{"id":26693,"date":"2025-12-06T10:57:22","date_gmt":"2025-12-06T10:57:22","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=26693"},"modified":"2025-12-06T10:57:22","modified_gmt":"2025-12-06T10:57:22","slug":"ai%e6%b4%bb%e7%94%a8%e3%81%a7%e9%96%8b%e7%99%ba%e5%8a%a0%e9%80%9f%ef%bc%81gcpxaws-%e3%83%9e%e3%83%ab%e3%83%81%e3%82%af%e3%83%a9%e3%82%a6%e3%83%89%e3%83%aa%e3%83%90%e3%83%bc%e3%82%b9etl%e3%81%ae","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/26693\/","title":{"rendered":"AI\u6d3b\u7528\u3067\u958b\u767a\u52a0\u901f\uff01GCP\u00d7AWS \u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u30ea\u30d0\u30fc\u30b9ETL\u306e\u6280\u8853\u9078\u5b9a\u3068\u5b9f\u88c5 &#8211; Gaudiy Tech Blog"},"content":{"rendered":"\n<\/p>\n<div>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/g\/gaudiy\/20251206\/20251206143623.png\" width=\"1200\" height=\"630\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<h2 id=\"intro\">\u306f\u3058\u3081\u306b<\/h2>\n<p>\u3053\u306e\u8a18\u4e8b\u306f<a target=\"_blank\" href=\"https:\/\/adventar.org\/calendars\/11616\">Gaudiy Engineers Advent Calendar 2025<\/a>\u306e6\u65e5\u76ee\u306e\u8a18\u4e8b\u3067\u3059\u3002<\/p>\n<p>\u306f\u3058\u3081\u307e\u3057\u3066\u3002Gaudiy \u3067\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u3057\u3066\u3044\u308b miyataku \u3067\u3059\u3002<\/p>\n<p>\u79c1\u305f\u3061\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001\u300cBigQuery \u3067\u5206\u6790\u3057\u305f\u30c7\u30fc\u30bf\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5074\u3067\u4f7f\u3044\u305f\u3044\u300d\u3068\u3044\u3046\u30cb\u30fc\u30ba\u304c\u3042\u308a\u307e\u3057\u305f\u3002<br \/>\u8ab2\u984c\u3068\u306a\u3063\u305f\u306e\u306f\u3001<strong>\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u304c GCP (BigQuery)\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c AWS \u3067\u52d5\u3044\u3066\u3044\u308b\u3068\u3044\u3046\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u69cb\u6210<\/strong> \u3067\u3059\u3002\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u3069\u3061\u3089\u304b\u306b\u7d71\u4e00\u3059\u308b\u6848\u3082\u51fa\u307e\u3057\u305f\u304c\u3001\u30b3\u30b9\u30c8\u3084\u30ea\u30b9\u30af\u3092\u8a66\u7b97\u3059\u308b\u3068\u73fe\u5b9f\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001<strong>\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3092\u7dad\u6301\u3057\u305f\u307e\u307e\u3001BigQuery \u306e\u30c7\u30fc\u30bf\u3092 AWS \u5074\u3067\u6d3b\u7528\u3059\u308b\u4ed5\u7d44\u307f<\/strong> \u3092\u69cb\u7bc9\u3059\u308b\u65b9\u91dd\u3092\u9078\u629e\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u6280\u8853\u9078\u5b9a\u304b\u3089\u958b\u767a\u307e\u3067\u9032\u3081\u3066\u3044\u3063\u305f\u7d50\u679c\u3001\u3044\u3044\u611f\u3058\u306b\u8981\u4ef6\u3092\u6e80\u305f\u3059\u69cb\u6210\u304c\u307e\u3068\u307e\u3063\u3066\u3001<strong>\u308f\u305a\u304b3 \u9031\u9593\u3067\u5b8c\u4e86\u307e\u3067\u6301\u3063\u3066\u3044\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f<\/strong>\u3002<br \/>\u3053\u308c\u307b\u3069\u77ed\u671f\u9593\u3067\u4ed5\u4e0a\u3052\u3089\u308c\u305f\u5927\u304d\u306a\u7406\u7531\u306f\u3001<strong>\u6280\u8853\u9078\u5b9a\u304b\u3089\u958b\u767a\u307e\u3067 Claude Code \u3092\u7a4d\u6975\u7684\u306b\u6d3b\u7528\u3057\u305f\u70b9<\/strong>\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u305d\u306e\u3068\u304d\u306e\u610f\u601d\u6c7a\u5b9a\u3084\u69cb\u6210\u3001AI\u3092\u3069\u3046\u6d3b\u7528\u3057\u305f\u304b\u306a\u3069\u306e\u88cf\u5074\u3092\u307e\u3068\u3081\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"-\u3053\u306e\u8a18\u4e8b\u306e\u30cf\u30a4\u30e9\u30a4\u30c8\">\ud83d\udd0d <strong>\u3053\u306e\u8a18\u4e8b\u306e\u30cf\u30a4\u30e9\u30a4\u30c8<\/strong><\/h3>\n<ul>\n<li>\ud83d\udd04 <strong>\u30c7\u30fc\u30bf\u9023\u643a\u57fa\u76e4\u69cb\u7bc9<\/strong>\uff1aBigQuery \u2192 S3 \u2192 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30c7\u30fc\u30bf\u9023\u643a\u3092\u77ed\u671f\u9593\u3067\u5b9f\u73fe<\/li>\n<li>\u23f1\ufe0f <strong>\u958b\u767a\u5de5\u6570\u524a\u6e1b<\/strong>\uff1aCloud Run Jobs \u306e\u63a1\u7528\u3067 6\u301c9 \u65e5\u77ed\u7e2e\u3002Go \/ Docker \u306e\u65e2\u5b58\u30b9\u30ad\u30eb\u306e\u307f\u3067\u5bfe\u5fdc\u53ef\u80fd<\/li>\n<li>\ud83d\udd10 <strong>\u30bb\u30ad\u30e5\u30a2\u306a\u8a8d\u8a3c<\/strong>\uff1aCloud Run OIDC \u00d7 AWS STS \u3067\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u8a8d\u8a3c\u3092\u5b9f\u73fe\uff08WIF\u69cb\u7bc9\u4e0d\u8981\uff09<\/li>\n<li>\ud83d\udcb0 <strong>\u9ad8\u3044\u30b3\u30b9\u30c8\u52b9\u7387<\/strong>\uff1a\u6570\u767e\u4e07\u30e6\u30fc\u30b6\u30fc\u898f\u6a21\u306e\u30c7\u30fc\u30bf\u3092\u6708\u984d\u30b3\u30b9\u30c8\u6570\u30c9\u30eb\u3067\u51e6\u7406<\/li>\n<li>\ud83e\udd16 <strong>AI \u6d3b\u7528\u306e\u5de5\u592b<\/strong>\uff1a\u6280\u8853\u9078\u5b9a\u3084\u5b9f\u88c5\u30d1\u30bf\u30fc\u30f3\u691c\u8a0e\u3067\u52b9\u7387\u5316\u3092\u5b9f\u73fe<\/li>\n<li>\ud83d\udcda <strong>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u6226\u7565<\/strong>\uff1aspec \/ research \u306e\u5206\u96e2\u3067\u65b0\u30e1\u30f3\u30d0\u30fc\u306e\u30ad\u30e3\u30c3\u30c1\u30a2\u30c3\u30d7\u3092\u5927\u5e45\u306b\u9ad8\u901f\u5316<\/li>\n<\/ul>\n<h2 id=\"section1\">1. \u80cc\u666f\u3068\u8ab2\u984c<\/h2>\n<p>\u5b9f\u73fe\u3057\u305f\u304b\u3063\u305f\u3053\u3068\u306f\u30b7\u30f3\u30d7\u30eb\u3067\u3001BigQuery \u3067\u5206\u6790\u30fb\u96c6\u8a08\u3057\u305f\u30e6\u30fc\u30b6\u30fc\u306e\u8a18\u9332\u3084\u884c\u52d5\u5c65\u6b74\u3092\u3001API \u7d4c\u7531\u3067\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3059\u3002<br \/>\u3053\u308c\u304c\u3067\u304d\u308c\u3070\u3001\u3088\u308a\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u4f53\u9a13\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3001\u5b9f\u969b\u306b\u3084\u308d\u3046\u3068\u3059\u308b\u3068\u30012 \u3064\u306e\u58c1\u306b\u3076\u3064\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u8a8d\u8a3c\u3092\u3069\u3046\u3059\u308b\u304b\">\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u8a8d\u8a3c\u3092\u3069\u3046\u3059\u308b\u304b<\/h3>\n<p>\u30c7\u30fc\u30bf\u306f