5e74\u8fd1\u304f\u306e\u6b74\u53f2\u304c\u3042\u308a\u3001LLM\u81ea\u8eab\u304cData Vault\u306b\u975e\u5e38\u306b\u8a73\u3057\u3044\u3067\u3059\u3002\u67af\u308c\u305f\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u5229\u7528\u3057\u306a\u304c\u3089\u3001LLM Agent\u306e\u3088\u3046\u306a\u65b0\u3057\u3044\u6b66\u5668\u3082\u4f75\u7528\u3067\u304d\u308b\u306e\u306f\u975e\u5e38\u306b\u5fc3\u5f37\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"\u5c65\u6b74\u304c\u4f7f\u3044\u3084\u3059\u3044\">\u5c65\u6b74\u304c\u4f7f\u3044\u3084\u3059\u3044<\/h3>\n<p>Data Vault\u3092\u904b\u7528\u3057\u3066\u3044\u308b\u3068\u3001\u5c65\u6b74\u3092\u81ea\u7136\u3068\u6271\u3048\u308b\u306e\u306f\u5b09\u3057\u3044\u30dd\u30a4\u30f3\u30c8\u306e\u4e00\u3064\u3067\u3059\u3002\u30c7\u30fc\u30bf\u5206\u6790\u3092\u3059\u308b\u4e0a\u3060\u3068\u73fe\u5728\u5024\u306e\u307f\u3067\u306f\u4e0d\u5341\u5206\u306a\u30b1\u30fc\u30b9\u3082\u5f53\u7136\u3042\u308a\u307e\u3059\u3002Data Vault\u3067\u5c65\u6b74\u3068\u8a00\u3048\u3070Satellite\u304c\u601d\u3044\u6d6e\u304b\u3076\u4eba\u3082\u591a\u3044\u3068\u601d\u3044\u307e\u3059\u304c\u3001Hub\u3068Hub\u306e\u7d10\u4ed8\u3051\u306e\u5c65\u6b74\u3092\u8868\u73fe\u3059\u308bLink\u3082\u5c65\u6b74\u3092\u8868\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u5f53\u7136\u3042\u308b\u6642\u70b9\u3067\u306e\u30e6\u30fc\u30b6\u30fc\u3068\u5e97\u8217\u306e\u7d10\u4ed8\u3051\u3060\u3051\u3067\u3082\u6709\u7528\u3067\u3059\u304c\u3001\u4f8b\u3048\u3070\u30e6\u30fc\u30b6\u30fc\u3068\u5e97\u8217\u306eLink\u3067\u8003\u3048\u3066\u307f\u308b\u3068<\/p>\n<ul>\n<li>\u30e6\u30fc\u30b6\u30fc\u306f\u5f15\u8d8a\u3057\u306a\u3069\u3092\u8d77\u56e0\u306b\u5229\u7528\u3059\u308b\u5e97\u8217\u3092\u5909\u3048\u308b\u3053\u3068\u304c\u3042\u308b<\/li>\n<li>\u8ca9\u4fc3\u306e\u52b9\u679c\u3092\u6e2c\u5b9a(\u30d5\u30a1\u30cd\u30eb\u5206\u6790)\u3059\u308b\u306a\u3069\u306e\u6587\u8108\u3067\u3001\u5546\u54c1\u3092\u8cfc\u5165\u3057\u305f\u6642\u306e\u5e97\u8217\u3067\u306f\u306a\u304f\u3001\u30a2\u30d7\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u305f\u76f4\u5f8c\u306b\u7d10\u4ed8\u3051\u305f\u5e97\u8217\u306e\u60c5\u5831\u304c\u6b32\u3057\u3044\u3068\u304d\u304c\u3042\u308b<\/li>\n<li>\u3053\u306e\u5834\u5408\u306f\u30e6\u30fc\u30b6\u30fc\u3068\u5e97\u8217\u306e\u7d10\u4ed8\u3051(Link)\u306e\u4e2d\u3067\u6700\u53e4\u306e\u60c5\u5831\u304c\u6b32\u3057\u3044<\/li>\n<\/ul>\n<p>\u3068\u3044\u3063\u305f\u30b1\u30fc\u30b9\u3067\u5c65\u6b74\u304c\u5f79\u306b\u7acb\u3061\u307e\u3059\u3002<\/p>\n<p>\u7d10\u4ed8\u3051\u304c\u306a\u304f\u306a\u3063\u305f\u3001\u3068\u3044\u3063\u305f\u3053\u3068\u3092\u8868\u73fe\u3057\u305f\u3044\u5834\u5408\u3082\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u3002Data Vault\u306fRecord Tracking Satellite\u3068\u901a\u3058\u3066\u8868\u73fe\u3059\u308b\u30d1\u30bf\u30fc\u30f3\u304c\u3042\u308b\u306e\u3067\u3001\u7279\u306b\u56f0\u3089\u305a\u306b\u5c65\u6b74\u3092\u4efb\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<hr\/>\n<p>dbt\u3067\u5c65\u6b74\u3068\u8a00\u3048\u3070\u3001SCD Type2\u306e\u5f62\u5f0f\u3067\u5c65\u6b74\u304c\u4fdd\u5b58\u3067\u304d\u308b<a target=\"_blank\" href=\"https:\/\/docs.getdbt.com\/docs\/build\/snapshots\">dbt snapshot<\/a>\u3092\u4f7f\u3063\u3066\u3044\u308b\u4eba\u3082\u591a\u3044\u3068\u601d\u3044\u307e\u3059\u3002\u3082\u3061\u308d\u3093\u3001\u3053\u308c\u306f\u3053\u308c\u3067\u4fbf\u5229\u3067\u3059\u304c\u3001Data Vault\u304c\u4fdd\u6301\u3057\u3066\u3044\u308b\u5c65\u6b74\u306f\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u3057\u305f\u5f8c(Hub\u3084Link\u3068\u3057\u3066\u8868\u73fe\u3057\u305f\u5f8c)\u306e\u30c7\u30fc\u30bf\u306e\u305f\u3081\u3001\u53d6\u308a\u56de\u3057\u304c\u3057\u3084\u3059\u3044\u306e\u3082\u5229\u70b9\u3060\u306a\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"\u904b\u7528\u3059\u308b\u4e2d\u3067\u5de5\u592b\u304c\u5fc5\u8981\u306a\u70b9\">\u904b\u7528\u3059\u308b\u4e2d\u3067\u5de5\u592b\u304c\u5fc5\u8981\u306a\u70b9<\/h2>\n<p>\u3053\u3053\u307e\u3067\u306f\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u3067Data Vault\u3092\u904b\u7528\u3057\u3066\u3088\u304b\u3063\u305f\u70b9\u3092\u8a9e\u308a\u307e\u3057\u305f\u304c\u3001\u5f53\u7136\u904b\u7528\u3057\u3066\u3044\u308b\u3068\u96e3\u3057\u304b\u3063\u305f\u70b9\u3084\u5de5\u592b\u304c\u5fc5\u8981\u306a\u70b9\u3082\u3042\u308a\u307e\u3057\u305f\u3002\u305d\u3053\u306b\u3064\u3044\u3066\u3082\u89e6\u308c\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u30b9\u30ad\u30fc\u30de\u306b\u5f15\u3063\u3071\u3089\u308c\u306a\u3044\u3088\u3046\u306b\u3059\u308b\">\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u30b9\u30ad\u30fc\u30de\u306b\u5f15\u3063\u3071\u3089\u308c\u306a\u3044\u3088\u3046\u306b\u3059\u308b<\/h3>\n<p>\u524d\u8ff0\u3057\u305f\u3088\u3046\u306bData Vault\u306e\u809d\u306e\u4e00\u3064\u306bHub\u3084Link\u3068\u3044\u3063\u305f\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u5b58\u5728\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001Data Vault\u3067\u306e\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u6163\u308c\u3066\u3044\u306a\u3044\u4eba\u306f\u300c\u30b9\u30ad\u30fc\u30de\u304c\u3053\u3046\u306a\u3063\u3066\u3044\u308b\u304b\u3089&#8230;\u300d\u3068\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u5f15\u3063\u3071\u3089\u308c\u3066\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u3057\u3066\u3057\u307e\u3046\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b1\u30fc\u30b9\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u5074\u306e\u30b9\u30ad\u30fc\u30de\u306e\u30e2\u30c7\u30ea\u30f3\u30b0\u304c\u305d\u3082\u305d\u3082\u3088\u304f\u306a\u3044\u5834\u5408\u304c\u3042\u308b\n<ul>\n<li>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u5074\u306e\u751f\u6210\u8005\u3082\u628a\u63e1\u306f\u3057\u3066\u3044\u308b\u304c\u3001\u6b74\u53f2\u7684\u7d4c\u7def\u306a\u3069\u3067\u4fee\u6b63\u304c\u96e3\u3057\u3044\u5834\u5408\u304c\u3042\u308b<\/li>\n<li>\u30c7\u30fc\u30bf\u5206\u6790\u5074\u306e\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3082\u305d\u308c\u306b\u5f15\u3063\u3071\u3089\u308c\u308b\u306e\u306f\u3088\u304f\u306a\u3044<\/li>\n<li>\u30c7\u30fc\u30bf\u5206\u6790\u3067\u4f7f\u3044\u3084\u3059\u3044\u5f62\u306b\u30e2\u30c7\u30ea\u30f3\u30b0\u3057\u306a\u304a\u3059\u306e\u304c\u3088\u3044\n<ul>\n<li>\u96e3\u3057\u3044\u5834\u5408\u3082\u3082\u3061\u308d\u3093\u3042\u308a\u5f97\u308b\u306e\u3067\u3001\u305d\u306e\u5834\u5408\u306f\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u751f\u6210\u8005\u3068\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u53d6\u308a\u306b\u884c\u304f\u306e\u3082\u91cd\u8981<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u5074\u304c\u975e\u6b63\u898f\u5316\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308b\n<ul>\n<li>RDBMS\u3067\u306f\u306a\u3044\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9(\u4f8b: Firestore)\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u975e\u6b63\u898f\u5316\u3055\u308c\u305f\u72b6\u614b\u3067\u30ec\u30b3\u30fc\u30c9\u304c\u5165\u3063\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\n<ul>\n<li>\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u51fa\u3059\u305f\u3081\u3001\u306a\u3069\u69d8\u3005\u306a\u7406\u7531\u304c\u8003\u3048\u3089\u308c\u307e\u3059<\/li>\n<\/ul>\n<\/li>\n<li>\u3053\u306e\u72b6\u614b\u306e\u30c6\u30fc\u30d6\u30eb\u3092Data