{"id":26908,"date":"2025-12-08T00:37:40","date_gmt":"2025-12-08T00:37:40","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=26908"},"modified":"2025-12-08T00:37:40","modified_gmt":"2025-12-08T00:37:40","slug":"%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a8%e3%83%b3%e3%82%b8%e3%83%8b%e3%82%a2%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%aeai%e9%a7%86%e5%8b%95%e9%96%8b%e7%99%ba-data-contract%e3%82%92%e5%bf%9c%e7%94%a8%e3%81%97","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/26908\/","title":{"rendered":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306eAI\u99c6\u52d5\u958b\u767a: Data Contract\u3092\u5fdc\u7528\u3057\u305f\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u751f\u6210 &#8211; \u96fb\u901a\u7dcf\u7814 \u30c6\u30c3\u30af\u30d6\u30ed\u30b0"},"content":{"rendered":"\n<\/p>\n<div>\n<h2 id=\"\u306f\u3058\u3081\u306b\">\u306f\u3058\u3081\u306b<\/h2>\n<p>\u3053\u3093\u306b\u3061\u306f\u3001XI\u672c\u90e8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30c6\u30af\u30ce\u30ed<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%B8%A1%BC\">\u30b8\u30fc<\/a>\u30bb\u30f3\u30bf\u30fc\u306e\u5fb3\u5c71\u5e83\u58eb\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30c7\u30fc\u30bf\u57fa\u76e4\uff0f\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306eAI\u99c6\u52d5\u958b\u767a\u306e\u624b\u6cd5\u3092\u63d0\u6848\u3057\u307e\u3059\u3002<br \/>\u300c<a target=\"_blank\" href=\"https:\/\/bitol-io.github.io\/open-data-contract-standard\/latest\/\">ODCS (Open Data Contract Standard)<\/a>\u300d\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e&#8221;Data Contract&#8221;\u3092\u4ed5\u69d8\u66f8\u3068\u3057\u3066\u751f\u6210AI\u3078\u4e0e\u3048\u3066\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3055\u305b\u308b\u624b\u6cd5\u3067\u3059\u3002<br \/>Data Contract\u306f\u3001\u30c7\u30fc\u30bf\u306e\u4ed5\u69d8\uff08\u30c6\u30fc\u30d6\u30eb\u69cb\u9020\u3001\u30ab\u30e9\u30e0\u5b9a\u7fa9\u3001\u30c7\u30fc\u30bf\u578b\u306a\u3069\uff09\u3068\u54c1\u8cea\u8981\u4ef6\u3092<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/YAML\">YAML<\/a>\u5f62\u5f0f\u3067\u5b9a\u7fa9\u3059\u308b\u6a19\u6e96\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u3059\u3002<\/p>\n<p>\u5f53\u8a18\u4e8b\u306e\u4e3b\u306a\u5185\u5bb9\u306f\u3001Data Contract\u3084\u30ed\u30fc\u30ab\u30eb\u958b\u767a\u74b0\u5883\u306a\u3069\u306e\u57fa\u790e\u7684\u306a\u8aac\u660e\u304b\u3089\u5f53\u4ef6\u306eAI\u99c6\u52d5\u958b\u767a\u65b9\u6cd5\u3001\u30b3\u30fc\u30c9\u751f\u6210\u306b\u6210\u529f\u3057\u305f\u691c\u8a3c\u7d50\u679c\u306b\u3064\u3044\u3066\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u60f3\u5b9a\u8aad\u8005: \u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u30c7\u30fc\u30bf\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u696d\u52d9\u62c5\u5f53\u8005<\/li>\n<li>\u5f53\u8a18\u4e8b\u3067\u5f97\u3089\u308c\u308b\u77e5\u898b: \u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306eAI\u99c6\u52d5\u958b\u767a\u306e\u52d8\u6240<\/li>\n<li>\u524d\u63d0\u77e5\u8b58: \u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff08ETL\/<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/ELT\">ELT<\/a>\u51e6\u7406\uff09\u306e\u57fa\u790e\u77e5\u8b58<\/li>\n<\/ul>\n<p>\u4e00\u822c\u7684\u306b\u52b4\u529b\u3068\u6642\u9593\u306e\u304b\u304b\u308b\u30c7\u30fc\u30bf\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30fb\u30b5\u30a4\u30af\u30eb\u3092AI\u99c6\u52d5\u958b\u767a\u306b\u3088\u3063\u3066\u52a0\u901f\u3067\u304d\u308c\u3070\u3068\u8003\u3048\u3066\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306eAI\u99c6\u52d5\u958b\u767a\u624b\u6cd5\u3092\u63a2\u6c42\u3057\u3001\u3053\u306e\u8a18\u4e8b\u306b\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306eAI\u99c6\u52d5\u958b\u767a\u5b9f\u73fe\u306e\u8ab2\u984c\">\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306eAI\u99c6\u52d5\u958b\u767a\u5b9f\u73fe\u306e\u8ab2\u984c<\/h2>\n<h3 id=\"\u751f\u6210AI\u306b\u4f55\u3092\u4f1d\u3048\u308b\u3079\u304d\u304b\">\u751f\u6210AI\u306b\u4f55\u3092\u4f1d\u3048\u308b\u3079\u304d\u304b<\/h3>\n<p>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306eAI\u99c6\u52d5\u958b\u767a\u306b\u304a\u3044\u3066\u306f\u3001<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%C9%A5%E1%A5%A4%A5%F3\">\u30c9\u30e1\u30a4\u30f3<\/a>\u3084<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%E6%A1%BC%A5%B9%A5%B1%A1%BC%A5%B9\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/a>\u3001\u6a5f\u80fd\u3001\u5236\u7d04\u306a\u3069\u3092\u751f\u6210AI\u306b\u8aac\u660e\u3059\u308b\u3053\u3068\u3067\u30b3\u30fc\u30c9\u751f\u6210\u3059\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u898b\u805e\u304d\u3057\u307e\u3059\u3002\u3067\u306f\u3001<strong>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u304a\u3044\u3066\u306f\u4f55\u3092\u8aac\u660e\u3059\u308c\u3070\u826f\u3044\u306e\u304b\uff1f\u3069\u306e\u3088\u3046\u306b\u6307\u793a\u3092\u51fa\u305b\u3070\u5305\u62ec\u7684\u306b\u958b\u767a\u3057\u3066\u304f\u308c\u308b\u306e\u304b\uff1f<\/strong>\u3053\u308c\u304c\u6700\u521d\u306b\u76f4\u9762\u3057\u305f\u8ab2\u984c\u3067\u3057\u305f\u3002<\/p>\n<p><a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%BC%AB%C1%B3%B8%C0%B8%EC\">\u81ea\u7136\u8a00\u8a9e<\/a>\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u76ee\u7684\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/SQL\">SQL<\/a>\u30af\u30a8\u30ea\u306b\u3064\u3044\u3066\u8aac\u660e\u3059\u308b\u65b9\u6cd5\u3082\u8003\u3048\u307e\u3057\u305f\u304c\u3001\u8907\u96d1\u306a\u30ed\u30b8\u30c3\u30af\u306e\u8868\u73fe\u304c\u56f0\u96e3\u3067\u3042\u308a\u3001\u7d30\u304b\u3044\u8981\u4ef6\u304c\u4f1d\u308f\u3089\u305a\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u518d\u73fe\u6027\u30fb\u518d\u5229\u7528\u6027\u306b\u3082\u7591\u554f\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u30a2\u30d7\u30ed\u30fc\u30c1-\u30c7\u30fc\u30bf\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u4f1d\u3048\u308b\">\u30a2\u30d7\u30ed\u30fc\u30c1: \u30c7\u30fc\u30bf<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%A2%A1%BC%A5%AD%A5%C6%A5%AF%A5%C1%A5%E3\">\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/a>\u3068\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u4f1d\u3048\u308b <a target=\"_blank\" id=\"describeApproach\"\/><\/h3>\n<p>\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u89b3\u70b9\u304b\u3089\u300c\u30c7\u30fc\u30bf<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%A2%A1%BC%A5%AD%A5%C6%A5%AF%A5%C1%A5%E3\">\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/a>\u300d\u3068\u300c\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u300d\u306e2\u3064\u306e\u8ef8\u3067\u60c5\u5831\u3092\u6574\u7406\u3057\u3001\u30c7\u30fc\u30bf\u57fa\u76e4\uff0f\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u306e\u5168\u4f53\u50cf\u3068\u958b\u767a\u65b9\u6cd5\u3092\u751f\u6210AI\u306b\u4f1d\u3048\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"\u30c7\u30fc\u30bf\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u8aac\u660e\">\u30c7\u30fc\u30bf<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%A2%A1%BC%A5%AD%A5%C6%A5%AF%A5%C1%A5%E3\">\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/a>\u306e\u8aac\u660e<\/h4>\n<p>\u751f\u6210AI\u304c\u5168\u4f53\u50cf\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u60c5\u5831\uff1a<\/p>\n<ul>\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30e4\u30fc\u69cb\u9020\u3068\u5404\u30ec\u30a4\u30e4\u30fc\u306e\u8cac\u52d9: raw, staging, core, mart\u306a\u3069<\/li>\n<li>\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u69cb\u6210: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af, \u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9, \u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u306a\u3069<\/li>\n<li>\u5404\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u30c7\u30fc\u30bf\u30d5\u30a9\u30eb\u30c0\u69cb\u6210: &#8220;raw\/\u30b7\u30b9\u30c6\u30e0\u540d\/YYYYMMDD&#8221;\u306a\u3069<\/li>\n<li>\u30c7\u30fc\u30bf\u51e6\u7406\u30a2\u30d7\u30ed\u30fc\u30c1: <a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/ELT\">ELT<\/a>\u306a\u3069<\/li>\n<li>\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u69cb\u6210: \u5404\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u7269\u7406\u5b9f\u88c5\u3067\u5229\u7528\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/SaaS\">SaaS<\/a>\u306a\u3069<\/li>\n<li>\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u6210\u6280\u8853: <a target=\"_blank\" href=\"https:\/\/github.com\/dagster-io\/dagster\">dagster<\/a>, <a target=\"_blank\" href=\"https:\/\/github.com\/dbt-labs\/dbt-core\">dbt core<\/a>\u306a\u3069<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306e\u5185\u5bb9\u3092<strong>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff08DESIGN.md\u7b49\uff09<\/strong>\u3068\u3057\u3066\u6574\u5099\u3057\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u306e\u8aac\u660e\">\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u306e\u8aac\u660e<\/h4>\n<p>\u751f\u6210AI\u304c\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u5b9f\u73fe\u3059\u3079\u304d\u5bfe\u8c61\u306e\u60c5\u5831\uff1a<\/p>\n<ul>\n<li>\u30c7\u30fc\u30bf\u306e\u69cb\u6210: \u30c6\u30fc\u30d6\u30eb, \u30ab\u30e9\u30e0, \u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306a\u3069<\/li>\n<li>\u30c7\u30fc\u30bf\u4ed5\u69d8: \u30c7\u30fc\u30bf\u578b, \u4e3b\u30ad\u30fc\u7b49\u306e\u5236\u7d04, \u5909\u63db\u30ed\u30b8\u30c3\u30af\u306a\u3069<\/li>\n<li>\u30c7\u30fc\u30bf\u54c1\u8cea\u4ed5\u69d8: \u6e80\u305f\u3059\u3079\u304d\u57fa\u6e96, \u30c6\u30b9\u30c8\u30eb\u30fc\u30eb\u306a\u3069<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u3092<strong>Data Contract\uff08ODCS\u5f62\u5f0f\uff09<\/strong>\u3068\u3057\u3066\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u6574\u5099\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e2\u3064\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u751f\u6210AI\u306f\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u5b9f\u884c\u74b0\u5883\u5168\u4f53\u306e\u8a2d\u8a08\u610f\u56f3\u3092\u7406\u89e3\u3057\u3001\u30c7\u30fc\u30bf\u57fa\u76e4\uff0f\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u306b\u9069\u3057\u305f\u5177\u4f53\u7684\u306a\u5b9f\u88c5\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u4f5c\u6210\u4f9d\u983c\">\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u4f5c\u6210\u4f9d\u983c<\/h4>\n<p>\u751f\u6210AI\u3078\u306e\u958b\u767a\u4f9d\u983c\u306f\u3001\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u8981\u4ef6\u3092 <a target=\"_blank\" href=\"https:\/\/github.com\/joelparkerhenderson\/architecture-decision-record\">ADR (Architecture Decision Record) <\/a>\u306b\u8a18\u8ff0\u3057\u3001\u305d\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/ADR\">ADR<\/a>\u3067\u5b9a\u7fa9\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u95a2\u9023\u3059\u308bData Contract\u306b\u3082\u3068\u3065\u3044\u3066\u958b\u767a\u3059\u308b\u3088\u3046\u306b\u751f\u6210AI\u3078\u4f9d\u983c\u3059\u308b\u65b9\u6cd5\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002<br \/><a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/ADR\">ADR<\/a>\u306b\u5c11\u306a\u304f\u3068\u3082\u4ee5\u4e0b\u306e\u5185\u5bb9\u3092\u66f8\u304f\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u4f5c\u6210\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u540d<\/li>\n<li>\u30c7\u30fc\u30bf\u63d0\u4f9b\u306e\u80cc\u666f\u3084\u76ee\u7684, \u30c7\u30fc\u30bf\u5229\u7528\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%E6%A1%BC%A5%B9%A5%B1%A1%BC%A5%B9\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/a><\/li>\n<\/ul>\n<p><strong><a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/ADR\">ADR<\/a>\u306e\u8a18\u8f09\u5185\u5bb9\u306e\u53c2\u8003\u30a4\u30e1\u30fc\u30b8<\/strong><\/p>\n<ul>\n<li>\u30bf\u30a4\u30c8\u30eb: P001 EC\u30d3\u30b8\u30cd\u30b9\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u9020<\/li>\n<li>\u30b9\u30c6\u30fc\u30bf\u30b9: Accepted<\/li>\n<li>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8: E\u30b3\u30de\u30fc\u30b9\u30d3\u30b8\u30cd\u30b9\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u3092\u6c7a\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/li>\n<li>\u6c7a\u5b9a\u4e8b\u9805: E\u30b3\u30de\u30fc\u30b9\u30d3\u30b8\u30cd\u30b9\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u3001web_sales\u3068web_returns\u3092\u5bfe\u8c61\u3068\u3057\u305f\u69cb\u6210\u306b\u3059\u308b\u3002<\/li>\n<\/ul>\n<h2 id=\"\u691c\u8a3c\u5185\u5bb9\u306e\u8a73\u7d30\">\u691c\u8a3c\u5185\u5bb9\u306e\u8a73\u7d30<\/h2>\n<p>\u5b9f\u969b\u306e\u691c\u8a3c\u74b0\u5883\u3084\u8981\u4ef6\u3001\u4f5c\u6210\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u306a\u3069\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p>\u691c\u8a3c\u3067\u306f<a target=\"_blank\" href=\"https:\/\/www.tpc.org\/tpcds\/\">TPC-DS<\/a>(*1)\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3001\u751f\u6210AI\u306b\u306f Claude Code\uff08Sonnet 4.5, Anthropic\uff09 \u3092\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002<br \/>web_sales\u30c6\u30fc\u30d6\u30eb\u306e\u66f4\u65b0\u7528\u306e\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u3092\u5909\u63db\u3057\u3066web_sales\u3078\u7d71\u5408\u3059\u308b\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/SQL\">SQL<\/a>\u30af\u30a8\u30ea\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<p>\u203b1 <a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/TPC\">TPC<\/a>-DS \u306f Transaction Processing Performance Council (<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/TPC\">TPC<\/a>) \u306e\u5546\u6a19\u3067\u3059\u3002<br \/>\u672c\u8a18\u4e8b\u306f<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/TPC\">TPC<\/a><a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%D9%A5%F3%A5%C1%A5%DE%A1%BC%A5%AF\">\u30d9\u30f3\u30c1\u30de\u30fc\u30af<\/a>\u7d50\u679c\u306e\u516c\u8868\u3092\u76ee\u7684\u3068\u3057\u305f\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<h3 id=\"\u30ed\u30fc\u30ab\u30eb\u958b\u767a\u74b0\u5883\">\u30ed\u30fc\u30ab\u30eb\u958b\u767a\u74b0\u5883<\/h3>\n<p>\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u30c7\u30d7\u30ed\u30a4\u5148\u306f<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/AWS\">AWS<\/a>\u3084Azure\u3001<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/Google\">Google<\/a> Cloud\u306a\u3069\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/SaaS\">SaaS<\/a>\u3067\u3059\u304c\u3001AI\u99c6\u52d5\u958b\u767a\u3092\u52b9\u7387\u5316\u3059\u308b\u305f\u3081\u306b\u30c7\u30d7\u30ed\u30a4\u5148\u3092\u6a21\u3057\u305f\u30ed\u30fc\u30ab\u30eb\u5b8c\u7d50\u578b\u306e\u958b\u767a\u74b0\u5883\u3092\u6574\u5099\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><strong>DuckDB\u3067\u69cb\u6210<\/strong>: <a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/SaaS\">SaaS<\/a>\u3078\u306e\u5916\u90e8\u901a\u4fe1\u3092\u6392\u9664\u3057\u3001\u751f\u6210AI\u306e\u751f\u7523\u6027\u3092\u6700\u5927\u5316\u3002<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/SaaS\">SaaS<\/a>\u3067\u5de8\u5927\u306b\u306a\u308a\u304c\u3061\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3084\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3092\u30b3\u30f3\u30d1\u30af\u30c8\u306aDuckDB\u3067\u4ee3\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><strong>\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u30c4\u30fc\u30eb\u9078\u5b9a<\/strong>: \u751f\u6210AI\u304c\u30b3\u30fc\u30c9\u3092\u76f4\u63a5\u53c2\u7167\u30fb\u5b9f\u88c5\u3067\u304d\u308b\u3088\u3046\u3001\u5168\u3066\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u30c4\u30fc\u30eb\u3092\u63a1\u7528\u3002<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/GUI\">GUI<\/a>\u306eETL\u30c4\u30fc\u30eb\u306f\u3001\u751f\u6210AI\u3068\u306e\u9023\u643a\u3067\u72ec\u81ea<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/SDK\">SDK<\/a>\/<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/API\">API<\/a>\u7d4c\u7531\u304c\u5fc5\u8981\u3068\u306a\u308a\u751f\u7523\u6027\u306e\u4f4e\u4e0b\u304c\u61f8\u5ff5\u3055\u308c\u308b\u305f\u3081\u4f7f\u7528\u3057\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<p><strong>\u30c4\u30fc\u30eb\u306b\u3088\u308b\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u62bd\u8c61\u5316<\/strong>: \u30c7\u30d7\u30ed\u30a4\u5148\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/SaaS\">SaaS<\/a>\u3068\u306f\u7269\u7406\u7684\u306a\u74b0\u5883\u69cb\u6210\u304c\u7570\u306a\u308a\u307e\u3059\u304c\u3001dbt core\u306a\u3069\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u304c\u62bd\u8c61\u5316\u3057\u74b0\u5883\u5dee\u5206\u3092\u5438\u53ce\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<h3 id=\"\u30c7\u30fc\u30bf\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u6982\u8981\">\u30c7\u30fc\u30bf<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%A2%A1%BC%A5%AD%A5%C6%A5%AF%A5%C1%A5%E3\">\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/a>\u6982\u8981<\/h3>\n<p>\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u30c7\u30d7\u30ed\u30a4\u5148\u306e\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u306e\u30c7\u30fc\u30bf<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%A2%A1%BC%A5%AD%A5%C6%A5%AF%A5%C1%A5%E3\">\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/a>\u3092\u56f3\u306b\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u8ad6\u7406\u69cb\u6210\u306e\u4e3b\u8981\u90e8\u5206\u306e\u307f\u3092\u629c\u7c8b\u3057\u3001\u7c21\u6f54\u306a\u5185\u5bb9\u3092\u63b2\u8f09\u3057\u3066\u304a\u308a\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/d\/dentsusoken\/20251128\/20251128100704.png\" alt=\"dataArchitecture\"\/><\/p>\n<ul>\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30e4\u30fc: &#8220;raw&#8221;, &#8220;staging&#8221;, &#8220;core&#8221;, &#8220;mart&#8221; \u306e4\u5c64<\/li>\n<li>\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2: \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9<\/li>\n<li>\u30c7\u30fc\u30bf\u51e6\u7406\u30a2\u30d7\u30ed\u30fc\u30c1: <a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/ELT\">ELT<\/a><\/li>\n<li>\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u6210\u6280\u8853: Dagster, dbt core, Soda Core<\/li>\n<li>\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3: <a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/AWS\">AWS<\/a>\u3068Azure, <a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/Google\">Google<\/a> Cloud\u306e3\u5927<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%AF%A5%E9%A5%A6%A5%C9\">\u30af\u30e9\u30a6\u30c9<\/a>\u30b5\u30fc\u30d3\u30b9\u3067\u305d\u308c\u305e\u308c\u5b9f\u65bd\u3001\u8a73\u7d30\u306f\u5272\u611b<\/li>\n<\/ul>\n<h3 