GCP\uff08BigQuery\uff09\u306b\u3042\u3063\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30a4\u30f3\u30d5\u30e9\u306f AWS\uff08ECS\/S3\uff09\u306b\u3042\u308b\u3002<br \/>\u3064\u307e\u308a GCP \u5074\u304b\u3089 AWS \u306e S3 \u306b\u5b89\u5168\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u30a2\u30af\u30bb\u30b9\u30ad\u30fc\u307f\u305f\u3044\u306a\u9577\u671f\u79d8\u5bc6\u60c5\u5831\u306f\u7ba1\u7406\u30ea\u30b9\u30af\u304c\u9ad8\u3044\u306e\u3067\u907f\u3051\u305f\u3044\u3067\u3059\u3057\u3001\u304b\u3068\u3044\u3063\u3066\u8a8d\u8a3c\u57fa\u76e4\u3092\u65b0\u305f\u306b\u69cb\u7bc9\u30fb\u904b\u7528\u3059\u308b\u30b3\u30b9\u30c8\u3082\u3067\u304d\u308b\u3060\u3051\u6291\u3048\u305f\u3044\u3002<\/p>\n<h3 id=\"\u6570\u767e\u4e07\u30e6\u30fc\u30b6\u30fc\u5206\u306e\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u306b\u51e6\u7406\u3059\u308b\u306b\u306f\">\u6570\u767e\u4e07\u30e6\u30fc\u30b6\u30fc\u5206\u306e\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u306b\u51e6\u7406\u3059\u308b\u306b\u306f<\/h3>\n<p>1 \u65e5 1 \u56de\u3001\u6570\u767e\u4e07\u30e6\u30fc\u30b6\u30fc\u5206\u306e\u30c7\u30fc\u30bf\u3092\u5168\u4ef6\u66f4\u65b0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br \/>Cloud Run \u306e\u30e1\u30e2\u30ea\u30fbCPU \u5236\u9650\u306e\u4e2d\u3067\u3001\u4e26\u5217\u51e6\u7406\u3092\u3046\u307e\u304f\u4f7f\u3063\u3066\u9ad8\u901f\u5316\u3057\u3064\u3064\u3001\u30b3\u30b9\u30c8\u3082\u6700\u9069\u5316\u3057\u306a\u3044\u3068\u3044\u3051\u307e\u305b\u3093\u3002<\/p>\n<h3 id=\"\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u306e\u307e\u307e\u3044\u304f\u304b\u7d71\u5408\u3059\u308b\u304b\">\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u306e\u307e\u307e\u3044\u304f\u304b\u3001\u7d71\u5408\u3059\u308b\u304b<\/h3>\n<p>\u6700\u521d\u306f\u30c1\u30fc\u30e0\u5185\u3067\u3082\u300c\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u3063\u3066\u904b\u7528\u8907\u96d1\u3058\u3083\u306a\u3044\uff1f\u3069\u3063\u3061\u304b\u306b\u7d71\u5408\u3057\u305f\u65b9\u304c\u3044\u3044\u306e\u3067\u306f\uff1f\u300d\u3068\u3044\u3046\u610f\u898b\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>AWS \u7d71\u5408\u6848\uff08BigQuery \u2192 Redshift \u306b\u79fb\u884c\uff09\u3084 GCP \u7d71\u5408\u6848\uff08ECS \u2192 Cloud Run \u306b\u79fb\u884c\uff09\u3082\u4e00\u5fdc\u691c\u8a0e\u3057\u307e\u3057\u305f\u304c\u3001\u3069\u3061\u3089\u3082\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u306e\u5927\u898f\u6a21\u306a\u79fb\u884c\u304c\u5fc5\u8981\u3067\u3001\u79fb\u884c\u671f\u9593\u3084\u30d3\u30b8\u30cd\u30b9\u30ea\u30b9\u30af\u3092\u8003\u3048\u308b\u3068\u73fe\u5b9f\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<p>\u3068\u306a\u308b\u3068\u3001\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u306e\u307e\u307e\u3067\u3044\u304f\u3053\u3068\u306b\u306a\u308b\u306e\u3067\u3059\u304c\u3001\u300c\u30a2\u30af\u30bb\u30b9\u30ad\u30fc\u306e\u7ba1\u7406\u30b3\u30b9\u30c8\u304c\u5fc3\u914d\u2026\u300d\u3068\u3044\u3046\u61f8\u5ff5\u304c\u3042\u308a\u307e\u3057\u305f\u3002<br \/>\u3067\u3082\u5b9f\u969b\u306b\u691c\u8a3c\u3057\u3066\u307f\u305f\u3089 <strong>Cloud Run \u306e\u30c7\u30d5\u30a9\u30eb\u30c8 OIDC \u3060\u3051\u3067 AWS \u8a8d\u8a3c\u304c\u5b8c\u7d50<\/strong>\u3057\u3066\u3001Workload Identity Federation\uff08WIF\uff09\u306e\u69cb\u7bc9\u3082\u4e0d\u8981\u3067\u3001\u610f\u5916\u3068\u30b7\u30f3\u30d7\u30eb\u306b\u69cb\u7bc9\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u691c\u8a3c\u7d50\u679c\u3092\u53d7\u3051\u3066\u3001\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u69cb\u6210\u3092\u7dad\u6301\u3059\u308b\u65b9\u91dd\u3092\u78ba\u5b9a\u3002<br \/>\u30c7\u30fc\u30bf\u9023\u643a\u57fa\u76e4\u306e\u69cb\u7bc9\u3092\u9032\u3081\u3066\u3001<strong>\u77ed\u671f\u9593\u3067\u5b8c\u4e86<\/strong>\u307e\u3067\u6301\u3063\u3066\u3044\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"section2\">2. \u6280\u8853\u9078\u5b9a\u3068\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/h2>\n<p>\u4eca\u56de\u69cb\u7bc9\u3057\u305f\u306e\u306f\u3001BigQuery\uff08\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\uff09\u304b\u3089 S3\uff08\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\uff09\u3092\u7d4c\u7531\u3057\u3066\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3059\u308b\u3001<strong>\u30ea\u30d0\u30fc\u30b9ETL\uff08Reverse ETL\uff09<\/strong> \u306e\u4ed5\u7d44\u307f\u3067\u3059\u3002<br \/>\u8981\u3059\u308b\u306b\u3001BigQuery \u3067\u5206\u6790\u30fb\u96c6\u8a08\u3057\u305f\u30c7\u30fc\u30bf\u3092\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5074\u3067\u4f7f\u3048\u308b\u3088\u3046\u306b\u3059\u308b\u6d41\u308c\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3 id=\"\u5168\u4f53\u69cb\u6210\">\u5168\u4f53\u69cb\u6210<\/h3>\n<p>\u5148\u307b\u3069\u6319\u3052\u305f 2 \u3064\u306e\u8ab2\u984c\uff08\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u8a8d\u8a3c\u3068\u5927\u91cf\u30c7\u30fc\u30bf\u51e6\u7406\uff09\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3001\u3053\u3061\u3089\u306e\u69cb\u6210\u3092\u9078\u5b9a\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u00a0<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/t\/takuya320\/20251202\/20251202093638.png\" width=\"709\" height=\"872\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/p>\n<p>\u00a0<\/p>\n<hr\/>\n<h3 id=\"\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306f-S3--ElastiCache-\u306b\u6c7a\u5b9a\">\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306f S3 + ElastiCache \u306b\u6c7a\u5b9a<\/h3>\n<p>\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u9078\u5b9a\u3067\u306f\u30012\u3064\u306e\u89b3\u70b9\u3092\u91cd\u8996\u3057\u307e\u3057\u305f\u3002<br \/>1\u3064\u76ee\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5074\u304c ECS \u306b\u6c7a\u307e\u3063\u3066\u3044\u308b\u305f\u3081\u3001<strong>ECS \u304b\u3089\u53c2\u7167\u3057\u3084\u3059\u3044\u5f62<\/strong>\u3067\u3042\u308b\u3053\u3068\u3002<br \/>2\u3064\u76ee\u306f\u3001BigQuery \u304b\u3089\u53d6\u5f97\u3057\u305f\u30c7\u30fc\u30bf\u3092\u8ee2\u9001\u3059\u308b<strong>\u96c6\u8a08\u30b8\u30e7\u30d6\u304b\u3089\u306e\u4e00\u62ec\u66f4\u65b0\u306e\u3057\u3084\u3059\u3055<\/strong>\u3067\u3059\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/t\/takuya320\/20251206\/20251206161616.png\" width=\"429\" height=\"161\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\" style=\"display: block; margin-left: auto; margin-right: auto;\"\/><\/span><\/p>\n<p>\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u5019\u88dc\u3068\u3057\u3066\u306f S3\u3001DynamoDB\u3001Aurora \u306e 3 \u3064\u3092\u691c\u8a0e\u3057\u307e\u3057\u305f\u3002\u6700\u7d42\u7684\u306b\u9078\u3093\u3060\u306e\u306f <strong>S3 + ElastiCache for Redis<\/strong> \u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u7279\u6027\u3092\u6574\u7406\u3057\u3066\u307f\u308b\u3068\u3001\u8aad\u307f\u53d6\u308a\u5c02\u7528\u30fb\u65e5\u6b21\u66f4\u65b0\u30fb\u691c\u7d22\u4e0d\u8981\u3068\u3044\u3046\u30d1\u30bf\u30fc\u30f3\u306a\u306e\u3067\u3001<strong>RDB \u306e\u5229\u70b9\uff08\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u3001JOIN\uff09\u3082 DynamoDB \u306e\u5229\u70b9\uff08\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u66f8\u304d\u8fbc\u307f\uff09\u3082\u3042\u307e\u308a\u6d3b\u304b\u305b\u306a\u3044<\/strong>\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3057\u305f\u3002<br \/>\u3080\u3057\u308d\u300c\u5b89\u4fa1\u306b\u5927\u91cf\u30c7\u30fc\u30bf\u3092\u9577\u671f\u4fdd\u7ba1\u3059\u308b\u4ed5\u7d44\u307f\u300d\u304c\u6700\u9069\u3067\u3059\u3002<\/p>\n<p>\u5f53\u521d\u306f\u300c\u6570\u767e\u4e07\u30e6\u30fc\u30b6\u30fc\u306e\u30c7\u30fc\u30bf\u6271\u3046\u306a\u3089 RDB\uff08Aurora\uff09\u306e\u65b9\u304c\u5b89\u5168\u3067\u306f\u306a\u3044\u304b\uff1f\u300d\u3068\u3044\u3046\u610f\u898b\u3082\u3042\u308a\u307e\u3057\u305f\u304c\u3001\u3088\u304f\u30c7\u30fc\u30bf\u7279\u6027\u3092\u6574\u7406\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li><strong>\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u4e0d\u8981<\/strong>\uff1a1 \u65e5 1 \u56de\u306e\u5168\u4ef6\u7f6e\u63db\u3060\u3057\u3001ACID \u7279\u6027\u3044\u3089\u306a\u3044<\/li>\n<li><strong>JOIN \u4e0d\u8981<\/strong>\uff1a\u3082\u3046 BigQuery \u3067\u96c6\u8a08\u6e08\u307f\u306e\u30c7\u30fc\u30bf\u3092\u8ee2\u9001\u3059\u308b\u3060\u3051<\/li>\n<li><strong>\u30b9\u30ad\u30fc\u30de\u5909\u66f4\u306e\u67d4\u8edf\u6027<\/strong>\uff1aS3 \u306a\u3089 JSON \u5f62\u5f0f\u3067\u30b9\u30ad\u30fc\u30de\u30d5\u30ea\u30fc\u3002RDB \u3060\u3068 ALTER TABLE \u304c\u5fc5\u8981<\/li>\n<li><strong>\u30b3\u30b9\u30c8<\/strong>\uff1aAurora \u306f\u6708\u984d\u6570\u5341\u30c9\u30eb\u301c\u3001S3 \u306f\u6708\u984d\u6570\u30c9\u30eb\u7a0b\u5ea6<\/li>\n<\/ul>\n<p>\u3053\u3046\u3044\u3063\u305f\u7406\u7531\u3067 RDB \u306f\u9078\u629e\u80a2\u304b\u3089\u5916\u308c\u307e\u3057\u305f\u3002<br \/>\u3055\u3089\u306b\u3001\u300cRDB \u3060\u3068\u9ad8\u901f\u3060\u304c\u3001S3 \u3060\u3068\u9045\u3044\u300d\u3068\u3044\u3046\u61f8\u5ff5\u3082\u3001ElastiCache \u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u3057\u3066\u4f7f\u3046\u3053\u3068\u3067\u89e3\u6c7a\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<div