Vault\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u3088\u3046\u3068\u3059\u308b\u3068\u3001\u3046\u307e\u304f\u884c\u304b\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u3067\u3059<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u3053\u3046\u3044\u3063\u305f\u30b1\u30fc\u30b9\u306f\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u30c6\u30fc\u30d6\u30eb\u3092\u9069\u5ea6\u306b\u6b63\u898f\u5316\u3057\u305f\u4e0a\u3067\u3001Hub\u3084Link\u306f\u4f55\u304b(\u30c7\u30fc\u30bf\u5206\u6790\u3067\u5fc5\u8981\u306aEntity\u3084\u30d3\u30b8\u30cd\u30b9\u30d7\u30ed\u30bb\u30b9\u306f\u4f55\u304b)\u3092\u898b\u6975\u3081\u3066\u3044\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u7c21\u5358\u3067\u306f\u306a\u3044\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u3053\u3067\u624b\u3092\u629c\u3044\u3066\u3057\u307e\u3046\u3068\u5f8c\u6bb5\u306e\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30e2\u30c7\u30ea\u30f3\u30b0\u3084\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3078\u306e\u5f71\u97ff\u304c\u5927\u304d\u304f\u51fa\u3066\u3057\u307e\u3046\u305f\u3081\u3001\u8e0f\u3093\u3070\u3063\u3066\u9811\u5f35\u308b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"\u3059\u3067\u306b\u904b\u7528\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u3068\u306e\u4ed8\u304d\u5408\u3044\u65b9\">\u3059\u3067\u306b\u904b\u7528\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u3068\u306e\u4ed8\u304d\u5408\u3044\u65b9<\/h3>\n<p>\u300cData Vault\u306f\u8208\u5473\u3042\u308b\u3051\u3069\u3001\u3059\u3067\u306b\u904b\u7528\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u57fa\u76e4\u3082\u3042\u308b\u3057\u3001\u30d5\u30eb\u30b9\u30af\u30e9\u30c3\u30c1\u3067\u4f5c\u308a\u76f4\u3059\u308f\u3051\u306b\u3082\u3044\u304b\u306a\u3044\u304b\u3089\u306a\u3041&#8230;\u300d\u3068\u3044\u3046\u5f62\u3067Data Vault\u306b\u624b\u3092\u51fa\u305b\u306a\u3044\u3001\u3068\u3044\u3046\u65b9\u3082\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u6211\u3005\u306e\u30b1\u30fc\u30b9\u3082\u3053\u308c\u3068\u540c\u3058\u3067\u3001\u3059\u3067\u306b\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u304c\u904b\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u591a\u6570\u306e\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3084adhoc\u306a\u30c6\u30fc\u30d6\u30eb\u304c\u5b58\u5728\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u3053\u3046\u3057\u305f\u72b6\u6cc1\u306f\u3042\u308b\u610f\u5473\u30c1\u30e3\u30f3\u30b9\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u3059\u3067\u306b\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u3001\u305d\u306e\u4e2d\u306bEntity\u3084\u30d3\u30b8\u30cd\u30b9\u30d7\u30ed\u30bb\u30b9\u304c\u8868\u73fe\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3082\u591a\u3044\u305f\u3081\u3067\u3059\u3002\u305d\u308c\u3089\u3092Data Vault\u306e\u8868\u73fe(Hub \/ Link \/ Satellite)\u3068\u3057\u3066\u8868\u73fe\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u95a2\u9023\u3059\u308b\u30de\u30fc\u30c8\u304c\u5b58\u5728\u3059\u308b\u72b6\u614b\u3067\u3042\u308c\u3070\u3001Hub\u3084Link\u306e\u8a2d\u8a08\u304c\u3088\u3044\u3082\u306e\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3092\u5f53\u3066\u306f\u3081\u306a\u304c\u3089\u8003\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305d\u3046\u3057\u3066\u4f5c\u3063\u305f\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u5143\u306b\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u30ea\u30d5\u30a1\u30af\u30bf\u30ea\u30f3\u30b0(\u30c7\u30fc\u30bf\u6d3b\u7528\u8005\u3078\u306e\u30a4\u30f3\u30d5\u30a1\u30fc\u30d5\u30a7\u30a4\u30b9\u306f\u5909\u3048\u305a\u3001\u5185\u90e8\u306e\u30ed\u30b8\u30c3\u30af\u3092Data Vault\u3078\u7f6e\u304d\u63db\u3048\u3066\u30c7\u30fc\u30bf\u54c1\u8cea\u3092\u62c5\u4fdd\u3057\u3084\u3059\u304f\u3059\u308b)\u3057\u3066\u3044\u3051\u3070\u3001\u5f90\u3005\u306bData Vault\u3078\u306e\u79fb\u884c\u304c\u53ef\u80fd\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u306b\u6563\u3089\u3070\u3063\u305f\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u3092Business Vault\u306b\u96c6\u7d04\u3059\u308c\u3070SSoT\u306e\u62c5\u4fdd\u3082\u3057\u3084\u3059\u304f\u3001\u65b0\u898f\u306b\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u4f5c\u308b\u6642\u306b\u3082\u5fc3\u5f37\u3044\u5b58\u5728\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3082\u3061\u308d\u3093\u3001\u5168\u3066\u306e\u30c6\u30fc\u30d6\u30eb\u3092Data Vault\u3067\u4f5c\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u672c\u5f53\u306b\u77ed\u547d\u3067\u30c7\u30fc\u30bf\u54c1\u8cea\u304c\u4fdd\u8a3c\u3055\u308c\u3066\u3044\u308b\u5fc5\u8981\u304c\u306a\u3044\u3082\u306e\u3067\u3042\u308c\u3070Data Vault\u3092\u7d4c\u7531\u3059\u308b\u5fc5\u8981\u3082\u306a\u3044\u3067\u3057\u3087\u3046\u3002\u91cd\u8981\u306a\u306e\u306f\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u8005\u5074\u3068\u306e\u671f\u5f85\u5024\u3068\u306e\u4e56\u96e2\u304c\u306a\u3044\u304b\u3001\u3067\u3059\u300210X\u3067\u306f\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u671f\u5f85\u5024\u3092Data Reliability Level\u3068\u3057\u3066\u5b9a\u7fa9\u3092\u3057\u3066\u304a\u308a\u3001\u4f8b\u3048\u3070\u300cTrusted\u306e\u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u306fData Vault\u3092\u901a\u3058\u3066\u9069\u5207\u306b\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3055\u308c\u305f\u3082\u306e\u306e\u307f\u3092\u4f7f\u3063\u3066\u69cb\u7bc9\u3059\u308b\u300d\u306a\u3069\u306e\u6fc3\u6de1\u3092\u4ed8\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><iframe class=\"speakerdeck-iframe\" frameborder=\"0\" src=\"https:\/\/speakerdeck.com\/player\/95cf006ad47a4e1fba3afa9e870cb2c2?slide=31\" title=\"10X\u3067\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u5909\u9077\u3068\u3053\u308c\u304b\u3089: \u30c7\u30fc\u30bf\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u306e\u30ea\u30a2\u30eb \u301cBtoB\u4f01\u696d3\u793e\u306e\u6b69\u307f\u3068\u3053\u308c\u304b\u3089\u301c\" allowfullscreen=\"true\" style=\"border: 0px; background: padding-box padding-box rgba(0, 0, 0, 0.1); margin: 0px; padding: 0px; border-radius: 6px; box-shadow: rgba(0, 0, 0, 0.2) 0px 5px 40px; width: 100%; height: auto; aspect-ratio: 560 \/ 315;\" data-ratio=\"1.7777777777777777\"><\/iframe><\/p>\n<p>Data Vault\u3067\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3059\u3079\u304d\u5bfe\u8c61\u304c\u591a\u304f\u3001\u3069\u3046\u3044\u3063\u305f\u512a\u5148\u9806\u4f4d\u3067\u3084\u308b\u3079\u304d\u304b\u3092\u8ff7\u3046\u30b1\u30fc\u30b9\u3082\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u3002\u3053\u3046\u3044\u3063\u305f\u512a\u5148\u9806\u4f4d\u306e\u4ed8\u3051\u65b9\u306f<a target=\"_blank\" href=\"https:\/\/www.kodansha.co.jp\/book\/products\/0000380716\">\u30a2\u30b8\u30e3\u30a4\u30eb\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0<\/a>\u306a\u3069\u3067\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u304c\u7d39\u4ecb\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u308c\u3092\u53c2\u8003\u306b\u3067\u304d\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f<\/p>\n<ul>\n<li>\u30a4\u30d9\u30f3\u30c8\u30de\u30c8\u30ea\u30c3\u30af\u30b9\u3084\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30de\u30c8\u30ea\u30c3\u30af\u30b9\u3092\u4f5c\u308b<\/li>\n<li>\u305d\u308c\u3089\u3092\u5143\u306b\u91cd\u8981\u5ea6\u3092\u8a08\u7b97\u3059\u308b\n<ul>\n<li>\u91cd\u8981\u5ea6\u306e\u8a08\u7b97\u65b9\u6cd5\u306f\u66f8\u7c4d\u306e4.3\u7bc0\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044<\/li>\n<\/ul>\n<\/li>\n<li>\u91cd\u8981\u3068\u5224\u65ad\u3055\u308c\u305f\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30f3 \/ \u30a4\u30d9\u30f3\u30c8\u306b\u7d10\u4ed8\u304fHub\u3084Link\u3092\u512a\u5148\u7684\u306b\u5b9f\u88c5\u3059\u308b<\/li>\n<\/ul>\n<p>\u3068\u3044\u3063\u305f\u5177\u5408\u3067\u3059\u3002<\/p>\n<p><iframe class=\"speakerdeck-iframe\" frameborder=\"0\" src=\"https:\/\/speakerdeck.com\/player\/bd465c5f42a94c5989d0baaa2ffe35b1?slide=37\" title=\"30\u5206\u3067\u308f\u304b\u308b\u300e\u30a2\u30b8\u30e3\u30a4\u30eb\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u300f\" allowfullscreen=\"true\" style=\"border: 0px; background: padding-box padding-box rgba(0, 0, 0, 0.1); margin: 0px; padding: 0px; border-radius: 6px; box-shadow: rgba(0, 0, 0, 0.2) 0px 5px 40px; width: 100%; height: auto; aspect-ratio: 560 \/ 315;\" data-ratio=\"1.7777777777777777\"><\/iframe><\/p>\n<p><iframe class=\"speakerdeck-iframe\" frameborder=\"0\" src=\"https:\/\/speakerdeck.com\/player\/bd465c5f42a94c5989d0baaa2ffe35b1?slide=38\" title=\"30\u5206\u3067\u308f\u304b\u308b\u300e\u30a2\u30b8\u30e3\u30a4\u30eb\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u300f\" allowfullscreen=\"true\" style=\"border: 0px; background: padding-box padding-box rgba(0, 0, 0, 0.1); margin: 0px; padding: 0px; border-radius: 6px; box-shadow: rgba(0, 0, 0, 0.2) 0px 5px 40px; width: 100%; height: auto; aspect-ratio: 560 \/ 315;\" data-ratio=\"1.7777777777777777\"><\/iframe><\/p>\n<p><iframe class=\"speakerdeck-iframe\" frameborder=\"0\" src=\"https:\/\/speakerdeck.com\/player\/bd465c5f42a94c5989d0baaa2ffe35b1?slide=40\" title=\"30\u5206\u3067\u308f\u304b\u308b\u300e\u30a2\u30b8\u30e3\u30a4\u30eb\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u300f\" allowfullscreen=\"true\" style=\"border: 0px; background: padding-box padding-box rgba(0, 0, 0, 0.1); margin: 0px; padding: 0px; border-radius: 6px; box-shadow: rgba(0, 0, 0, 0.2) 0px 5px 40px; width: 100%; height: auto; aspect-ratio: 560 \/ 315;\" data-ratio=\"1.7777777777777777\"><\/iframe><\/p>\n<h3 id=\"Data-Vault\u306e\u8a2d\u8a08\u3092\u3067\u304d\u308b\u30e1\u30f3\u30d0\u30fc\u3092\u30c1\u30fc\u30e0\u5185\u3067\u3069\u3046\u5897\u3084\u3059\u304b\">Data Vault\u306e\u8a2d\u8a08\u3092\u3067\u304d\u308b\u30e1\u30f3\u30d0\u30fc\u3092\u30c1\u30fc\u30e0\u5185\u3067\u3069\u3046\u5897\u3084\u3059\u304b<\/h3>\n<p>\u300c\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3084Hub \/ Link \/ Satellite\u306e\u8a2d\u8a08\u304c\u91cd\u8981\u306a\u306e\u306f\u5206\u304b\u3063\u305f\u3002\u3058\u3083\u3042\u3001\u305d\u308c\u3092\u3067\u304d\u308b\u4eba\u3092\u30c1\u30fc\u30e0\u5185\u306b\u3069\u3046\u3084\u3063\u3066\u5897\u3084\u3059\u304b?\u300d\u306f\u60a9\u307e\u3057\u3044\u554f\u984c\u3067\u3059\u3002\u300c\u9280\u306e\u5f3e\u4e38\u306f\u5b58\u5728\u3057\u306a\u3044\u306e\u3067\u3001\u5730\u9053\u306b\u3084\u3063\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u300d\u306f\u5b9f\u308a\u304c\u3042\u307e\u308a\u306b\u5c11\u306a\u3044\u306e\u3067\u3001\u30c1\u30fc\u30e0\u5185\u3067\u8a66\u884c\u932f\u8aa4\u3057\u305f\u3053\u3068\u3092\u66f8\u3044\u3066\u304a\u304d\u307e\u3059<a target=\"_blank\" href=\"#f-508d6aee\" id=\"fn-508d6aee\" name=\"fn-508d6aee\" title=\"\u524d\u63d0\u3092\u66f8\u3044\u3066\u304a\u304d\u307e\u3059\u304c\u300c\u5168\u54e1Data Vault\u306e\u7d4c\u9a13\u304c\u3042\u3063\u305f\u300d\u306e\u3088\u3046\u306a\u30c1\u30fc\u30c8\u30c1\u30fc\u30e0\u3067\u306f\u306a\u3044\u3067\u3059\u3002\u30a2\u30ca\u30ea\u30b9\u30c8\u306e\u7d4c\u9a13\u306e\u307f\u304c\u3042\u3063\u3066\u3001Analytics Engineer\u306b\u306a\u3063\u3066\u304b\u3089\u521d\u3081\u3066Data Vault\u306b\u89e6\u308c\u305f\u3068\u3044\u3046\u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u3082\u3044\u307e\u3059\">*2<\/a>\u3002<\/p>\n<p>\u307e\u305a\u3001\u30da\u30a2\u30d7\u30ed\u3068\u3044\u3046\u304b\u3001\u30da\u30a2\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u6642\u9593\u3092\u610f\u56f3\u7684\u306b\u5897\u3084\u3057\u307e\u3057\u305f\u3002\u3044\u304d\u306a\u308a\u30da\u30a2\u3067\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u3084\u308b\u5834\u5408\u3082\u3042\u308c\u3070\u3001\u53e9\u304d\u53f0\u3068\u306a\u308b\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u4f5c\u3063\u3066\u304d\u3066\u3082\u3089\u3063\u3066\u540c\u671f\u7684\u306b\u30ec\u30d3\u30e5\u30fc\u3084\u6539\u5584\u3092\u3057\u3066\u3044\u304f\u306a\u3069\u3001\u3084\u308a\u65b9\u306f\u69d8\u3005\u3067\u3059\u3002\u3053\u306e\u4f1a\u306e\u3088\u3044\u3068\u3053\u308d\u306f\u8272\u3005\u306a\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u8003\u616e\u3067\u304d\u3001\u305d\u308c\u305e\u308c\u306e\u30e1\u30ea\u30c3\u30c8 \/ \u30c7\u30e1\u30ea\u30c3\u30c8\u3092\u8003\u616e\u3057\u305f\u4e0a\u3067\u306a\u305c\u6700\u7d42\u7684\u306a\u6c7a\u5b9a\u307e\u3067\u81f3\u3063\u305f\u304b\u3092\u5171\u6709\u3067\u304d\u308b\u3068\u3053\u308d\u306b\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u300210X\u3067\u306f<a target=\"_blank\" href=\"https:\/\/whimsical.com\">whimsical<\/a>\u306e\u3088\u3046\u306a\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u3044\u307e\u3059\u304c\u3001<a target=\"_blank\" href=\"https:\/\/miro.com\/\">Miro<\/a>\u3067\u3082Markdown\u306bMermaid\u8a18\u6cd5\u3067\u3082\u4f55\u3067\u3082\u3088\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u5f8c\u306f\u8a2d\u8a08\u3057\u305f\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u5b9f\u969b\u306bPull Request\u3067\u30b3\u30fc\u30c9\u306b\u843d\u3068\u3057\u8fbc\u307f\u307e\u3059\u3002\u4e00\u6c17\u306b\u4f5c\u308b\u3068\u3001\u30b3\u30fc\u30c9\u91cf\u304c\u591a\u304f\u306a\u3063\u305f\u308a\u3001\u8b70\u8ad6\u304c\u53ce\u675f\u3057\u306a\u3044\u5834\u5408\u3082\u3042\u308b\u306e\u3067<\/p>\n<ul>\n<li>\u30b9\u30c6\u30c3\u30d71: raw_stage \/ stage \/ raw_vault \/ business vault\u3092\u4f5c\u6210\n<ul>\n<li>business vault\u306e\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u304c\u6df7\u307f\u5408\u3046\u5834\u5408\u306b\u306fPull Request\u3092\u5206\u5272\u3059\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059<\/li>\n<li>\u305d\u306e\u5834\u5408\u306fdbt\u306e<a target=\"_blank\" href=\"https:\/\/docs.getdbt.com\/docs\/build\/unit-tests\">Unit tests<\/a>\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3082\u5897\u3048\u3066\u304d\u307e\u3057\u305f\n<ul>\n<li>\u3069\u3046\u3044\u3063\u305f\u30c6\u30b9\u30c8\u3092\u3059\u3079\u304d\u304b\u3082\u3069\u3053\u304b\u306b\u307e\u3068\u3081\u305f\u3044\u3067\u3059\u304c\u3001\u305d\u308c\u306f\u307e\u305f\u5225\u306e\u6a5f\u4f1a\u306b&#8230;<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u30b9\u30c6\u30c3\u30d72: fact \/ dimension \/ mart\u3092\u4f5c\u6210<\/li>\n<\/ul>\n<p>\u3068\u3044\u3063\u305f\u30b9\u30c6\u30c3\u30d7\u306b\u5206\u5272\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\n<p>\u30b9\u30c6\u30c3\u30d7\u3067\u3044\u3046\u3068\u3001\u30b9\u30c6\u30c3\u30d71\u304c\u8ad6\u70b9\u304c\u591a\u304f\u306a\u308a\u304c\u3061\u3067\u3001\u30b9\u30c6\u30c3\u30d71\u304c\u3046\u307e\u304f\u3044\u3063\u3066\u3044\u308b\u3068\u30b9\u30c6\u30c3\u30d72\u3082\u3046\u307e\u304f\u3044\u304f\u3001\u3068\u3044\u3046\u30d1\u30bf\u30fc\u30f3\u304c\u591a\u3044\u3067\u3059\u3002\u300c\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u6163\u308c\u3066\u3044\u306a\u3044\u4eba\u306f\u30b9\u30c6\u30c3\u30d72\u3092\u5148\u306b\u7d4c\u9a13\u3057\u3066\u3082\u3089\u3063\u3066\u300d\u3068\u3044\u3046\u306e\u306f\u3001\u5272\u3068\u6c17\u3092\u4ed8\u3051\u308b\u3079\u304d\u30d1\u30bf\u30fc\u30f3\u304b\u306a\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002\u30b9\u30c6\u30c3\u30d72\u306f\u51fa\u6765\u4e0a\u304c\u3063\u305f\u30d1\u30fc\u30c4\u3092\u7d44\u307f\u7acb\u3066\u308b\u5f62\u306b\u306a\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u95a2\u3059\u308b\u7d4c\u9a13\u5024\u304c\u3042\u307e\u308a\u8caf\u307e\u3089\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002\u6642\u9593\u304c\u304b\u304b\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u30b9\u30c6\u30c3\u30d71\u304b\u3089\u9811\u5f35\u3063\u3066\u3084\u3063\u3066\u3082\u3089\u3046\u3001\u3068\u3044\u3046\u306e\u304c\u79c1\u306f\u30aa\u30b9\u30b9\u30e1\u304b\u306a\u3068\u601d\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Data Vault\u3092\u30d9\u30fc\u30b9\u306b\u3057\u305f\u30c7\u30fc\u30bf\u57fa\u76e4\u304c\u3042\u308b\u7a0b\u5ea6\u67af\u308c\u3066\u304f\u308b\u3068\u3001\u65b0\u898f\u306b\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u3092\u3059\u308b\u6a5f\u4f1a\u304c\u5b9f\u306f\u305d\u308c\u307b\u3069\u983b\u7e41\u306b\u306a\u3044(=\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u5b66\u7fd2\u306e\u6a5f\u4f1a\u304c\u5c11\u306a\u3044)\u3068\u3044\u3046\u8ab2\u984c\u306b\u3076\u3061\u5f53\u305f\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u5834\u5408\u3001\u904e\u53bb\u306e\u5b9f\u88c5\u6642\u306e\u8b70\u8ad6\u3084\u8ad6\u70b9\u304c\u3042\u3063\u305fPull Request\u3092<a target=\"_blank\" href=\"https:\/\/blog.pokutuna.com\/entry\/oss-sightseeing-spots\">\u89b3\u5149\u540d\u6240<\/a>\u3068\u3057\u3066\u6848\u5185\u3059\u308b\u52c9\u5f37\u4f1a\u3092\u30c1\u30fc\u30e0\u5185\u3067\u958b\u50ac\u3057\u307e\u3057\u305f\u3002\u4e0b\u8a18\u306e\u30a8\u30f3\u30c8\u30ea\u306f\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30e2\u30c7\u30ea\u30f3\u30b0\u306e\u30bf\u30a4\u30c8\u30eb\u306b\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u5b9f\u969b\u306b\u306fData Vault\u306b\u95a2\u3059\u308b\u5185\u5bb9\u3082\u304b\u306a\u308a\u8b70\u8ad6\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fproduct.10x.co.jp%2Fentry%2F2024%2F05%2F08%2F122512\" title=\"\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb\u30e2\u30c7\u30ea\u30f3\u30b0\u52c9\u5f37\u4f1a\u3092\u5b9f\u65bd\u3057\u307e\u3057\u305f - 10X Product Blog\" class=\"embed-card embed-blogcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 190px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><\/p>\n<h3 id=\"full-refresh\u3068\u3069\u3046\u5411\u304d\u5408\u3046\u304b\">full-refresh\u3068\u3069\u3046\u5411\u304d\u5408\u3046\u304b<\/h3>\n<p>Data Vault\u81ea\u4f53\u306f\u524d\u8ff0\u3057\u305f\u3088\u3046\u306b\u5c65\u6b74\u3092\u6271\u3048\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u7a00\u306b\u5c65\u6b74\u3092\u6d88\u3057\u305f\u4e0a\u3067\u4f5c\u308a\u76f4\u3055\u306a\u3044\u3068\u3044\u3051\u306a\u3044\u5834\u9762(dbt\u3067\u3044\u3046\u3068\u3053\u308d\u306e<a target=\"_blank\" href=\"https:\/\/docs.getdbt.com\/reference\/resource-configs\/full_refresh\">full-refresh<\/a>\u3057\u306a\u3044\u3068\u3044\u3051\u306a\u3044\u5834\u9762)\u306b\u5411\u304d\u5408\u3046\u5fc5\u8981\u304c\u3042\u3063\u305f\u306e\u3067\u3001\u305d\u308c\u306b\u3064\u3044\u3066\u3082\u66f8\u3044\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u306f10X\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u90fd\u5408\u304c\u3069\u3046\u306a\u3063\u3066\u3044\u308b\u304b\u3082\u95a2\u308f\u3063\u3066\u304f\u308b\u305f\u3081\u3001\u7c21\u5358\u306b\u6574\u7406\u3057\u307e\u3059\u3002\u5927\u304d\u304f\u5206\u3051\u308b\u3068\u3001\u4ee5\u4e0b\u306e2\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>1: Firestore\n<ul>\n<li>\u6211\u3005\u306e\u4e2d\u5fc3\u3068\u306a\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3001\u9867\u5ba2 \/ \u5e97\u8217 \/ \u6ce8\u6587 \/ &#8230; \/ etc\u306b\u95a2\u3059\u308b\u60c5\u5831\u304c\u4fdd\u5b58\u3055\u308c\u3066\u3044\u307e\u3059<\/li>\n<li>\u6bce\u65e5Firestore\u306e\u73fe\u5728\u306e\u72b6\u614b\u3092GCS\u306b\u66f8\u304d\u51fa\u3057\u3001BigQuery\u306b\u53d6\u308a\u8fbc\u3080\u30d0\u30c3\u30c1\u304c\u52d5\u3044\u3066\u3044\u307e\u3059\n<ul>\n<li>CDC\u306e\u3088\u3046\u306a\u4ed5\u7d44\u307f\u3067\u306f\u306a\u304f\u3001\u6d17\u3044\u66ff\u3048\u306b\u8fd1\u3044\u5f62\u3067\u53d6\u308a\u8fbc\u3093\u3067\u3044\u307e\u3059<\/li>\n<\/ul>\n<\/li>\n<li>\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u3067\u306f\u3001BigQuery\u306b\u53d6\u308a\u8fbc\u307e\u308c\u305f\u30c6\u30fc\u30d6\u30eb\u3092\u53c2\u7167\u3057\u3066\u3044\u307e\u3059<\/li>\n<\/ul>\n<\/li>\n<li>2:<a target=\"_blank\" href=\"https:\/\/firebase.google.com\/docs\/analytics?hl=ja\"> Google Analytics for Firebase<\/a>\n<ul>\n<li>Firebase\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u5834\u5408\u306b\u4f7f\u3048\u308bGoogle Analytics\u3068\u601d\u3063\u3066\u307b\u307c\u554f\u984c\u3042\u308a\u307e\u305b\u3093<\/li>\n<li>\u300c\u30ab\u30fc\u30c8\u306b\u5546\u54c1\u3092\u8ffd\u52a0\u3057\u305f\u300d\u300c\u901a\u77e5\u306e\u753b\u9762\u3092\u30bf\u30c3\u30d7\u3057\u305f\u300d\u306a\u3069\u306e\u30a4\u30d9\u30f3\u30c8\u306b\u8d77\u56e0\u3059\u308b\u30ec\u30b3\u30fc\u30c9\u3092\u4fdd\u5b58\u3057\u307e\u3059<\/li>\n<li>\u30a4\u30d9\u30f3\u30c8\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u304c\u307b\u307cDaily\u3067<a target=\"_blank\" href=\"https:\/\/firebase.google.com\/docs\/projects\/bigquery-export?hl=ja\">BigQuery\u306bexport\u3067\u304d\u308b<\/a>\u305f\u3081\u3001\u305d\u308c\u3092\u5229\u7528\u3057\u3066\u3044\u307e\u3059<\/li>\n<li>\u57fa\u672c\u7684\u306b\u306fappend-only\u306a\u5f62\u3067\u30c7\u30fc\u30bf\u304c\u66f8\u304d\u8fbc\u307e\u308c\u307e\u3059<a target=\"_blank\" href=\"#f-854a6d74\" id=\"fn-854a6d74\" name=\"fn-854a6d74\" title=\"\u7a00\u306b\u6570\u65e5\u524d\u306e\u30ec\u30b3\u30fc\u30c9\u304c\u66f8\u304d\u5909\u308f\u308b\u5834\u5408\u304c\u3042\u308a\u3048\u307e\u3059\">*3<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>1\u30682\u306eData Vault\u3078\u306e\u53d6\u308a\u8fbc\u307f\u306f\u6bce\u671d\u306edbt\u306e\u30d0\u30c3\u30c1\u3067\u884c\u306a\u3063\u3066\u304a\u308a\u3001Data Vault\u306b\u5bfe\u3059\u308b<code>load_timestamp<\/code>\u306fdbt\u306e\u5b9f\u884c\u6642\u9593\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3057\u305f(\u5177\u4f53\u7684\u306b\u306f<code>load_timestamp: \"timestamp('{{ run_started_at }}')\"<\/code>)\u3002<\/p>\n<p>\u3053\u3046\u3057\u305f\u524d\u63d0\u306e\u5143\u3067\u3001\u305d\u308c\u305e\u308c\u306e\u30b1\u30fc\u30b9\u3067\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5c65\u6b74\u306e\u518d\u69cb\u6210\u3092\u8feb\u3089\u308c\u308b\u5834\u9762\u304c\u7a00\u306b\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>1: Firestore\n<ul>\n<li>Hub\u306e\u8a2d\u8a08\u304c\u3088\u304f\u306a\u304f\u3001\u30cf\u30c3\u30b7\u30e5\u30ad\u30fc\u3092\u69cb\u6210\u3059\u308b\u306e\u306b\u5fc5\u8981\u306a\u30d3\u30b8\u30cd\u30b9\u30ad\u30fc\u3092\u8003\u616e\u3067\u304d\u3066\u3044\u306a\u304b\u3063\u305f\u30b1\u30fc\u30b9<\/li>\n<\/ul>\n<\/li>\n<li>2: Google Analytics for