id=\"\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\">\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb<\/h3>\n<p><strong>web sales<\/strong>  \u203b\u4e00\u90e8\u306e\u30ab\u30e9\u30e0\u306f\u5272\u611b<br \/><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/d\/dentsusoken\/20251128\/20251128100711.png\" alt=\"web_sales_schema.svg\"\/><\/p>\n<p>\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%E2%A5%C7%A5%EA%A5%F3%A5%B0\">\u30e2\u30c7\u30ea\u30f3\u30b0<\/a>\u3055\u308c\u305f\u30b9\u30bf\u30fc<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%B9%A5%AD%A1%BC%A5%DE\">\u30b9\u30ad\u30fc\u30de<\/a>\u69cb\u9020\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u8907\u6570\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%B5%A5%ED%A5%B2%A1%BC%A5%C8%A5%AD%A1%BC\">\u30b5\u30ed\u30b2\u30fc\u30c8\u30ad\u30fc<\/a>\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u69cb\u9020\u306f\u628a\u63e1\u3057\u3084\u3059\u3044\u3082\u306e\u306eETL\/<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/ELT\">ELT<\/a>\u51e6\u7406\u306e\u89b3\u70b9\u3067\u306f10\u500b\u4ee5\u4e0a\u306e\u30c6\u30fc\u30d6\u30eb\u7d50\u5408\u3084\u4e2d\u9593\u30c6\u30fc\u30d6\u30eb\u3092\u4ecb\u3057\u305f\u30c6\u30fc\u30d6\u30eb\u7d50\u5408\u3001\u4e00\u90e8\u30ab\u30e9\u30e0\u306e\u6f14\u7b97\u51e6\u7406\u304c\u5fc5\u8981\u306a\u8907\u96d1\u306a\u69cb\u9020\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 id=\"\u4f5c\u6210\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\">\u4f5c\u6210\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3<\/h3>\n<p><strong>raw\u30ec\u30a4\u30e4\u30fc<\/strong><br \/>\u751f\u30c7\u30fc\u30bf\u306e\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u304c\u5916\u90e8\u30c6\u30fc\u30d6\u30eb (External table) \u3068\u3057\u3066\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306b\u65e2\u306b\u30c6\u30fc\u30d6\u30eb\u5316\u3055\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u30c6\u30fc\u30d6\u30eb\u3092\u53c2\u7167\u3059\u308c\u3070\u826f\u3044\u305f\u3081\u3001\u51e6\u7406\u306e\u5b9f\u88c5\u306f\u4e0d\u8981\u3002<\/p>\n<p><strong>staging\u30ec\u30a4\u30e4\u30fc<\/strong><br \/>raw\u30ec\u30a4\u30e4\u30fc\u306e\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u30de\u30b9\u30bf\u30fc\u30c7\u30fc\u30bf\u3068\u306e\u7d50\u5408\u306b\u3088\u308b\u30c7\u30fc\u30bf\u53d6\u5f97\u3084\u6f14\u7b97\u51e6\u7406\u306a\u3069\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%D3%A5%B8%A5%CD%A5%B9%A5%ED%A5%B8%A5%C3%A5%AF\">\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af<\/a>\u3092dbt\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/SQL\">SQL<\/a>\u30af\u30a8\u30ea\u30e2\u30c7\u30eb\u3068\u3057\u3066\u5b9f\u88c5<\/p>\n<ul>\n<li>SELECT\u5bfe\u8c61\u306e\u30ab\u30e9\u30e0\u6570: 35\u500b<\/li>\n<li>\u30c6\u30fc\u30d6\u30eb\u7d50\u5408\u6570: 12\u500b<\/li>\n<\/ul>\n<p><strong>core\u30ec\u30a4\u30e4\u30fc<\/strong><br \/>staging\u30ec\u30a4\u30e4\u30fc\u306e\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u5897\u5206\u51e6\u7406\u3067\u30c7\u30fc\u30bf\u66f4\u65b0\u3059\u308b\u51e6\u7406\u3092dbt\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/SQL\">SQL<\/a>\u30af\u30a8\u30ea\u30e2\u30c7\u30eb\u3068\u3057\u3066\u5b9f\u88c5<\/p>\n<ul>\n<li>SELECT\u5bfe\u8c61\u306e\u30ab\u30e9\u30e0\u6570: 38\u500b<\/li>\n<li>\u30c6\u30fc\u30d6\u30eb\u7d50\u5408\u6570: 0\u500b<\/li>\n<\/ul>\n<p><strong>\u5b9f\u88c5\u30eb\u30fc\u30eb<\/strong><\/p>\n<ul>\n<li>SELECT\u6587\u3067\u30ab\u30e9\u30e0\u306e\u578b\u30ad\u30e3\u30b9\u30c8\u3092\u660e\u8a18<\/li>\n<li>SELECT\u6587\u3067\u30ab\u30e9\u30e0\u306e\u540d\u79f0\u3092AS\u6587\u3067\u6307\u5b9a<\/li>\n<li>CTE (Common Table Expression) \u3067\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u5b9a\u7fa9<\/li>\n<li>core\u30ec\u30a4\u30e4\u30fc\u3067\u306f\u5897\u5206\u51e6\u7406\u3092\u5b9f\u88c5<\/li>\n<\/ul>\n<h3 id=\"\u751f\u6210AI\u3078\u306e\u4f9d\u983c\">\u751f\u6210AI\u3078\u306e\u4f9d\u983c<\/h3>\n<p>\u524d\u8ff0\u306e\u300c<a target=\"_blank\" href=\"#describeApproach\">\u30a2\u30d7\u30ed\u30fc\u30c1: \u30c7\u30fc\u30bf\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u4f1d\u3048\u308b<\/a>\u300d\u306b\u8a18\u8f09\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u52a0\u3048\u3066\u3001\u958b\u767a<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%AC%A5%A4%A5%C9%A5%E9%A5%A4%A5%F3\">\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3<\/a>\u3082\u6574\u5099\u3057\u958b\u767a\u4f9d\u983c\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n<p><strong>\u751f\u6210AI\u3078\u63d0\u4f9b\u3057\u305f\u60c5\u5831<\/strong><\/p>\n<p><strong>\u5b9f\u969b\u306e\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong><\/p>\n<pre class=\"code\" data-lang=\"\" data-unlink=\"\">\u4ee5\u4e0b\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3001\u5f53\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u3064\u3044\u3066\u7406\u89e3\u3057\u3066\u304f\u3060\u3055\u3044\u3002  \n- .\/docs\/DESIGN.md  \n- .\/docs\/DATAMODEL_GENERATION_GUIDELINES.md  \n  \nADR\u3067\u5b9a\u7fa9\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u95a2\u9023\u3059\u308b`Data Contract`\u306b\u3082\u3068\u3065\u3044\u3066\u4f5c\u6210\u3057\u307e\u3059\u3002  \n\u4eca\u56de\u306f\u3001ADR\u306e\".\/docs\/adr\/pipelines\/P001-ecommerce-business-pipeline-structure.md\"\u3067\u6c7a\u5b9a\u3057\u305f\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002  <\/pre>\n<p><strong>\u5b9f\u969b\u306eData Contract\u306e\u30b5\u30f3\u30d7\u30eb<\/strong><br \/>&#8220;ws_item_sk&#8221;\u3068\u3044\u3046\u4e3b\u8981\u306a\u30ab\u30e9\u30e0\u306eData Contract\u3092\u4e00\u90e8\u629c\u7c8b\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u3088\u308a\u8a73\u3057\u3044\u5185\u5bb9\u3068\u89e3\u8aac\u306f<a target=\"_blank\" href=\"#%E8%A9%B3%E7%B4%B0%E8%A7%A3%E8%AA%AC\">\u8a73\u7d30\u89e3\u8aac<\/a>\u306b\u3066\u5f8c\u8ff0\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-yaml\" data-lang=\"yaml\" data-unlink=\"\"><span class=\"synStatement\">- <\/span><span class=\"synIdentifier\">name<\/span><span class=\"synSpecial\">:<\/span> ws_item_sk\n  <span class=\"synIdentifier\">businessName<\/span><span class=\"synSpecial\">:<\/span> \u30a6\u30a7\u30d6\u8ca9\u58f2\u5546\u54c1\u30b5\u30ed\u30b2\u30fc\u30c8\u30ad\u30fc\n  <span class=\"synIdentifier\">logicalType<\/span><span class=\"synSpecial\">:<\/span> string\n  <span class=\"synIdentifier\">physicalType<\/span><span class=\"synSpecial\">:<\/span> STRING\n  <span class=\"synIdentifier\">primaryKey<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">true<\/span>\n  <span class=\"synIdentifier\">primaryKeyPosition<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">1<\/span>\n  <span class=\"synIdentifier\">transformSourceObjects<\/span><span class=\"synSpecial\">:<\/span>\n    <span class=\"synStatement\">- <\/span>core_tpcds.item.i_item_sk\n  <span class=\"synIdentifier\">transformLogic<\/span><span class=\"synSpecial\">:<\/span> SELECT i_item_sk FROM s_web_order JOIN s_web_order_lineitem ON (word_order_id = wlin_order_id) LEFT JOIN item ON (wlin_item_id = i_item_id AND i_rec_end_date IS <span class=\"synConstant\">NULL<\/span>)\n  <span class=\"synIdentifier\">relationships<\/span><span class=\"synSpecial\">:<\/span>\n    <span class=\"synStatement\">- <\/span><span class=\"synIdentifier\">type<\/span><span class=\"synSpecial\">:<\/span> foreignKey\n      <span class=\"synIdentifier\">to<\/span><span class=\"synSpecial\">:<\/span>\n        <span class=\"synStatement\">- <\/span>core_tpcds.item.i_item_sk\n  <span class=\"synIdentifier\">quality<\/span><span class=\"synSpecial\">:<\/span>\n    <span class=\"synStatement\">- <\/span><span class=\"synIdentifier\">type<\/span><span class=\"synSpecial\">:<\/span> library\n      <span class=\"synIdentifier\">rule<\/span><span class=\"synSpecial\">:<\/span> duplicateCount\n      <span class=\"synIdentifier\">name<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"\u4e3b\u30ad\u30fc\u91cd\u8907\u30c1\u30a7\u30c3\u30af\uff08ws_item_sk\uff09\"<\/span>\n      <span class=\"synIdentifier\">dimension<\/span><span class=\"synSpecial\">:<\/span> uniqueness\n      <span class=\"synIdentifier\">mustBe<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">0<\/span>\n      <span class=\"synIdentifier\">severity<\/span><span class=\"synSpecial\">:<\/span> error\n      <span class=\"synIdentifier\">businessImpact<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"\u91cd\u8907\u30ec\u30b3\u30fc\u30c9\u306b\u3088\u308a\u30d5\u30a1\u30af\u30c8\u30c6\u30fc\u30d6\u30eb\u306e\u30c7\u30fc\u30bf\u6574\u5408\u6027\u304c\u5d29\u308c\u3001\u58f2\u4e0a\u96c6\u8a08\u306b\u8aa4\u5dee\u304c\u751f\u3058\u308b\"<\/span>\n<\/pre>\n<h3 id=\"\u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\">\u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9<\/h3>\n<h4 id=\"staging\u30ec\u30a4\u30e4\u30fc\">staging\u30ec\u30a4\u30e4\u30fc<\/h4>\n<p>12\u30c6\u30fc\u30d6\u30eb\u3092\u7d50\u5408\u3057\u300135\u30ab\u30e9\u30e0\u3092\u751f\u6210\u3059\u308b<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/SQL\">SQL<\/a>\u30af\u30a8\u30ea\u3067\u3059\u3002Data