Firebase\n<ul>\n<li>\u30c6\u30b9\u30c8\u7528\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u5165\u3063\u3066\u3057\u307e\u3063\u3066\u304a\u308a\u3001\u53d6\u308a\u9664\u304d\u305f\u3044\u30b1\u30fc\u30b9\n<ul>\n<li>\u5f8c\u6bb5\u3067\u6bce\u56de\u540c\u3058\u3088\u3046\u306a\u30d5\u30a3\u30eb\u30bf\u51e6\u7406\u3092\u66f8\u304d\u305f\u304f\u306a\u3044<\/li>\n<\/ul>\n<\/li>\n<li>\u7279\u5b9a\u306e\u30a4\u30d9\u30f3\u30c8\u3092\u53d6\u308a\u8fbc\u307f\u5fd8\u308c\u3066\u3044\u3066\u3001\u5f8c\u304b\u3089\u8ffd\u52a0\u3057\u305f\u3044\u30b1\u30fc\u30b9<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u3053\u3046\u3044\u3063\u305f\u30b1\u30fc\u30b9\u3067\u306a\u305cfull-refresh\u3092\u4f34\u306a\u3046\u5c65\u6b74\u306e\u518d\u69cb\u6210\u304c\u5fc5\u8981\u306b\u306a\u3063\u305f\u304b\u3067\u3059\u304c\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30af\u30a8\u30ea\u304c\u554f\u984c\u306b\u306a\u3063\u305f\u304b\u3089\u3067\u3059\u3002<code>t_link_event<\/code>\u306e<code>load_timestamp<\/code>\u3092<code>sat_user<\/code>\u3084<code>sat_shop<\/code>\u306e<code>load_timestamp<\/code>\u3067\u631f\u307f\u8fbc\u3080\u3088\u3046\u306a\u30b1\u30fc\u30b9\u3067\u3059\u3002<\/p>\n<pre class=\"code lang-sql\" data-lang=\"sql\" data-unlink=\"\"><span class=\"synSpecial\">from<\/span> t_link_event\n<span class=\"synSpecial\">left<\/span> <span class=\"synSpecial\">outer<\/span> <span class=\"synSpecial\">join<\/span>\n    sat_user\n    <span class=\"synSpecial\">on<\/span> t_link_event.user_hk = sat_user.user_hk\n    <span class=\"synStatement\">and<\/span> t_link_event.load_timestamp &gt;= sat_user.load_timestamp\n    <span class=\"synStatement\">and<\/span> t_link_event.load_timestamp left <span class=\"synSpecial\">outer<\/span> <span class=\"synSpecial\">join<\/span>\n    sat_shop\n    <span class=\"synSpecial\">on<\/span> t_link_event.shop_hk = sat_shop.shop_hk\n    <span class=\"synStatement\">and<\/span> t_link_event.load_timestamp &gt;= sat_shop.load_timestamp\n    <span class=\"synStatement\">and<\/span> t_link_event.load_timestamp \n\n\n<p>\u3053\u306e\u30af\u30a8\u30ea\u306f\u300cFirestore\u3082Google Analytics for Firebase\u3082\u6bce\u671d\u306edbt\u306e\u30d0\u30c3\u30c1\u3067\u53d6\u308a\u8fbc\u307e\u308c\u3001Data Vault\u306b\u5bfe\u3059\u308b<code>load_timestamp<\/code>\u306fdbt\u306e\u5b9f\u884c\u6642\u9593\u304c\u6307\u5b9a\u3055\u308c\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u524d\u63d0\u304c\u6e80\u305f\u3055\u308c\u3066\u521d\u3081\u3066\u6210\u7acb\u3059\u308b\u30af\u30a8\u30ea\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001<code>t_link_event<\/code>\u306e\u307f\u518d\u69cb\u6210\u3084<code>sat_user<\/code>\u3084<code>sat_shop<\/code>\u306e\u307f\u518d\u69cb\u6210\u3067\u306f\u524d\u63d0\u304c\u6e80\u305f\u3055\u308c\u305a\u3001\u30af\u30a8\u30ea\u7d50\u679c\u306f\u7a7a\u306b\u306a\u308a\u3053\u308c\u306f\u610f\u56f3\u3057\u305f\u7d50\u679c\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n<p>\u7279\u306bFirebase\u306e\u5834\u5408\u3001\u73fe\u5728\u6642\u70b9\u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3057\u304b\u5b58\u5728\u3057\u306a\u3044\u305f\u3081\u3001full-refresh\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u904e\u53bb\u6642\u70b9\u306e\u5c65\u6b74\u306f\u3082\u3046\u4e8c\u5ea6\u3068\u624b\u306b\u5165\u308c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n<hr\/>\n\n<p>\u3053\u3046\u3057\u305f\u30b1\u30fc\u30b9\u3078\u306e\u5bfe\u5fdc\u7b56\u306f\u3044\u304f\u3064\u304b\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n<p>\u307e\u305a\u4e00\u3064\u76ee\u306f\u8a2d\u8a08\u6f0f\u308c\u3084\u53d6\u308a\u8fbc\u307f\u6f0f\u308c\u304c\u306a\u3044\u3088\u3046\u306b\u30ec\u30d3\u30e5\u30fc\u3084\u4ed5\u7d44\u307f\u4f5c\u308a\u3092\u9811\u5f35\u308b\u3068\u3044\u3063\u305f\u3082\u306e\u3067\u3059\u3002\u7279\u306bGoogle Analytics for Firebase\u3067\u72ec\u81ea\u306e\u65b0\u3057\u3044\u30a4\u30d9\u30f3\u30c8\u304c\u4f5c\u3089\u308c\u305f\u5834\u5408\u3001Data Vault\u3078\u306e\u53d6\u308a\u8fbc\u307f\u5fd8\u308c\u304c\u8d77\u304d\u3084\u3059\u3044\u3067\u3059\u304c\u3001Data Contract\u306e\u4ed5\u7d44\u307f\u3092\u7d4c\u7531\u3057\u3066\u53d6\u308a\u8fbc\u307f\u5fd8\u308c\u304c\u305d\u3082\u305d\u3082\u8d77\u304d\u306b\u304f\u3044\u3088\u3046\u306b\u3059\u308b\u3001\u3068\u3044\u3063\u305f\u53d6\u308a\u7d44\u307f\u3092\u884c\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<iframe class=\"speakerdeck-iframe\" frameborder=\"0\" src=\"https:\/\/speakerdeck.com\/player\/ebca6fe5a7e24ea0bf9ba7a3065e2962?slide=20\" title=\"10X\u306b\u304a\u3051\u308bData Contract\u306e\u5c0e\u5165\u306b\u3064\u3044\u3066: Data Contract\u4e8b\u4f8b\u5171\u6709\u4f1a\" allowfullscreen=\"true\" style=\"border: 0px; background: padding-box padding-box rgba(0, 0, 0, 0.1); margin: 0px; padding: 0px; border-radius: 6px; box-shadow: rgba(0, 0, 0, 0.2) 0px 5px 40px; width: 100%; height: auto; aspect-ratio: 560 \/ 315;\" data-ratio=\"1.7777777777777777\"><\/iframe>\n\n\n<p>\u4e8c\u3064\u76ee\u304c<code>load_timestamp<\/code>\u3060\u3051\u3067\u306f\u306a\u304f<code>effective_from<\/code>(\u4f8b: <a target=\"_blank\" href=\"https:\/\/automate-dv.readthedocs.io\/en\/latest\/tutorial\/tut_t_links\/\">t_link<\/a>\u306e\u5834\u5408)\u3082\u6d3b\u7528\u3059\u308b\u3001\u3067\u3059\u3002\u7279\u306bGoogle Analytics for Firebase\u3067\u306f\u3001dbt\u3092\u5b9f\u884c\u3057\u305f\u6642\u523b(<code>run_started_at<\/code>)\u3067\u306f\u306a\u304f\u30a4\u30d9\u30f3\u30c8\u304c\u767a\u751f\u3057\u305f\u6642\u523b(<code>event_timestamp<\/code>)\u3092<code>effective_from<\/code>\u3068\u3057\u3066\u6d3b\u7528\u3059\u308c\u3070\u4e0a\u8a18\u306e\u554f\u984c\u306b\u5bfe\u5fdc\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n<p>\u4e09\u3064\u76ee\u306f\u300cData Vault\u306e\u524d\u6bb5\u3067\u5c65\u6b74\u3092\u53d6\u308b\u300d\u3067\u3059\u3002\u3053\u308c\u306f\u7279\u306b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5074\u3067\u3042\u308bFirestore\u306e\u3088\u3046\u306a\u5b58\u5728\u306b\u53d6\u3063\u3066\u91cd\u8981\u3067\u3059\u3002\u524d\u6bb5\u3067\u5c65\u6b74\u3092\u53d6\u308b\u3084\u308a\u65b9\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8907\u6570\u3042\u308a\u307e\u3059\u3002<\/p>\n\n<\/pre>\n<ul>\n<li>1: CDC\u306e\u3088\u3046\u306aRDB\u5074\u306e\u4ed5\u7d44\u307f\u3067\u5168\u3066\u306e\u5909\u66f4\u5dee\u5206\u3092\u53d7\u3051\u53d6\u308b<\/li>\n<li>2: dbt snapshot\u306e\u3088\u3046\u306a\u4ed5\u7d44\u307f\u3067\u5dee\u5206\u3092BigQuery\u5074\u306b\u6e9c\u3081\u8fbc\u3080<\/li>\n<li>3: \u30c7\u30fc\u30bf\u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3084\u5dee\u5206\u3092GCS\u3067\u53d7\u3051\u53d6\u308a\u3001\u305d\u308c\u3089\u3092BigQuery\u306b\u53d6\u308a\u8fbc\u3080<\/li>\n<\/ul>\n<p>\u3069\u306e\u3084\u308a\u65b9\u3067\u3082\u3088\u3044\u3067\u3059\u304c\u3001\u3053\u306e\u4ed5\u7d44\u307f\u3092\u6574\u3048\u308c\u3070\u300c\u73fe\u5728\u6642\u523b\u3067\u306f\u306a\u304f\u3001\u53d6\u308a\u8fbc\u307f\u65e5\u6642\u3092\u5916\u304b\u3089\u5dee\u3057\u8fbc\u3093\u3067\u3084\u308a\u76f4\u3059\u300d\u3068\u3044\u3046\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002AutomateDV\u306eStaging\u5c64\u3067\u306f\u4f8b\u3048\u3070\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8a18\u8ff0\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u3084\u308a\u65b9\u3067\u3042\u308c\u3070\u3001full-refresh\u3092\u3057\u305f\u3068\u3057\u3066\u3082\u5b8c\u5168\u306b\u5c65\u6b74\u3092\u518d\u69cb\u6210\u3067\u304d\u307e\u3059<a target=\"_blank\" href=\"#f-e6146ea3\" id=\"fn-e6146ea3\" name=\"fn-e6146ea3\" title=\"\u3082\u3061\u308d\u3093\u3001\u666e\u6bb5\u3088\u308a\u5927\u91cf\u306b\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u30b3\u30b9\u30c8\u3082\u304b\u304b\u308b\u305f\u3081\u3001\u4e71\u767a\u306f\u3067\u304d\u307e\u305b\u3093\">*4<\/a>\u3002<\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">{%- set yaml_metadata -%}\n...\nderived_columns:\n  ...\n  load_timestamp: \"timestamp('{{ var('target_date') }}', 'Asia\/Tokyo')\"\n  effective_from: \"timestamp('{{ var('target_date') }}')\"<\/pre>\n<p>\u3053\u306e\u3088\u3046\u306b<\/p>\n<ul>\n<li>full-refresh\u3092\u305d\u3082\u305d\u3082\u3057\u306a\u3044\u3067\u3088\u3044\u4ed5\u7d44\u307f\u4f5c\u308a\u3092\u6574\u5099\u3059\u308b<\/li>\n<li>full-refresh\u304c\u5fc5\u8981\u306b\u306a\u3063\u305f\u5834\u5408\u3067\u3082\u5c65\u6b74\u3092\u518d\u69cb\u6210\u3067\u304d\u308b\u30c7\u30fc\u30bf\u306e\u6301\u3061\u65b9\u3092\u3059\u308b<\/li>\n<\/ul>\n<p>\u3068\u3044\u3063\u305f\u5de5\u592b\u3092\u3059\u308b\u3053\u3068\u3067\u904b\u7528\u306b\u8010\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"\u30cf\u30c3\u30b7\u30e5\u30ad\u30fc\u306e\u69cb\u6210\u306e\u9806\u5e8f\u554f\u984c\">\u30cf\u30c3\u30b7\u30e5\u30ad\u30fc\u306e\u69cb\u6210\u306e\u9806\u5e8f\u554f\u984c<\/h3>\n<p>\u3053\u308c\u306f\u4ed6\u306e\u554f\u984c\u3068\u6bd4\u3079\u308b\u3068\u5927\u5206\u5177\u4f53\u7684\u306a\u554f\u984c\u3067\u3059\u304c\u3001\u30df\u30b9\u308b\u3068\u81f4\u547d\u7684\u306b\u306a\u308a\u5f97\u308b\u306e\u3067\u66f8\u3044\u3066\u304a\u304d\u307e\u3059\u3002AutomateDV\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u306f\u3001<a target=\"_blank\" href=\"https:\/\/automate-dv.readthedocs.io\/en\/latest\/tutorial\/tut_staging\/\">Staging\u5c64<\/a>\u3067\u30cf\u30c3\u30b7\u30e5\u5316\u3057\u305f\u30d3\u30b8\u30cd\u30b9\u30ad\u30fc\u3092\u30b5\u30ed\u30b2\u30fc\u30c8\u30ad\u30fc(<code>_hk<\/code>\u306e\u30b5\u30d5\u30a3\u30c3\u30af\u30b9\u304c\u4ed8\u304f\u30ad\u30fc)\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-yaml\" data-lang=\"yaml\" data-unlink=\"\"><span class=\"synSpecial\">{<\/span>%- set yaml_metadata -%<span class=\"synSpecial\">}<\/span>\n<span class=\"synIdentifier\">source_model<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"raw_stg_order_transaction_product\"<\/span>\n<span class=\"synIdentifier\">derived_columns<\/span><span class=\"synSpecial\">:<\/span>\n  <span class=\"synIdentifier\">record_source<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"!my_db\"<\/span>\n  ...\n<span class=\"synIdentifier\">hashed_columns<\/span><span class=\"synSpecial\">:<\/span>\n  <span class=\"synIdentifier\">order_hk<\/span><span class=\"synSpecial\">:<\/span>\n     <span class=\"synStatement\">- <\/span><span class=\"synConstant\">\"order_id\"<\/span>\n  <span class=\"synIdentifier\">transaction_product_hk<\/span><span class=\"synSpecial\">:<\/span>\n    <span class=\"synStatement\">- <\/span><span class=\"synConstant\">\"order_id\"<\/span>\n    <span class=\"synStatement\">- <\/span><span class=\"synConstant\">\"transaction_product_id\"<\/span>\n  <span class=\"synIdentifier\">order_transaction_product_hk<\/span><span class=\"synSpecial\">:<\/span>\n    <span class=\"synStatement\">- <\/span><span class=\"synConstant\">\"order_id\"<\/span>\n    <span class=\"synStatement\">- <\/span><span class=\"synConstant\">\"user_id\"<\/span>\n    <span class=\"synStatement\">- <\/span><span class=\"synConstant\">\"transaction_product_id\"<\/span>\n<\/pre>\n<p>\u30cf\u30c3\u30b7\u30e5\u30ad\u30fc\u306f\u30d3\u30b8\u30cd\u30b9\u30ad\u30fc\u306e\u914d\u5217\u3092\u5143\u306b\u69cb\u6210\u3055\u308c\u307e\u3059\u3002\u914d\u5217\u306b\u6e21\u3059\u9806\u756a\u306f\u91cd\u8981\u3067\u540c\u3058\u540d\u524d\u306e\u30cf\u30c3\u30b7\u30e5\u30ad\u30fc\u3067\u3042\u3063\u3066\u3082<code>[\"A\", \"B\", \"C\"]<\/code>\u3068<code>[\"A\", \"C\", \"B\"]<\/code>\u3067\u306f\u751f\u6210\u3055\u308c\u308b\u30cf\u30c3\u30b7\u30e5\u30ad\u30fc\u306e\u5024\u306f\u7570\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u30cf\u30c3\u30b7\u30e5\u30ad\u30fc\u306e\u751f\u6210\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u4e0a\u4ed5\u65b9\u306e\u306a\u3044\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u6e21\u3059\u9806\u756a\u304c\u7570\u306a\u3063\u305f\u305f\u3081\u306bJOIN\u3067\u7d10\u4ed8\u3051\u3089\u308c\u306a\u3044\u3053\u3068\u304c\u8d77\u304d\u308b\u3068\u975e\u5e38\u306b\u56f0\u308a\u307e\u3059\u3002\u30ea\u30dd\u30b8\u30c8\u30ea\u5185\u3067\u30cf\u30c3\u30b7\u30e5\u30ad\u30fc\u306e\u69cb\u6210\u306e\u4ed5\u65b9\u306f\u4e00\u8cab\u6027\u304c\u3042\u308b\u3079\u304d\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u3092\u9632\u3050\u305f\u3081\u3001\u4ee5\u4e0b\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3092CI\/CD\u3067\u56de\u3059\u3053\u3068\u306b\u3088\u3063\u3066\u30d5\u30a1\u30a4\u30eb\u306b\u3088\u3063\u3066\u540c\u3058\u30cf\u30c3\u30b7\u30e5\u30ad\u30fc\u3067\u3042\u308b\u306b\u3082\u95a2\u308f\u3089\u305a\u69cb\u6210\u306e\u4ed5\u65b9\u304c\u7570\u306a\u308b\u3001\u3068\u3044\u3046\u3053\u3068\u304c\u306a\u3044\u3088\u3046\u306b\u62c5\u4fdd\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<details>\n<summary>\u30cf\u30c3\u30b7\u30e5\u30ad\u30fc\u306e\u69cb\u6210\u306e\u4ed5\u65b9\u3092\u62c5\u4fdd\u3059\u308b\u30b9\u30af\u30ea\u30d7\u30c8(\u30af\u30ea\u30c3\u30af\u3067\u958b\u304d\u307e\u3059)<\/summary>\n<\/details>\n<pre class=\"code lang-python\" data-lang=\"python\" data-unlink=\"\"><span class=\"synPreProc\">import<\/span> logging\n<span class=\"synPreProc\">import<\/span> os\n<span class=\"synPreProc\">import<\/span> re\n<span class=\"synPreProc\">import<\/span> sys\n<span class=\"synPreProc\">from<\/span> dataclasses <span class=\"synPreProc\">import<\/span> dataclass\n<span class=\"synPreProc\">from<\/span> typing <span class=\"synPreProc\">import<\/span> Any\n\n<span class=\"synPreProc\">import<\/span> yaml\n\n\n\n\n\n<span class=\"synPreProc\">@<\/span><span class=\"synIdentifier\">dataclass<\/span>\n<span class=\"synStatement\">class<\/span> <span class=\"synIdentifier\">HashedColumnDefinition<\/span>:\n    name: <span class=\"synIdentifier\">str<\/span>\n    filename: <span class=\"synIdentifier\">str<\/span>\n    keys: <span class=\"synIdentifier\">list<\/span>[<span class=\"synIdentifier\">str<\/span>]\n\n\n<span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">get_sql_files<\/span>(target_dir: <span class=\"synIdentifier\">str<\/span>) -&gt; <span class=\"synIdentifier\">list<\/span>[<span class=\"synIdentifier\">str<\/span>]:\n    sql_files = []\n    <span class=\"synStatement\">for<\/span> root, _, files <span class=\"synStatement\">in<\/span> os.walk(target_dir):\n        <span class=\"synStatement\">for<\/span> <span class=\"synIdentifier\">file<\/span> <span class=\"synStatement\">in<\/span> files:\n            <span class=\"synStatement\">if<\/span> <span class=\"synIdentifier\">file<\/span>.endswith(<span class=\"synConstant\">\".sql\"<\/span>):\n                sql_files.append(os.path.join(root, <span class=\"synIdentifier\">file<\/span>))\n    <span class=\"synStatement\">return<\/span> sql_files\n\n\n<span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">validate_hashed_column_definitions<\/span>(\n    