Contract\u306e<code>transformLogic<\/code>\u3067\u5b9a\u7fa9\u3057\u305f\u5909\u63db\u30ed\u30b8\u30c3\u30af\u304c\u6b63\u78ba\u306b\u53cd\u6620\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-sql\" data-lang=\"sql\" data-unlink=\"\"><span class=\"synSpecial\">with<\/span> s_web_order <span class=\"synSpecial\">as<\/span> (\n    <span class=\"synStatement\">select<\/span> * <span class=\"synSpecial\">from<\/span> {{ source(<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">raw_tpcds<\/span><span class=\"synSpecial\">'<\/span>, <span class=\"synSpecial\">'<\/span><span class=\"synConstant\">s_web_order_1<\/span><span class=\"synSpecial\">'<\/span>) }}\n),\n\ns_web_order_lineitem <span class=\"synSpecial\">as<\/span> (\n    <span class=\"synStatement\">select<\/span> * <span class=\"synSpecial\">from<\/span> {{ source(<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">raw_tpcds<\/span><span class=\"synSpecial\">'<\/span>, <span class=\"synSpecial\">'<\/span><span class=\"synConstant\">s_web_order_lineitem_1<\/span><span class=\"synSpecial\">'<\/span>) }}\n)\n\n<span class=\"synStatement\">SELECT<\/span>\n    d1.d_date_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_sold_date_sk,\n    t_time_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_sold_time_sk,\n    d2.d_date_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_ship_date_sk,\n    i_item_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_item_sk,\n    c1.c_customer_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_bill_customer_sk,\n    c1.c_current_cdemo_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_bill_cdemo_sk,\n    c1.c_current_hdemo_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_bill_hdemo_sk,\n    c1.c_current_addr_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_bill_addr_sk,\n    c2.c_customer_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_ship_customer_sk,\n    c2.c_current_cdemo_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_ship_cdemo_sk,\n    c2.c_current_hdemo_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_ship_hdemo_sk,\n    c2.c_current_addr_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_ship_addr_sk,\n    wp_web_page_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_web_page_sk,\n    web_site_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_web_site_sk,\n    sm_ship_mode_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_ship_mode_sk,\n    w_warehouse_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_warehouse_sk,\n    p_promo_sk::STRING <span class=\"synSpecial\">AS<\/span> ws_promo_sk,\n    word_order_id::STRING <span class=\"synSpecial\">AS<\/span> ws_order_number,\n    wlin_quantity::<span class=\"synType\">INTEGER<\/span> <span class=\"synSpecial\">AS<\/span> ws_quantity,\n    i_wholesale_cost::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">AS<\/span> ws_wholesale_cost,\n    i_current_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">AS<\/span> ws_list_price,\n    wlin_sales_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">AS<\/span> ws_sales_price,\n    ((i_current_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) - wlin_sales_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>)) * wlin_quantity::<span class=\"synType\">INTEGER<\/span>)::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">AS<\/span> ws_ext_discount_amt,\n    (wlin_sales_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) * wlin_quantity::<span class=\"synType\">INTEGER<\/span>)::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">AS<\/span> ws_ext_sales_price,\n    (i_wholesale_cost::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) * wlin_quantity::<span class=\"synType\">INTEGER<\/span>)::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">AS<\/span> ws_ext_wholesale_cost,\n    (i_current_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) * wlin_quantity::<span class=\"synType\">INTEGER<\/span>)::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">AS<\/span> ws_ext_list_price,\n    (i_current_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) * web_tax_percentage::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>))::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">AS<\/span> ws_ext_tax,\n    wlin_coupon_amt::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">AS<\/span> ws_coupon_amt,\n    (wlin_ship_cost::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) * wlin_quantity::<span class=\"synType\">INTEGER<\/span>)::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">AS<\/span> ws_ext_ship_cost,\n    (wlin_sales_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) * wlin_quantity::<span class=\"synType\">INTEGER<\/span> - wlin_coupon_amt::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>))::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">AS<\/span> ws_net_paid,\n    (((wlin_sales_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) * wlin_quantity::<span class=\"synType\">INTEGER<\/span>) - wlin_coupon_amt::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>)) * (<span class=\"synConstant\">1<\/span> + web_tax_percentage::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>)))::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">AS<\/span> ws_net_paid_inc_tax,\n    (((wlin_sales_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) * wlin_quantity::<span class=\"synType\">INTEGER<\/span>) - wlin_coupon_amt::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>)) - (wlin_quantity::<span class=\"synType\">INTEGER<\/span> * i_wholesale_cost::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>)))::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">AS<\/span> ws_net_paid_inc_ship,\n    ((wlin_sales_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) * wlin_quantity::<span class=\"synType\">INTEGER<\/span>) - wlin_coupon_amt::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) + (wlin_ship_cost::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) * wlin_quantity::<span class=\"synType\">INTEGER<\/span>) + i_current_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) * web_tax_percentage::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>))::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">AS<\/span> ws_net_paid_inc_ship_tax,\n    (((wlin_sales_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) * wlin_quantity::<span class=\"synType\">INTEGER<\/span>) - wlin_coupon_amt::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>)) - (i_wholesale_cost::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) * wlin_quantity::<span class=\"synType\">INTEGER<\/span>))::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>,<span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">AS<\/span> ws_net_profit,\n    s_web_order.processing_date::STRING <span class=\"synSpecial\">AS<\/span> processing_date,\n    <span class=\"synIdentifier\">current_timestamp<\/span>::<span class=\"synType\">TIMESTAMP<\/span> <span class=\"synSpecial\">AS<\/span> ingested_at\n<span class=\"synSpecial\">FROM<\/span> s_web_order\n    <span class=\"synSpecial\">LEFT<\/span> <span class=\"synSpecial\">JOIN<\/span> {{ ref(<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">date_dim<\/span><span class=\"synSpecial\">'<\/span>) }} d1 <span class=\"synSpecial\">ON<\/span> (<span class=\"synIdentifier\">cast<\/span>(word_order_date <span class=\"synSpecial\">AS<\/span> <span class=\"synType\">date<\/span>) = d1.d_date)\n    <span class=\"synSpecial\">LEFT<\/span> <span class=\"synSpecial\">JOIN<\/span> {{ ref(<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">time_dim<\/span><span class=\"synSpecial\">'<\/span>) }} <span class=\"synSpecial\">ON<\/span> (word_order_time = t_time)\n    <span class=\"synSpecial\">LEFT<\/span> <span class=\"synSpecial\">JOIN<\/span> {{ ref(<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">customer<\/span><span class=\"synSpecial\">'<\/span>) }} c1 <span class=\"synSpecial\">ON<\/span> (word_bill_customer_id = c1.c_customer_id)\n    <span class=\"synSpecial\">LEFT<\/span> <span class=\"synSpecial\">JOIN<\/span> {{ ref(<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">customer<\/span><span class=\"synSpecial\">'<\/span>) }} c2 <span class=\"synSpecial\">ON<\/span> (word_ship_customer_id = c2.c_customer_id)\n    <span class=\"synSpecial\">LEFT<\/span> <span class=\"synSpecial\">JOIN<\/span> {{ ref(<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">web_site<\/span><span class=\"synSpecial\">'<\/span>) }} <span class=\"synSpecial\">ON<\/span> (word_web_site_id = web_site_id <span class=\"synStatement\">AND<\/span> web_rec_end_date <span class=\"synSpecial\">IS<\/span> <span class=\"synSpecial\">NULL<\/span>)\n    <span class=\"synSpecial\">LEFT<\/span> <span class=\"synSpecial\">JOIN<\/span> {{ ref(<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">ship_mode<\/span><span class=\"synSpecial\">'<\/span>) }} <span class=\"synSpecial\">ON<\/span> (word_ship_mode_id = sm_ship_mode_id)\n    <span class=\"synSpecial\">JOIN<\/span> s_web_order_lineitem <span class=\"synSpecial\">ON<\/span> (word_order_id = wlin_order_id)\n    <span class=\"synSpecial\">LEFT<\/span> <span class=\"synSpecial\">JOIN<\/span> {{ ref(<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">date_dim<\/span><span class=\"synSpecial\">'<\/span>) }} d2 <span class=\"synSpecial\">ON<\/span> (<span class=\"synIdentifier\">cast<\/span>(wlin_ship_date <span class=\"synSpecial\">AS<\/span> <span class=\"synType\">date<\/span>) = d2.d_date)\n    <span class=\"synSpecial\">LEFT<\/span> <span class=\"synSpecial\">JOIN<\/span> {{ ref(<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">item<\/span><span class=\"synSpecial\">'<\/span>) }} <span class=\"synSpecial\">ON<\/span> (wlin_item_id = i_item_id <span class=\"synStatement\">AND<\/span> i_rec_end_date <span class=\"synSpecial\">IS<\/span> <span class=\"synSpecial\">NULL<\/span>)\n    <span class=\"synSpecial\">LEFT<\/span> <span class=\"synSpecial\">JOIN<\/span> {{ ref(<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">web_page<\/span><span class=\"synSpecial\">'<\/span>) }} <span class=\"synSpecial\">ON<\/span> (wlin_web_page_id = wp_web_page_id <span class=\"synStatement\">AND<\/span> wp_rec_end_date <span class=\"synSpecial\">IS<\/span> <span class=\"synSpecial\">NULL<\/span>)\n    <span class=\"synSpecial\">LEFT<\/span> <span class=\"synSpecial\">JOIN<\/span> {{ ref(<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">warehouse<\/span><span class=\"synSpecial\">'<\/span>) }} <span class=\"synSpecial\">ON<\/span> (wlin_warehouse_id = w_warehouse_id)\n    <span class=\"synSpecial\">LEFT<\/span> <span class=\"synSpecial\">JOIN<\/span> {{ ref(<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">promotion<\/span><span class=\"synSpecial\">'<\/span>) }} <span class=\"synSpecial\">ON<\/span> (wlin_promotion_id = p_promo_id)\n<\/pre>\n<h4 id=\"core\u30ec\u30a4\u30e4\u30fc\">core\u30ec\u30a4\u30e4\u30fc<\/h4>\n<p>staging\u30ec\u30a4\u30e4\u30fc\u306e\u30c7\u30fc\u30bf\u3092\u5897\u5206\u51e6\u7406\u3067core\u30ec\u30a4\u30e4\u30fc\u306b\u53d6\u308a\u8fbc\u3080<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/SQL\">SQL<\/a>\u30af\u30a8\u30ea\u3067\u3059\u3002dbt\u306eincremental\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-sql\" data-lang=\"sql\" data-unlink=\"\">{{ config(\n    materialized=<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">incremental<\/span><span class=\"synSpecial\">'<\/span>,\n    unique_key=[<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">ws_item_sk<\/span><span class=\"synSpecial\">'<\/span>, <span class=\"synSpecial\">'<\/span><span class=\"synConstant\">ws_order_number<\/span><span class=\"synSpecial\">'<\/span>],\n    on_schema_change=<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">fail<\/span><span class=\"synSpecial\">'<\/span>,\n    incremental_strategy=<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">merge<\/span><span class=\"synSpecial\">'<\/span> <span class=\"synSpecial\">if<\/span> target.<span class=\"synSpecial\">type<\/span> != <span class=\"synSpecial\">'<\/span><span class=\"synConstant\">duckdb<\/span><span class=\"synSpecial\">'<\/span> <span class=\"synSpecial\">else<\/span> <span class=\"synSpecial\">'<\/span><span class=\"synConstant\">delete+insert<\/span><span class=\"synSpecial\">'<\/span>\n) }}\n\n\n<span class=\"synStatement\">select<\/span>\n    ws_sold_date_sk::STRING <span class=\"synSpecial\">as<\/span> ws_sold_date_sk,\n    ws_sold_time_sk::STRING <span class=\"synSpecial\">as<\/span> ws_sold_time_sk,\n    ws_ship_date_sk::STRING <span class=\"synSpecial\">as<\/span> ws_ship_date_sk,\n    ws_item_sk::STRING <span class=\"synSpecial\">as<\/span> ws_item_sk,\n    ws_bill_customer_sk::STRING <span class=\"synSpecial\">as<\/span> ws_bill_customer_sk,\n    ws_bill_cdemo_sk::STRING <span class=\"synSpecial\">as<\/span> ws_bill_cdemo_sk,\n    ws_bill_hdemo_sk::STRING <span class=\"synSpecial\">as<\/span> ws_bill_hdemo_sk,\n    ws_bill_addr_sk::STRING <span class=\"synSpecial\">as<\/span> ws_bill_addr_sk,\n    ws_ship_customer_sk::STRING <span class=\"synSpecial\">as<\/span> ws_ship_customer_sk,\n    ws_ship_cdemo_sk::STRING <span class=\"synSpecial\">as<\/span> ws_ship_cdemo_sk,\n    ws_ship_hdemo_sk::STRING <span class=\"synSpecial\">as<\/span> ws_ship_hdemo_sk,\n    ws_ship_addr_sk::STRING <span class=\"synSpecial\">as<\/span> ws_ship_addr_sk,\n    ws_web_page_sk::STRING <span class=\"synSpecial\">as<\/span> ws_web_page_sk,\n    ws_web_site_sk::STRING <span class=\"synSpecial\">as<\/span> ws_web_site_sk,\n    ws_ship_mode_sk::STRING <span class=\"synSpecial\">as<\/span> ws_ship_mode_sk,\n    ws_warehouse_sk::STRING <span class=\"synSpecial\">as<\/span> ws_warehouse_sk,\n    ws_promo_sk::STRING <span class=\"synSpecial\">as<\/span> ws_promo_sk,\n    ws_order_number::STRING <span class=\"synSpecial\">as<\/span> ws_order_number,\n    ws_quantity::<span class=\"synType\">INTEGER<\/span> <span class=\"synSpecial\">as<\/span> ws_quantity,\n    ws_wholesale_cost::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>, <span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">as<\/span> ws_wholesale_cost,\n    ws_list_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>, <span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">as<\/span> ws_list_price,\n    ws_sales_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>, <span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">as<\/span> ws_sales_price,\n    ws_ext_discount_amt::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>, <span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">as<\/span> ws_ext_discount_amt,\n    ws_ext_sales_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>, <span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">as<\/span> ws_ext_sales_price,\n    ws_ext_wholesale_cost::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>, <span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">as<\/span> ws_ext_wholesale_cost,\n    ws_ext_list_price::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>, <span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">as<\/span> ws_ext_list_price,\n    ws_ext_tax::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>, <span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">as<\/span> ws_ext_tax,\n    ws_coupon_amt::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>, <span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">as<\/span> ws_coupon_amt,\n    ws_ext_ship_cost::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>, <span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">as<\/span> ws_ext_ship_cost,\n    ws_net_paid::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>, <span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">as<\/span> ws_net_paid,\n    ws_net_paid_inc_tax::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>, <span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">as<\/span> ws_net_paid_inc_tax,\n    ws_net_paid_inc_ship::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>, <span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">as<\/span> ws_net_paid_inc_ship,\n    ws_net_paid_inc_ship_tax::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>, <span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">as<\/span> ws_net_paid_inc_ship_tax,\n    ws_net_profit::<span class=\"synType\">DECIMAL<\/span>(<span class=\"synConstant\">7<\/span>, <span class=\"synConstant\">2<\/span>) <span class=\"synSpecial\">as<\/span> ws_net_profit,\n    processing_date::STRING <span class=\"synSpecial\">as<\/span> processing_date,\n    ingested_at::<span class=\"synType\">TIMESTAMP<\/span> <span class=\"synSpecial\">as<\/span> ingested_at,\n    <span class=\"synIdentifier\">current_timestamp<\/span>::<span class=\"synType\">TIMESTAMP<\/span> <span class=\"synSpecial\">as<\/span> inserted_at,\n    <span class=\"synIdentifier\">current_timestamp<\/span>::<span class=\"synType\">TIMESTAMP<\/span> <span class=\"synSpecial\">as<\/span> updated_at\n<span class=\"synSpecial\">from<\/span> {{ ref(<span class=\"synSpecial\">'<\/span><span class=\"synConstant\">web_sales_view<\/span><span class=\"synSpecial\">'<\/span>) }}\n\n{% <span class=\"synSpecial\">if<\/span> is_incremental() %}\n  \n  <span class=\"synSpecial\">where<\/span> processing_date = <span class=\"synSpecial\">'<\/span><span class=\"synConstant\">{{ var(\"processing_date\", \"20240101\") }}<\/span><span class=\"synSpecial\">'<\/span>\n{% endif %}\n<\/pre>\n<hr\/>\n<h2 id=\"\u8a73\u7d30\u89e3\u8aac\">\u8a73\u7d30\u89e3\u8aac<\/h2>\n<h3 id=\"Data-Contract\u3068\u306f\">Data Contract\u3068\u306f\uff1f<\/h3>\n<p>Data Contract\u306f\u3001\u30c7\u30fc\u30bf\u306e\u63d0\u4f9b\u8005\u3068\u5229\u7528\u8005\u306e\u9593\u3067\u30c7\u30fc\u30bf\u4ed5\u69d8\u3084\u30c7\u30fc\u30bf\u54c1\u8cea\u8981\u4ef6\u3092\u5408\u610f\u3059\u308b\u305f\u3081\u306e\u6a19\u6e96\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u3059\u3002<br \/>\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u65e2\u5b9a\u306e\u9805\u76ee\u3092\u4f7f\u3063\u3066\u30c7\u30fc\u30bf\u4ed5\u69d8\u3084\u30c7\u30fc\u30bf\u54c1\u8cea\u8981\u4ef6\u3092\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br \/>\u65e2\u5b9a\u306e\u9805\u76ee\u304c\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3082\u306e\u306f\u3001\u30c6\u30fc\u30d6\u30eb<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%B9%A5%AD%A1%BC%A5%DE\">\u30b9\u30ad\u30fc\u30de<\/a>\u3084\u5404\u7a2e\u306e\u8ad6\u7406\u540d\u3001\u30c7\u30fc\u30bf\u306e\u7c92\u5ea6\u306a\u3069\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%E1%A5%BF%A5%C7%A1%BC%A5%BF\">\u30e1\u30bf\u30c7\u30fc\u30bf<\/a>\u306b\u52a0\u3048\u3066\u3001\u30b5\u30f3\u30d7\u30eb\u30c7\u30fc\u30bf\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u30eb\u30fc\u30eb\u306a\u3069\u591a\u5c90\u306b\u6e21\u308a\u307e\u3059\u3002<\/p>\n<p>\u5f53\u691c\u8a3c\u3067\u306f\u300c<a target=\"_blank\" href=\"https:\/\/bitol-io.github.io\/open-data-contract-standard\/latest\/\">ODCS (Open Data Contract Standard)<\/a>\u300d\u3068\u3044\u3046<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/YAML\">YAML<\/a>\u5f62\u5f0f\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002ODCS\u306f<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/Linux\">Linux<\/a> Foundation\u5098\u4e0b\u306eBitol\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u4ee3\u8868\u7684\u306a\u4ed5\u69d8\u3067\u3059\u3002<\/p>\n<p>\u5f53\u8a18\u4e8b\u3067\u306f\u3001Data Contract\u3092\u751f\u6210AI\u3078\u4e0e\u3048\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u6d3b\u7528\u3057\u307e\u3059\u3002Data Contract\u306e\u4f5c\u6210\u81ea\u4f53\u306f\u8a2d\u8a08\u30d7\u30ed\u30bb\u30b9\u3067\u751f\u6210AI\u306b\u884c\u308f\u305b\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\uff08\u5225\u8a18\u4e8b\u3067\u8aac\u660e\u4e88\u5b9a\uff09\u3002<\/p>\n<h4 id=\"\u4eca\u56de\u4f7f\u7528\u306eData-Contract\u306e\u4e3b\u8981\u9805\u76ee\">\u4eca\u56de\u4f7f\u7528\u306eData Contract\u306e\u4e3b\u8981\u9805\u76ee<\/h4>\n<p>\u4e3b\u306b\u4f7f\u7528\u3057\u305f\u9805\u76ee\u3068\u5404\u9805\u76ee\u306e\u7c21\u5358\u306a\u8aac\u660e\u3092\u8a18\u8f09\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>name: \u30ab\u30e9\u30e0\u7269\u7406\u540d<\/li>\n<li>businessName: \u30ab\u30e9\u30e0\u8ad6\u7406\u540d<\/li>\n<li>logicalType: \u8ad6\u7406\u30c7\u30fc\u30bf\u578b<\/li>\n<li>physicalType: \u7269\u7406\u30c7\u30fc\u30bf\u578b<\/li>\n<li>transformSourceObjects: \u30ab\u30e9\u30e0\u306e\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3059\u308b\u969b\u306b\u5fc5\u8981\u306a\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u60c5\u5831<\/li>\n<li>transformLogic: \u30ab\u30e9\u30e0\u306e\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3059\u308b\u969b\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u5909\u63db\u30ed\u30b8\u30c3\u30af<\/li>\n<li>relationships: \u30ab\u30e9\u30e0\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u60c5\u5831<\/li>\n<li>quality: \u30ab\u30e9\u30e0\u306e\u30c7\u30fc\u30bf\u54c1\u8cea\u8981\u4ef6<\/li>\n<\/ul>\n<h4 id=\"\u5b9f\u969b\u306eData-Contract\">\u5b9f\u969b\u306eData Contract<\/h4>\n<p>\u4ee5\u4e0b\u3001\u4ee3\u8868\u7684\u306a2\u3064\u306e\u30ab\u30e9\u30e0\u306eData Contract\u3092\u629c\u7c8b\u3057\u307e\u3059\u3002<\/p>\n<h5 id=\"\u4e3b\u30ad\u30fc\u517c\u5916\u90e8\u30ad\u30fc\u306e\u4f8b-ws_item_sk\">\u4e3b\u30ad\u30fc\u517c\u5916\u90e8\u30ad\u30fc\u306e\u4f8b: ws_item_sk<\/h5>\n<p>\u3053\u3061\u3089\u306f\u524d\u8ff0\u306eData Contract\u306e\u8a73\u8ff0\u3067\u3059\u3002<br \/>\u8907\u5408\u4e3b\u30ad\u30fc\u306e\u4e00\u90e8\u3067\u3042\u308a\u5916\u90e8\u30ad\u30fc\u3067\u3082\u3042\u308b\u30ab\u30e9\u30e0\u3067\u3059\u30023\u30c6\u30fc\u30d6\u30eb\u306e\u7d50\u5408\u3068\u30013\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u54c1\u8cea\u30c6\u30b9\u30c8\u304c\u5b9a\u7fa9\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-yaml\" data-lang=\"yaml\" data-unlink=\"\"><span class=\"synStatement\">- <\/span><span class=\"synIdentifier\">name<\/span><span class=\"synSpecial\">:<\/span> ws_item_sk\n  <span class=\"synIdentifier\">businessName<\/span><span class=\"synSpecial\">:<\/span> \u30a6\u30a7\u30d6\u8ca9\u58f2\u5546\u54c1\u30b5\u30ed\u30b2\u30fc\u30c8\u30ad\u30fc\n  <span class=\"synIdentifier\">logicalType<\/span><span class=\"synSpecial\">:<\/span> string\n  <span class=\"synIdentifier\">physicalType<\/span><span class=\"synSpecial\">:<\/span> STRING\n  <span class=\"synIdentifier\">primaryKey<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">true<\/span>\n  <span class=\"synIdentifier\">primaryKeyPosition<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">1<\/span>\n  <span class=\"synIdentifier\">transformSourceObjects<\/span><span class=\"synSpecial\">:<\/span>\n    <span class=\"synStatement\">- <\/span>core_tpcds.item.i_item_sk\n  <span class=\"synIdentifier\">transformLogic<\/span><span class=\"synSpecial\">:<\/span> SELECT i_item_sk FROM s_web_order JOIN s_web_order_lineitem ON (word_order_id = wlin_order_id) LEFT JOIN item ON (wlin_item_id = i_item_id AND i_rec_end_date IS <span class=\"synConstant\">NULL<\/span>)\n  <span class=\"synIdentifier\">relationships<\/span><span class=\"synSpecial\">:<\/span>\n    <span class=\"synStatement\">- <\/span><span class=\"synIdentifier\">type<\/span><span class=\"synSpecial\">:<\/span> foreignKey\n      <span class=\"synIdentifier\">to<\/span><span class=\"synSpecial\">:<\/span>\n        <span class=\"synStatement\">- <\/span>core_tpcds.item.i_item_sk\n      <span class=\"synIdentifier\">customProperties<\/span><span class=\"synSpecial\">:<\/span>\n        <span class=\"synStatement\">- <\/span><span class=\"synIdentifier\">target_contract_id<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"core_tpcds.item\"<\/span>\n        <span class=\"synStatement\">- <\/span><span class=\"synIdentifier\">target_contract_path<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\".\/core_tpcds\/item.yaml\"<\/span>\n        <span class=\"synStatement\">- <\/span><span class=\"synIdentifier\">target_property<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"i_item_sk\"<\/span>\n  <span class=\"synIdentifier\">quality<\/span><span class=\"synSpecial\">:<\/span>\n    <span class=\"synStatement\">- <\/span><span class=\"synIdentifier\">type<\/span><span class=\"synSpecial\">:<\/span> library\n      <span class=\"synIdentifier\">rule<\/span><span class=\"synSpecial\">:<\/span> duplicateCount\n      <span class=\"synIdentifier\">name<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"\u4e3b\u30ad\u30fc\u91cd\u8907\u30c1\u30a7\u30c3\u30af\uff08ws_item_sk\uff09\"<\/span>\n      <span class=\"synIdentifier\">dimension<\/span><span class=\"synSpecial\">:<\/span> uniqueness\n      <span class=\"synIdentifier\">mustBe<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">0<\/span>\n      <span class=\"synIdentifier\">severity<\/span><span class=\"synSpecial\">:<\/span> error\n      <span class=\"synIdentifier\">businessImpact<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"\u91cd\u8907\u30ec\u30b3\u30fc\u30c9\u306b\u3088\u308a\u30d5\u30a1\u30af\u30c8\u30c6\u30fc\u30d6\u30eb\u306e\u30c7\u30fc\u30bf\u6574\u5408\u6027\u304c\u5d29\u308c\u3001\u58f2\u4e0a\u96c6\u8a08\u306b\u8aa4\u5dee\u304c\u751f\u3058\u308b\"<\/span>\n    <span class=\"synStatement\">- <\/span><span class=\"synIdentifier\">type<\/span><span class=\"synSpecial\">:<\/span> library\n      <span class=\"synIdentifier\">rule<\/span><span class=\"synSpecial\">:<\/span> nullCount\n      <span class=\"synIdentifier\">name<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"\u4e3b\u30ad\u30fcNULL\u30c1\u30a7\u30c3\u30af\uff08ws_item_sk\uff09\"<\/span>\n      <span class=\"synIdentifier\">dimension<\/span><span class=\"synSpecial\">:<\/span> completeness\n      <span class=\"synIdentifier\">mustBe<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">0<\/span>\n      <span class=\"synIdentifier\">severity<\/span><span class=\"synSpecial\">:<\/span> error\n      <span class=\"synIdentifier\">businessImpact<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"NULL\u5024\u304c\u5b58\u5728\u3059\u308b\u3068\u5546\u54c1\u5225\u58f2\u4e0a\u5206\u6790\u304c\u4e0d\u53ef\u80fd\u306b\u306a\u308b\"<\/span>\n    <span class=\"synStatement\">- <\/span><span class=\"synIdentifier\">type<\/span><span class=\"synSpecial\">:<\/span> sql\n      <span class=\"synIdentifier\">name<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"\u5546\u54c1\u30de\u30b9\u30bf\u53c2\u7167\u6574\u5408\u6027\u30c1\u30a7\u30c3\u30af\"<\/span>\n      <span class=\"synIdentifier\">dimension<\/span><span class=\"synSpecial\">:<\/span> consistency\n      <span class=\"synIdentifier\">query<\/span><span class=\"synSpecial\">:<\/span> |\n        SELECT COUNT(*)\n        FROM ${object} ws\n        LEFT JOIN item i ON ws.ws_item_sk = i.i_item_sk\n        WHERE ws.ws_item_sk IS NOT <span class=\"synConstant\">NULL<\/span> AND i.i_item_sk IS <span class=\"synConstant\">NULL<\/span>\n      <span class=\"synIdentifier\">mustBe<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">0<\/span>\n      <span class=\"synIdentifier\">severity<\/span><span class=\"synSpecial\">:<\/span> error\n      <span class=\"synIdentifier\">businessImpact<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"\u53c2\u7167\u6574\u5408\u6027\u304c\u5d29\u308c\u308b\u3068\u5546\u54c1\u30de\u30b9\u30bf\u3068\u306e\u7d50\u5408\u3067\u6b20\u640d\u304c\u767a\u751f\u3057\u3001\u5546\u54c1\u60c5\u5831\u3092\u53d6\u5f97\u3067\u304d\u306a\u3044\u58f2\u4e0a\u30c7\u30fc\u30bf\u304c\u751f\u3058\u308b\"<\/span>\n<\/pre>\n<h5 id=\"\u8907\u96d1\u306a\u8a08\u7b97\u30ed\u30b8\u30c3\u30af\u306e\u4f8b-ws_net_profit\">\u8907\u96d1\u306a\u8a08\u7b97\u30ed\u30b8\u30c3\u30af\u306e\u4f8b: ws_net_profit<\/h5>\n<p>\u7d14\u5229\u76ca\u306f\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u8a08\u7b97\u3055\u308c\u3001\u8a08\u7b97\u6574\u5408\u6027\u3068\u5e73\u5747\u5024\u306e\u59a5\u5f53\u6027\u306e\u4e21\u65b9\u304c\u30c1\u30a7\u30c3\u30af\u3055\u308c\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-yaml\" data-lang=\"yaml\" data-unlink=\"\"><span