hash_key: <span class=\"synIdentifier\">str<\/span>, definitions: <span class=\"synIdentifier\">list<\/span>[HashedColumnDefinition]\n) -&gt; <span class=\"synIdentifier\">None<\/span>:\n    <span class=\"synStatement\">if<\/span> <span class=\"synIdentifier\">len<\/span>({<span class=\"synConstant\">\"\/\"<\/span>.join(definition.keys) <span class=\"synStatement\">for<\/span> definition <span class=\"synStatement\">in<\/span> definitions}) &gt; <span class=\"synConstant\">1<\/span>:\n        logging.error(\n            f<span class=\"synConstant\">\"\u30cf\u30c3\u30b7\u30e5\u30ad\u30fc(={hash_key})\u306e\u5b9a\u7fa9\u304c\u30d5\u30a1\u30a4\u30eb\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002JOIN\u3067\u30ec\u30b3\u30fc\u30c9\u304c\u7d10\u4ed8\u304b\u306a\u3044\u539f\u56e0\u306b\u306a\u308b\u306e\u3067\u3001\u5b9a\u7fa9\u3092\u63c3\u3048\u3066\u304f\u3060\u3055\u3044\u3002\"<\/span>\n        )\n        <span class=\"synStatement\">for<\/span> definition <span class=\"synStatement\">in<\/span> definitions:\n            logging.error(f<span class=\"synConstant\">\"{definition.filename}\u3067\u306e\u5b9a\u7fa9:\"<\/span>)\n            <span class=\"synStatement\">for<\/span> k <span class=\"synStatement\">in<\/span> definition.keys:\n                logging.error(f<span class=\"synConstant\">\"- {k}\"<\/span>)\n        sys.exit(<span class=\"synConstant\">1<\/span>)\n\n\n<span class=\"synStatement\">def<\/span> <span class=\"synIdentifier\">extract_and_load_yaml<\/span>(filename: <span class=\"synIdentifier\">str<\/span>) -&gt; <span class=\"synIdentifier\">dict<\/span>[<span class=\"synIdentifier\">str<\/span>, Any]:\n    <span class=\"synStatement\">with<\/span> <span class=\"synIdentifier\">open<\/span>(filename, <span class=\"synConstant\">\"r\"<\/span>) <span class=\"synStatement\">as<\/span> <span class=\"synIdentifier\">file<\/span>:\n        text = <span class=\"synIdentifier\">file<\/span>.read()\n\n    match = re.search(\n        <span class=\"synConstant\">r\"\\{%- set yaml_metadata -%\\}\\n(.*?)\\n\\{%- endset -%\\}\"<\/span>, text, re.DOTALL\n    )\n    <span class=\"synStatement\">if<\/span> match:\n        <span class=\"synStatement\">return<\/span> yaml.safe_load(match.group(<span class=\"synConstant\">1<\/span>))\n    <span class=\"synStatement\">else<\/span>:\n        <span class=\"synStatement\">raise<\/span> <span class=\"synType\">ValueError<\/span>(f<span class=\"synConstant\">\"YAML metadata not found in {filename}\"<\/span>)\n\n\n<span class=\"synStatement\">if<\/span> __name__ == <span class=\"synConstant\">\"__main__\"<\/span>:\n    logging.basicConfig(\n        level=logging.INFO,\n        <span class=\"synIdentifier\">format<\/span>=<span class=\"synConstant\">\"%(levelname)s: %(message)s\"<\/span>,\n    )\n\n    stage_dir = <span class=\"synConstant\">\"models\/stage\"<\/span>\n    sql_files = get_sql_files(stage_dir)\n\n    hash_key_by_hashed_column_definitions = {}\n    <span class=\"synStatement\">for<\/span> <span class=\"synIdentifier\">file<\/span> <span class=\"synStatement\">in<\/span> sql_files:\n        <span class=\"synStatement\">try<\/span>:\n            yaml_dict = extract_and_load_yaml(<span class=\"synIdentifier\">file<\/span>)\n            <span class=\"synStatement\">for<\/span> hk, keys <span class=\"synStatement\">in<\/span> yaml_dict[<span class=\"synConstant\">\"hashed_columns\"<\/span>].items():\n                hash_key_by_hashed_column_definitions.setdefault(hk, []).append(\n                    HashedColumnDefinition(name=hk, filename=<span class=\"synIdentifier\">file<\/span>, keys=keys)\n                )\n        <span class=\"synStatement\">except<\/span> <span class=\"synType\">ValueError<\/span> <span class=\"synStatement\">as<\/span> err:\n            logging.info(f<span class=\"synConstant\">\"Skipping {file} because {err}\"<\/span>)\n\n    <span class=\"synStatement\">for<\/span> hk, definitions <span class=\"synStatement\">in<\/span> hash_key_by_hashed_column_definitions.items():\n        validate_hashed_column_definitions(hk, definitions)\n<\/pre>\n<h2 id=\"Data-Vault\u3092\u63a1\u7528\u3059\u3079\u304d\u3060\u3063\u305f\u304b\">Data Vault\u3092\u63a1\u7528\u3059\u3079\u304d\u3060\u3063\u305f\u304b?<\/h2>\n<p>\u4e8b\u696d\u306e\u7279\u6027\u3084\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u30d5\u30a7\u30a4\u30ba\u306b\u3088\u3063\u3066\u3001\u3053\u3053\u306e\u56de\u7b54\u306f\u5909\u308f\u3063\u3066\u304f\u308b\u3067\u3057\u3087\u3046\u300210X\u306e\u5834\u5408\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u4e8b\u696d\u306e\u7279\u6027\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u30cd\u30c3\u30c8\u30b9\u30fc\u30d1\u30fc\u3060\u3051\u3067\u306a\u304f\u3001AI\u767a\u6ce8\u3084\u4fa1\u683c\u6700\u9069\u5316\u306a\u3069\u307e\u3055\u306b\u591a\u65b9\u9762\u306b\u4e8b\u696d\u304c\u62e1\u5927\u3057\u3066\u3044\u308b\n<ul>\n<li>Agile\u306a\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u69cb\u7bc9\u304c\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u308b<\/li>\n<li>\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u304c\u7c21\u5358\u306b\u884c\u3048\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u308b<\/li>\n<\/ul>\n<\/li>\n<li>\u57fa\u672c\u7684\u306b\u5358\u4e00\u4e8b\u696d\u3067\u3042\u308b\n<ul>\n<li>\u51fa\u53e3\u3068\u306a\u308b\u30c7\u30fc\u30bf\u30d7\u30ed\u30c0\u30af\u30c8\u306f\u8907\u6570\u767b\u5834\u3057\u3066\u3044\u308b\u304c\u3001\u305d\u308c\u305e\u308c\u306e\u30c7\u30fc\u30bf\u306f\u6a2a\u65ad\u3057\u3066\u5229\u6d3b\u7528\u3057\u305f\u3044\u5834\u9762\u304c\u591a\u3044<\/li>\n<li>\u5c0f\u58f2\u4e8b\u696d\u3068\u3044\u3046\u5358\u4e00\u306e\u4e8b\u696d\u3067\u3042\u308b<\/li>\n<\/ul>\n<\/li>\n<li>\u5bfe\u8c61\u306b\u3057\u3066\u3044\u308b\u306e\u304c\u5c0f\u58f2\u696d\u754c\u3067\u3042\u308a\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u4f01\u696d\u3067\u3042\u308b\n<ul>\n<li>Data Vault\u304c\u307e\u3055\u306b\u60f3\u5b9a\u3057\u3066\u3044\u308b\u3088\u3046\u306a\u696d\u754c<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u524d\u8ff0\u3057\u305f\u3088\u3046\u306bData Vault\u3092\u904b\u7528\u3059\u308b\u4e0a\u3067\u306e\u5de5\u592b\u306f\u5fc5\u8981\u306b\u306f\u306a\u3063\u3066\u304d\u307e\u3059\u304c\u3001\u4e8b\u696d\u306e\u7279\u6027\u3092\u8003\u3048\u308b\u3068Data Vault\u3092\u63a1\u7528\u3057\u3066\u5f97\u3089\u308c\u305f\u30e1\u30ea\u30c3\u30c8\u306f\u304b\u306a\u308a\u5927\u304d\u3044\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fproduct.10x.co.jp%2Fentry%2F2022%2F07%2F01%2F160157\" title=\"\u793e\u5185\u3067\u300cData Vault\u52c9\u5f37\u4f1a\u300d\u3092\u958b\u50ac\u3057\u307e\u3057\u305f - 10X Product Blog\" class=\"embed-card embed-blogcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 190px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><\/p>\n<p>\u9006\u306b\u8a00\u3046\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b1\u30fc\u30b9\u3067\u306fData Vault\u306e\u63a1\u7528\u306f\u898b\u9001\u3063\u305f\u307b\u3046\u304c\u3088\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<ul>\n<li>\u8907\u6570\u306e\u4e8b\u696d\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u5c55\u958b\u3057\u3066\u304a\u308a\u3001\u305d\u308c\u305e\u308c\u306e\u4e8b\u696d\u3084\u30b5\u30fc\u30d3\u30b9\u306e\u72ec\u7acb\u6027\u304c\u9ad8\u3044<\/li>\n<li>\u5c11\u4eba\u6570\u3067\u30c7\u30fc\u30bf\u57fa\u76e4\u3092\u904b\u7528\u3057\u3066\u304a\u308a\u3001\u7279\u306b\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u95a2\u3059\u308b\u30b1\u30a4\u30d1\u30d3\u30ea\u30c6\u30a3\u304c\u9ad8\u304f\u306a\u3044\n<ul>\n<li>\u4f8b: \u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u517c\u4efb\u306b\u8fd1\u3044\u5f62\u3067\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u904b\u7528\u3057\u3066\u3044\u308b\u30b1\u30fc\u30b9<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>&#8230;\u3068\u306f\u3044\u3048\u3001\u904b\u7528\u306bData Vault\u3092\u63a1\u7528\u3057\u306a\u304f\u3066\u3082\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u9577\u304f\u95a2\u308f\u308b\u4eba\u3067\u3042\u308c\u3070Data Vault\u3092\u5b66\u7fd2\u3057\u3066\u307f\u308b\u3068\u5f97\u3089\u308c\u308b\u3082\u306e\u306f\u591a\u3044\u3068\u601d\u3044\u307e\u3059\u3002mashiike\u3055\u3093\u306e\u30dd\u30b9\u30c8\u304c\u5370\u8c61\u306b\u6b8b\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u8cbc\u3063\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n<blockquote data-conversation=\"none\" class=\"twitter-tweet\" data-lang=\"ja\">\n<p lang=\"ja\" dir=\"ltr\"><a target=\"_blank\" href=\"https:\/\/twitter.com\/hashtag\/DataEngineeringStudy?src=hash&amp;ref_src=twsrc%5Etfw\">#DataEngineeringStudy<\/a> \u6ce8\u91c8\u3092\u52a0\u3048\u308b\u3068\u3059\u308b\u3068\u3001\u30a4\u30d9\u30f3\u30c8\u4e2d\u3067\u306fData Vault 2.0\u3092\u3084\u3081\u305f\u8a71\u3092\u3057\u3066\u307e\u3057\u305f\u304c\u3002<\/p>\n<p>Data Vault 2.0\u81ea\u4f53\u306f\u3059\u3054\u304f\u3044\u3044\u3082\u306e\u306a\u306e\u3067\u3001\u5168\u90e8\u306f\u3067\u304d\u306a\u304f\u3066\u3082\u8003\u3048\u65b9\u3092\u4e00\u90e8\u53d6\u308a\u5165\u308c\u308b\u306e\u306f\u826f\u3044\u3067\u3059\u3002<\/p>\n<p>\u2014 mashiike (@mashiike) <a target=\"_blank\" href=\"https:\/\/twitter.com\/mashiike\/status\/1602993220258238464?ref_src=twsrc%5Etfw\">2022\u5e7412\u670814\u65e5<\/a><\/p><\/blockquote>\n<blockquote data-conversation=\"none\" class=\"twitter-tweet\" data-lang=\"ja\">\n<p lang=\"ja\" dir=\"ltr\">Vault\u81ea\u4f53\u306f\u89e3\u4f53\u3057\u307e\u3057\u305f\u304c\u3001\u30cf\u30fc\u30c9\u30d3\u30b8\u30cd\u30b9\u30eb\u30fc\u30eb\u3068\u30bd\u30d5\u30c8\u30d3\u30b8\u30cd\u30b9\u30eb\u30fc\u30eb\u306e\u6982\u5ff5\u304c\u6b8b\u3063\u3066\u305f\u308a\u3057\u307e\u3059\u3057\u3002<\/p>\n<p>\u4f55\u304c\u30d3\u30b8\u30cd\u30b9\u30ad\u30fc\u306a\u306e\u304b\uff1f\u3068\u3044\u3046\u8b70\u8ad6\u306f\u4fa1\u5024\u304c\u3042\u308b\u306e\u3067\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u3068\u3057\u3066\u306f\u6b8b\u3063\u3066\u305f\u308a\u3082\u3057\u307e\u3059\u3002<\/p>\n<p>\u2014 mashiike (@mashiike) <a target=\"_blank\" href=\"https:\/\/twitter.com\/mashiike\/status\/1602993221730082816?ref_src=twsrc%5Etfw\">2022\u5e7412\u670814\u65e5<\/a><\/p><\/blockquote>\n<blockquote data-conversation=\"none\" class=\"twitter-tweet\" data-lang=\"ja\">\n<p lang=\"ja\" dir=\"ltr\"><a target=\"_blank\" href=\"https:\/\/twitter.com\/hashtag\/DataEngineeringStudy?src=hash&amp;ref_src=twsrc%5Etfw\">#DataEngineeringStudy<\/a> \u5b9f\u306f\u30fb\u30fb\u30fbData Vault 2.0\u306f\u53b3\u5bc6\u306b\u8a00\u3048\u3070\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u624b\u6cd5\u3067\u306f\u306a\u3044\u3093\u3067\u3059\u3088\u306d\u3002<br \/>\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0\u624b\u6cd5\u3068\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u3092\u304b\u3051\u5408\u308f\u305b\u305f\u5305\u62ec\u7684\u306a\u624b\u6cd5\u3060\u3063\u305f\u308a\u30fb\u30fb\u30fb<\/p>\n<p>\u2014 mashiike (@mashiike) <a target=\"_blank\" href=\"https:\/\/twitter.com\/mashiike\/status\/1602967893439676418?ref_src=twsrc%5Etfw\">2022\u5e7412\u670814\u65e5<\/a><\/p><\/blockquote>\n<blockquote data-conversation=\"none\" class=\"twitter-tweet\" data-lang=\"ja\">\n<p lang=\"ja\" dir=\"ltr\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u4e00\u5ea6\u3001Data Vault 2.0\u306b\u89e6\u308c\u308b\u306e\u306f\u3044\u3044\u3053\u3068\u3060\u3068\u5c11\u3057\u601d\u3063\u3066\u308b\u3002\u3068\u3044\u3046\u306e\u3082\u3001Data Vault 2.0\u306f\u30e2\u30c7\u30ea\u30f3\u30b0\u624b\u6cd5\u3068\u3044\u3046\u3088\u308a\u3001\u305d\u306e\u672c\u8cea\u306fAgile\u7684\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u3082\u5305\u542b\u3057\u305f\u3001\u30c7\u30fc\u30bf\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u7ba1\u7406\u306b\u3042\u308b\u3068\u601d\u3063\u3066\u308b\u304b\u3089\u3002<\/p>\n<p>\u2014 mashiike (@mashiike) <a target=\"_blank\" href=\"https:\/\/twitter.com\/mashiike\/status\/1604031046055788545?ref_src=twsrc%5Etfw\">2022\u5e7412\u670817\u65e5<\/a><\/p><\/blockquote>\n<h2 id=\"\u5ba3\u4f1d-\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u63a1\u7528\u3084\u3063\u3066\u307e\u3059\">\u5ba3\u4f1d: \u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u63a1\u7528\u3084\u3063\u3066\u307e\u3059<\/h2>\n<p>\u3053\u308c\u307e\u3067\u306b\u66f8\u3044\u305f\u3088\u3046\u306bData Vault\u3092\u30b4\u30ea\u30b4\u30ea\u3068\u6d3b\u7528 \/ \u904b\u7528\u3057\u306a\u304c\u3089\u30c7\u30fc\u30bf\u57fa\u76e4 \/ \u30c7\u30fc\u30bf\u30d7\u30ed\u30c0\u30af\u30c8\u306e\u958b\u767a\u3092\u884c\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u6700\u8fd1\u3060\u3068\u7279\u306b\u65b0\u898f\u4e8b\u696d\u3067\u306e\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u63a1\u7528\u3082\u3084\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u6c17\u306b\u306a\u3063\u305f\u65b9\u306f\u662f\u975e\u30ab\u30b8\u30e5\u30a2\u30eb\u9762\u8ac7\u3067\u304a\u8a71\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><iframe loading=\"lazy\" src=\"https:\/\/open.talentio.com\/r\/1\/c\/10x\/embed\/pages\/109488\" width=\"100%\" height=\"300\" frameborder=\"0\" title=\"%E6%A0%AA%E5%BC%8F%E4%BC%9A%E7%A4%BE10X+%7C+%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2\"><\/iframe><br \/>\n<iframe style=\"border-radius: 12px\" width=\"624\" height=\"351\" title=\"Spotify Embed: #328 \u5c0f\u58f2\u696d\u306e\u30c7\u30fc\u30bf\u3092\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u3092\u3064\u304f\u308b (w\/ 10X \u65b0\u898f\u4e8b\u696d\u5ba4 \u8c37\u53e3\u3055\u3093)\" frameborder=\"0\" allowfullscreen=\"\" allow=\"autoplay; clipboard-write; encrypted-media; fullscreen; picture-in-picture\" loading=\"lazy\" src=\"https:\/\/open.spotify.com\/embed\/episode\/4Q0fALQQBTh4p60WBnuGNz\/video?utm_source=oembed\"><\/iframe><\/p>\n<\/div>\n<p><script async src=\"\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><script>(function(d, s, id) {\n  var js, fjs = d.getElementsByTagName(s)[0];\n  if (d.getElementById(id)) return;\n  js = d.createElement(s); js.id = id;\n  js.src = 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[&hellip;]","protected":false},"author":1,"featured_media":6643,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[2],"tags":[],"class_list":["post-6642","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hatena-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Data Vault\u30923\u5e74\u4ee5\u4e0a\u904b\u7528\u3057\u3066\u5f97\u305f\u5b66\u3073 - yasuhisa&#039;s blog - \u30dd\u30b1\u30b3\u30f3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.yasuhisay.info\/entry\/2025\/09\/23\/160848\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta 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