class=\"synStatement\">- <\/span><span class=\"synIdentifier\">name<\/span><span class=\"synSpecial\">:<\/span> ws_net_profit\n  <span class=\"synIdentifier\">businessName<\/span><span class=\"synSpecial\">:<\/span> \u30a6\u30a7\u30d6\u7d14\u5229\u76ca\n  <span class=\"synIdentifier\">logicalType<\/span><span class=\"synSpecial\">:<\/span> number\n  <span class=\"synIdentifier\">physicalType<\/span><span class=\"synSpecial\">:<\/span> DECIMAL(7, 2)\n  <span class=\"synIdentifier\">transformSourceObjects<\/span><span class=\"synSpecial\">:<\/span>\n    <span class=\"synStatement\">- <\/span>raw.s_web_order_lineitem.wlin_sales_price\n    <span class=\"synStatement\">- <\/span>raw.s_web_order_lineitem.wlin_quantity\n    <span class=\"synStatement\">- <\/span>raw.s_web_order_lineitem.wlin_coupon_amt\n    <span class=\"synStatement\">- <\/span>core_tpcds.item.i_wholesale_cost\n  <span class=\"synIdentifier\">transformLogic<\/span><span class=\"synSpecial\">:<\/span> SELECT (((wlin_sales_price::DECIMAL(7,2) * wlin_quantity::INTEGER) - wlin_coupon_amt::DECIMAL(7,2)) - (i_wholesale_cost::DECIMAL(7,2) * wlin_quantity::INTEGER))::DECIMAL(7,2) FROM s_web_order JOIN s_web_order_lineitem ON (word_order_id = wlin_order_id) LEFT JOIN item ON (wlin_item_id = i_item_id AND i_rec_end_date IS <span class=\"synConstant\">NULL<\/span>)\n  <span class=\"synIdentifier\">quality<\/span><span class=\"synSpecial\">:<\/span>\n    <span class=\"synStatement\">- <\/span><span class=\"synIdentifier\">type<\/span><span class=\"synSpecial\">:<\/span> sql\n      <span class=\"synIdentifier\">name<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"\u7d14\u5229\u76ca\u8a08\u7b97\u6574\u5408\u6027\u30c1\u30a7\u30c3\u30af\"<\/span>\n      <span class=\"synIdentifier\">dimension<\/span><span class=\"synSpecial\">:<\/span> accuracy\n      <span class=\"synIdentifier\">query<\/span><span class=\"synSpecial\">:<\/span> |\n        SELECT COUNT(*)\n        FROM ${object}\n        WHERE ws_net_profit IS NOT <span class=\"synConstant\">NULL<\/span>\n          AND ws_net_paid IS NOT <span class=\"synConstant\">NULL<\/span>\n          AND ws_ext_wholesale_cost IS NOT <span class=\"synConstant\">NULL<\/span>\n          AND ABS(ws_net_profit - (ws_net_paid - ws_ext_wholesale_cost)) &gt; <span class=\"synConstant\">0.01<\/span>\n      <span class=\"synIdentifier\">mustBe<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">0<\/span>\n      <span class=\"synIdentifier\">severity<\/span><span class=\"synSpecial\">:<\/span> error\n      <span class=\"synIdentifier\">businessImpact<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"\u8a08\u7b97\u5f0f\u304c\u4e0d\u6b63\u78ba\u306a\u5834\u5408\u3001\u5229\u76ca\u5206\u6790\u306e\u4fe1\u983c\u6027\u3092\u640d\u306a\u3046\"<\/span>\n    <span class=\"synStatement\">- <\/span><span class=\"synIdentifier\">type<\/span><span class=\"synSpecial\">:<\/span> sql\n      <span class=\"synIdentifier\">name<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"\u7d14\u5229\u76ca\u5e73\u5747\u5024\u30c1\u30a7\u30c3\u30af\"<\/span>\n      <span class=\"synIdentifier\">dimension<\/span><span class=\"synSpecial\">:<\/span> accuracy\n      <span class=\"synIdentifier\">query<\/span><span class=\"synSpecial\">:<\/span> |\n        SELECT AVG(ws_net_profit)\n        FROM ${object}\n        WHERE ws_net_profit IS NOT <span class=\"synConstant\">NULL<\/span>\n      <span class=\"synIdentifier\">mustBeBetween<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synSpecial\">[<\/span>-100, <span class=\"synConstant\">1000<\/span><span class=\"synSpecial\">]<\/span>\n      <span class=\"synIdentifier\">severity<\/span><span class=\"synSpecial\">:<\/span> warning\n      <span class=\"synIdentifier\">businessImpact<\/span><span class=\"synSpecial\">:<\/span> <span class=\"synConstant\">\"\u5e73\u5747\u5229\u76ca\u304c\u7570\u5e38\u5024\u306e\u5834\u5408\u3001\u4fa1\u683c\u8a2d\u5b9a\u3084\u539f\u4fa1\u30c7\u30fc\u30bf\u306b\u554f\u984c\u304c\u3042\u308b\u53ef\u80fd\u6027\"<\/span>\n<\/pre>\n<h4 id=\"transformSourceObjects\u3068transformLogic\u306e\u91cd\u8981\u6027\">transformSourceObjects\u3068transformLogic\u306e\u91cd\u8981\u6027<\/h4>\n<p>\u5f53\u691c\u8a3c\u3067\u7279\u306b\u8a66\u884c\u932f\u8aa4\u3057\u305f\u306e\u304c\u3001\u3053\u306e2\u3064\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u8a18\u8ff0\u3067\u3057\u305f\u3002<\/p>\n<p><strong>\u5f53\u521d\u306e\u4eee\u8aac<\/strong>: \u5404\u30d7\u30ed\u30d1\u30c6\u30a3\u3067\u30c7\u30fc\u30bf\u4ed5\u69d8\u3092\u8a18\u8ff0\u3057\u3001relationships\u30d7\u30ed\u30d1\u30c6\u30a3\u3067\u30c7\u30fc\u30bf\u9593\u306e\u95a2\u4fc2\u6027\u3092\u8a18\u8ff0\u3059\u308c\u3070\u3001\u751f\u6210AI\u304cJOIN\u51e6\u7406\u3084\u30ab\u30e9\u30e0\u6bce\u306e\u8a08\u7b97\u30ed\u30b8\u30c3\u30af\u3001\u5909\u63db\u30ed\u30b8\u30c3\u30af\u3092\u985e\u63a8\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u304b<\/p>\n<p><strong>\u5b9f\u969b\u306e\u8ab2\u984c<\/strong>: \u30c7\u30fc\u30bf\u4ed5\u69d8\u3084\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\uff08\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u4e0a\u306e\u95a2\u4fc2\u6027\uff09\u3068ETL\/<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/ELT\">ELT<\/a>\u51e6\u7406\uff08\u30c7\u30fc\u30bf\u5909\u63db\u30ed\u30b8\u30c3\u30af\uff09\u306e\u9593\u306b\u306f\u9694\u305f\u308a\u304c\u3042\u308b<\/p>\n<p>\u4f8b\u3048\u3070\u3001<code>ws_item_sk<\/code>\u30ab\u30e9\u30e0\u306f<code>item<\/code>\u30c6\u30fc\u30d6\u30eb\u3068\u5916\u90e8\u30ad\u30fc\u95a2\u4fc2\u306b\u3042\u308a\u307e\u3059\u304c\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u53d6\u5f97\u306b\u306f<code>s_web_order<\/code> \u2192 <code>s_web_order_lineitem<\/code> \u2192 <code>item<\/code>\u3068\u3044\u30463\u30c6\u30fc\u30d6\u30eb\u306e\u7d50\u5408\u304c\u5fc5\u8981\u3067\u3059\u3002<br \/>\u3053\u308c\u306f\u751f\u6210AI\u306b\u5206\u304b\u3063\u3066\u3082\u3089\u3048\u305d\u3046\u3067\u5206\u304b\u3063\u3066\u3082\u3089\u3048\u307e\u305b\u3093\u3067\u3057\u305f\u3002<br \/><code>s_web_order<\/code> \u3068<code>item<\/code>\u306e2\u3064\u306e\u30c6\u30fc\u30d6\u30eb\u3092\u7121\u7406\u306b\u7d50\u5408\u3057\u3088\u3046\u3068\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3057\u3001\u30c1\u30e3\u30c3\u30c8\u3067\u8aac\u660e\u3057\u3066\u6539\u5584\u3057\u3066\u3082\u5f8c\u3067\u5fd8\u308c\u3066\u554f\u984c\u304c\u518d\u767a\u3057\u3001\u5fd8\u308c\u306a\u3044\u3088\u3046\u306b\u8a18\u9332\u3057\u3066\u3082\u3089\u3063\u3066\u3082\u500b\u5225\u306e\u30b1\u30fc\u30b9\u306e\u5b9f\u88c5\u65b9\u6cd5\u3068\u3057\u3066\u8a18\u9332\u3055\u308c\u3066\u4ed6\u30b1\u30fc\u30b9\u3078\u306e\u5fdc\u7528\u304c\u61f8\u5ff5\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>\u4ed6\u306b\u3001\u751f\u6210AI\u306f<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%B5%A5%ED%A5%B2%A1%BC%A5%C8%A5%AD%A1%BC\">\u30b5\u30ed\u30b2\u30fc\u30c8\u30ad\u30fc<\/a>\u3069\u3046\u3057\u3067\u30c6\u30fc\u30d6\u30eb\u7d50\u5408\u3057\u305f\u308a\u3001\u4e3b\u30ad\u30fc\u3067\u7d50\u5408\u3059\u308b\u3088\u3046\u306b\u6307\u793a\u3057\u3066\u6539\u5584\u3057\u3066\u3082\u4eca\u5ea6\u306f\u809d\u5fc3\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%B5%A5%ED%A5%B2%A1%BC%A5%C8%A5%AD%A1%BC\">\u30b5\u30ed\u30b2\u30fc\u30c8\u30ad\u30fc<\/a>\u3092\u53d6\u5f97\u3057\u3066\u304f\u308c\u306a\u304b\u3063\u305f\u308a\u3057\u307e\u3057\u305f\u3002<br \/>\u307e\u305f\u3001\u30ab\u30e9\u30e0\u306e\u6f14\u7b97\u51e6\u7406\u306f\u9593\u9055\u3063\u305f\u5185\u5bb9\u304c\u5b9f\u88c5\u3055\u308c\u308b\u304b\u5168\u304f\u5b9f\u88c5\u3055\u308c\u306a\u3044\u304b\u3067\u3057\u305f\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u4ee5\u4e0b\u306e2\u3064\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u4f7f\u3046\u3088\u3046\u306b\u3057\u307e\u3057\u305f\uff1a<\/p>\n<ul>\n<li><strong>transformSourceObjects<\/strong>: \u30c7\u30fc\u30bf\u306e\u51fa\u6240\uff08\u30bd\u30fc\u30b9\u30c6\u30fc\u30d6\u30eb\u30fb\u30ab\u30e9\u30e0\uff09\u3092\u660e\u793a<\/li>\n<li><strong>transformLogic<\/strong>: \u5177\u4f53\u7684\u306a\u5909\u63db\u30ed\u30b8\u30c3\u30af\uff08JOIN\u6761\u4ef6\u3001\u30d5\u30a3\u30eb\u30bf\u3001\u8a08\u7b97\u5f0f\u306a\u3069\uff09\u3092\u8a18\u8ff0<\/li>\n<\/ul>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u751f\u6210AI\u306f\u300c\u4f55\u3092\u53c2\u7167\u3057\u3066\u3001\u3069\u3046\u5909\u63db\u3059\u308b\u304b\u300d\u3092\u6b63\u78ba\u306b\u7406\u89e3\u3057\u3001\u610f\u56f3\u901a\u308a\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/SQL\">SQL<\/a>\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h4 id=\"transformSourceObjects\u3068transformLogic\u306e\u4f5c\u6210\u65b9\u6cd5\">transformSourceObjects\u3068transformLogic\u306e\u4f5c\u6210\u65b9\u6cd5<\/h4>\n<p>transformSourceObjects\u30d7\u30ed\u30d1\u30c6\u30a3\u3068transformLogic\u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u4f5c\u6210\u81ea\u4f53\u3092\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u306e\u8a2d\u8a08\u904e\u7a0b\u3067\u751f\u6210AI\u3068\u5171\u306b\u884c\u3044\u307e\u3059\u3002<br \/>\u3082\u3057\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u5074\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u696d\u52d9\u77e5\u8b58 (\u4f8b. \u7d14\u5229\u76ca\u306e\u8a08\u7b97\u5f0f) \u304c\u4f55\u304b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306a\u3069\u306b\u6574\u7406\u3055\u308c\u3066\u3042\u308c\u3070\u3001\u305d\u306e\u5185\u5bb9\u3092\u3082\u3068\u306b\u751f\u6210AI\u304c\u4e21\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u5b9a\u7fa9\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\u307e\u305f\u3001\u4f8b\u3048\u3070\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30ca\u30eb<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%E2%A5%C7%A5%EA%A5%F3%A5%B0\">\u30e2\u30c7\u30ea\u30f3\u30b0<\/a>\u3067\u3042\u308c\u3070\u3001\u30c7\u30fc\u30bf\u7c92\u5ea6 (Grain) \u306e\u5b9a\u7fa9\u3084Conformance Matrix\u306a\u3069\u3092\u6a5f\u68b0\u5224\u8aad\u53ef\u80fd\u306a\u30d5\u30a1\u30a4\u30eb\u5f62\u5f0f\u3067\u751f\u6210AI\u3068\u5171\u306b\u4f5c\u6210\u3057\u3001\u305d\u308c\u3089\u6210\u679c\u7269\u3092\u30bd\u30fc\u30b9\u3068\u3057\u3066\u751f\u6210AI\u304c\u4e21\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u4f5c\u6210\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h4 id=\"relationships\u30d7\u30ed\u30d1\u30c6\u30a3\u306f-ODCS-v310-\u306b\u30ea\u30ea\u30fc\u30b9\u4e88\u5b9a\">relationships\u30d7\u30ed\u30d1\u30c6\u30a3\u306f ODCS v3.1.0 \u306b\u30ea\u30ea\u30fc\u30b9\u4e88\u5b9a<\/h4>\n<p>ODCS\u306e\u73fe\u5728\u306e\u6700\u65b0\u516c\u5f0f\u30d0\u30fc\u30b8\u30e7\u30f3\u306fv3.0.2\u3067\u3059\u304c\u3001\u3053\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u306f<strong>relationships\u30d7\u30ed\u30d1\u30c6\u30a3\u304c\u5b58\u5728\u3057\u307e\u305b\u3093<\/strong>\u3002<br \/>ODCS v3.1.0\u3067relationships\u30d7\u30ed\u30d1\u30c6\u30a3\u304c\u5b9f\u88c5\u3055\u308c\u308b\u4e88\u5b9a\u3067\u3001\u5f53\u691c\u8a3c\u3067\u306fODCS\u306e<strong>v3.1.0<\/strong>\u3092\u5148\u884c\u7684\u306b\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>v3.1.0\u3067\u306e\u8ffd\u52a0\u4e88\u5b9a: <a target=\"_blank\" href=\"https:\/\/github.com\/bitol-io\/tsc\/blob\/main\/rfcs\/approved\/odcs-v3.1.0\/0013-relationships-between-properties.md\">ODCS v3.1.0 RFC0013<\/a><\/p>\n<h4 id=\"\u305d\u306e\u4ed6\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u4f5c\u6210\u65b9\u6cd5\">\u305d\u306e\u4ed6\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u4f5c\u6210\u65b9\u6cd5<\/h4>\n<p>name\u30d7\u30ed\u30d1\u30c6\u30a3\u3084physicalType\u30d7\u30ed\u30d1\u30c6\u30a3\u306a\u3069\u306e\u57fa\u790e\u7684\u306a\u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u4f5c\u6210\u306f\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306eDB\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%B9%A5%AD%A1%BC%A5%DE\">\u30b9\u30ad\u30fc\u30de<\/a>\u60c5\u5831\u3084\u751f\u30c7\u30fc\u30bf\u306e\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u3092\u30bd\u30fc\u30b9\u3068\u3057\u3066\u751f\u6210AI\u306b\u4e0e\u3048\u308b\u3053\u3068\u3067\u534a\u81ea\u52d5\u751f\u6210\u3082\u3057\u304f\u306f\u81ea\u52d5\u751f\u6210\u304c\u53ef\u80fd\u3067\u3059\u3002<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/Excel\">Excel<\/a>\u306a\u3069\u306e\u56fa\u6709\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30d5\u30a1\u30a4\u30eb\u5f62\u5f0f\u306e\u5834\u5408\u306f\u3001\u6a5f\u68b0\u5224\u8aad\u53ef\u80fd\u306a\u30aa\u30fc\u30d7\u30f3\u306a\u30d5\u30a1\u30a4\u30eb\u5f62\u5f0f\u3078\u306e\u5909\u63db\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<h2 id=\"\u3055\u3044\u3054\u306b\">\u3055\u3044\u3054\u306b<\/h2>\n<h3 id=\"\u691c\u8a3c\u306e\u632f\u308a\u8fd4\u308a\">\u691c\u8a3c\u306e\u632f\u308a\u8fd4\u308a<\/h3>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001Data Contract\uff08ODCS\u5f62\u5f0f\uff09\u3092\u6d3b\u7528\u3057\u305f\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306eAI\u99c6\u52d5\u958b\u767a\u624b\u6cd5\u3092\u691c\u8a3c\u3057\u307e\u3057\u305f\u3002<\/p>\n<p><strong>\u6210\u679c\u3068\u3057\u3066\u5f97\u3089\u308c\u305f\u3053\u3068<\/strong>\uff1a<\/p>\n<ul>\n<li>12\u30c6\u30fc\u30d6\u30eb\u7d50\u5408\u300135\u30ab\u30e9\u30e0\u306e\u8907\u96d1\u306a<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/SQL\">SQL<\/a>\u30af\u30a8\u30ea\u3092\u751f\u6210AI\u304c\u6b63\u78ba\u306b\u751f\u6210<\/li>\n<li>Data Contract\u306b\u5b9a\u7fa9\u3057\u305f\u578b\u30ad\u30e3\u30b9\u30c8\u3001\u8a08\u7b97\u30ed\u30b8\u30c3\u30af\u3001JOIN\u6761\u4ef6\u304c\u610f\u56f3\u901a\u308a\u306b\u5b9f\u88c5<\/li>\n<li>\u5897\u5206\u51e6\u7406\u3084dbt\u306eincremental\u8a2d\u5b9a\u3082\u9069\u5207\u306b\u751f\u6210<\/li>\n<\/ul>\n<p><strong>\u6210\u529f\u8981\u56e0<\/strong>\uff1a<\/p>\n<ul>\n<li>\u30c7\u30fc\u30bf<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%A2%A1%BC%A5%AD%A5%C6%A5%AF%A5%C1%A5%E3\">\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/a>\u3068\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u306e2\u8ef8\u3067\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u6574\u7406<\/li>\n<li>\u30c7\u30fc\u30bf\u9805\u76ee\u3084\u30c7\u30fc\u30bf\u578b\u3001\u5236\u7d04\u306a\u3069\u306e<a target=\"_blank\" class=\"keyword\" href=\"https:\/\/d.hatena.ne.jp\/keyword\/%A5%B9%A5%AD%A1%BC%A5%DE\">\u30b9\u30ad\u30fc\u30de<\/a>\u60c5\u5831\u306b\u52a0\u3048\u3066\u3001<code>transformSourceObjects<\/code>\u3068<code>transformLogic<\/code>\u3067\u30c7\u30fc\u30bf\u30ea\u30cd\u30fc\u30b8\u3092\u660e\u793a<\/li>\n<li>\u30ed\u30fc\u30ab\u30eb\u5b8c\u7d50\u578b\u306e\u958b\u767a\u74b0\u5883\u3067\u751f\u6210AI\u306e\u8a66\u884c\u932f\u8aa4\u3092\u9ad8\u901f\u5316<\/li>\n<\/ul>\n<h3 id=\"\u6240\u611f\">\u6240\u611f<\/h3>\n<p>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306eAI\u99c6\u52d5\u958b\u767a\u306b\u5411\u3051\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u6574\u5099\u65b9\u6cd5\u306e1\u3064\u3092\u898b\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u3066\u826f\u304b\u3063\u305f\u3068\u601d\u3044\u307e\u3059\u3002<br \/>\u30c7\u30fc\u30bf\u57fa\u76e4\uff0f\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u3092\u6982\u5ff5\u7684\u306b\u5206\u89e3\u3057\u3001\u65e2\u5b58\u306e\u5c02\u9580\u7528\u8a9e\u306b\u5f53\u3066\u306f\u3081\u3066\u69cb\u9020\u5316\u3057\u3066\u8aac\u660e\u3059\u308b\u3053\u3068\u3067\u751f\u6210AI\u304c\u4f53\u7cfb\u7684\u304b\u3064\u8a73\u7d30\u306b\u7406\u89e3\u3059\u308b\u3088\u3046\u306b\u306a\u308b\u3053\u3068\u304c\u5b9f\u611f\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305f\u3001\u7279\u5b9a\u306e\u88fd\u54c1\u30fb\u30b5\u30fc\u30d3\u30b9\u306b\u4f9d\u5b58\u305b\u305a\u306b\u9032\u3081\u3089\u308c\u307e\u3057\u305f\u306e\u3067\u3001\u518d\u5229\u7528\u6027\u304c\u6bd4\u8f03\u7684\u306b\u9ad8\u3044\u3068\u8003\u3048\u3066\u304a\u308a\u3001\u4eca\u5f8c\u306e\u5fdc\u7528\u3068\u3057\u3066\u95a2\u9023\u306e\u88fd\u54c1\u30fb\u30b5\u30fc\u30d3\u30b9\u3068\u9023\u643a\u3057DataOps\u3084AIOps\u3078\u6607\u83ef\u3067\u304d\u308c\u3070\u3068\u671f\u5f85\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u30c7\u30fc\u30bf\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u306e\u3088\u308a\u5e83\u3044\u7bc4\u56f2\u3078\u306e\u6d3b\u7528\u306e\u53ef\u80fd\u6027<\/strong><br 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Contract\u3068\u751f\u6210AI\u306e\u6d3b\u7528\u53ef\u80fd\u6027\u306b\u3064\u3044\u3066\u306f\u3001\u4eca\u5f8c\u3082\u7d99\u7d9a\u7684\u306b\u691c\u8a3c\u3092\u9032\u3081\u3066\u3044\u304f\u4e88\u5b9a\u3067\u3059\u3002<\/p>\n<p>\u57f7\u7b46\uff1a<a target=\"_blank\" href=\"https:\/\/shodo.ink\/@shikarashika\/\">@shikarashika<\/a><br \/>\u30ec\u30d3\u30e5\u30fc\uff1a<a target=\"_blank\" href=\"https:\/\/shodo.ink\/@yamada.y\/\">@yamada.y<\/a><br \/>\uff08<em><a target=\"_blank\" href=\"https:\/\/shodo.ink\">Shodo<\/a>\u3067\u57f7\u7b46\u3055\u308c\u307e\u3057\u305f<\/em>\uff09<\/p>\n<\/div>\n<p><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 = \"\/\/connect.facebook.net\/ja_JP\/sdk.js#xfbml=1&appId=719729204785177&version=v17.0\";\n  fjs.parentNode.insertBefore(js, fjs);\n}(document, 'script', 'facebook-jssdk'));<\/script><br \/>\n<br \/>\n<br \/><a href=\"https:\/\/tech.dentsusoken.com\/entry\/2025\/12\/08\/%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%83%AA%E3%83%B3%E3%82%B0%E3%81%AEAI%E9%A7%86%E5%8B%95%E9%96%8B%E7%99%BA%3A_Data_Contract%E3%82%92%E5%BF%9C%E7%94%A8%E3%81%97\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u306f\u3058\u3081\u306b \u3053\u3093\u306b\u3061\u306f\u3001XI\u672c\u90e8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30bb\u30f3\u30bf\u30fc\u306e\u5fb3\u5c71\u5e83\u58eb\u3067\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30c7\u30fc\u30bf\u57fa\u76e4\uff0f\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306eAI\u99c6\u52d5\u958b\u767a\u306e\u624b\u6cd5\u3092\u63d0\u6848\u3057\u307e\u3059\u3002\u300cODCS (Open Data C [&hellip;]","protected":false},"author":1,"featured_media":5554,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-26908","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-company-tec"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306eAI\u99c6\u52d5\u958b\u767a: Data Contract\u3092\u5fdc\u7528\u3057\u305f\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u751f\u6210 - \u96fb\u901a\u7dcf\u7814 \u30c6\u30c3\u30af\u30d6\u30ed\u30b0 - \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\" 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