class=\"s_table\"><table>\n<thead>\n<tr>\n<th>\u89b3\u70b9<\/th>\n<th>S3 \u306e\u512a\u4f4d\u6027<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u30b9\u30c8\u30ec\u30fc\u30b8\u30b3\u30b9\u30c8<\/strong><\/td>\n<td>DynamoDB \u3068\u6bd4\u8f03\u3057\u3066\u5927\u5e45\u306b\u5b89\u4fa1\u3002\u6570\u767e\u4e07\u30e6\u30fc\u30b6\u30fc\u898f\u6a21\u3067\u3082\u6708\u984d\u30b3\u30b9\u30c8\u3092\u6291\u3048\u3089\u308c\u308b<\/td>\n<\/tr>\n<tr>\n<td><strong>\u30a2\u30af\u30bb\u30b9\u30d1\u30bf\u30fc\u30f3<\/strong><\/td>\n<td>\u65e5\u6b21\u5168\u4ef6\u66f4\u65b0\u30fb\u8aad\u53d6\u5c02\u7528\u306b\u6700\u9069<\/td>\n<\/tr>\n<tr>\n<td><strong>\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406<\/strong><\/td>\n<td>S3 \u6a19\u6e96\u6a5f\u80fd\u3067\u904e\u53bb\u30c7\u30fc\u30bf\u4fdd\u6301\u304c\u5bb9\u6613\uff08RDB \u306f\u5c65\u6b74\u30c6\u30fc\u30d6\u30eb\u8a2d\u8a08\u304c\u5fc5\u8981\uff09<\/td>\n<\/tr>\n<tr>\n<td><strong>\u30ec\u30a4\u30c6\u30f3\u30b7<\/strong><\/td>\n<td>S3 \u5358\u4f53\u3067\u306f\u6570\u5341\u301c\u767ems\u7a0b\u5ea6\u3060\u304c\u3001ElastiCache\uff08\u30b5\u30d6\u30df\u30ea\u79d2\uff09\u3067\u5341\u5206\u30ab\u30d0\u30fc\u53ef\u80fd\u3068\u5224\u65ad<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<h3 id=\"\u30b8\u30e7\u30d6\u5b9f\u884c\u74b0\u5883\u306f-Cloud-Run-Jobs-\u3067\">\u30b8\u30e7\u30d6\u5b9f\u884c\u74b0\u5883\u306f Cloud Run Jobs \u3067<\/h3>\n<p>\u30b8\u30e7\u30d6\u5b9f\u884c\u74b0\u5883\u306f\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u3057\u3066 BigQuery \u304c\u30e1\u30a4\u30f3\u306b\u306a\u308b\u3060\u308d\u3046\u3068\u306f\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u5c06\u6765\u7684\u306b\u4ed6\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3082\u6271\u3046\u53ef\u80fd\u6027\u304c\u3042\u3063\u305f\u305f\u3081\u3001\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u4f9d\u5b58\u3057\u306a\u3044\u67d4\u8edf\u306a\u4ed5\u7d44\u307f\u3092\u9078\u3073\u305f\u3044\u3068\u8003\u3048\u307e\u3057\u305f\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/t\/takuya320\/20251206\/20251206161616.png\" width=\"429\" height=\"161\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\" style=\"display: block; margin-left: auto; margin-right: auto;\"\/><\/span><\/p>\n<p>\u30b8\u30e7\u30d6\u5b9f\u884c\u74b0\u5883\u306e\u5019\u88dc\u306f Cloud Run Jobs \u3068 Vertex AI Pipelines \u306e 2 \u3064\u3002\u6700\u7d42\u7684\u306b\u9078\u3093\u3060\u306e\u306f Cloud Run Jobs \u3067\u3059\u3002<\/p>\n<div class=\"s_table\"><table>\n<thead>\n<tr>\n<th>\u89b3\u70b9<\/th>\n<th>Cloud Run Jobs<\/th>\n<th>Vertex AI Pipelines<\/th>\n<th>\u5224\u5b9a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u958b\u767a\u5de5\u6570<\/strong><\/td>\n<td>\u77ed\u671f\u9593\u3067\u5bfe\u5fdc\u53ef\u80fd<\/td>\n<td>\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5b9a\u7fa9\u30fbDSL\u5b66\u7fd2\u304c\u5fc5\u8981<\/td>\n<td>\u2705 \u5927\u5e45\u306b\u524a\u6e1b<\/td>\n<\/tr>\n<tr>\n<td><strong>\u30b3\u30b9\u30c8<\/strong><\/td>\n<td>\u4f4e\u30b3\u30b9\u30c8<\/td>\n<td>\u76f8\u5bfe\u7684\u306b\u9ad8\u30b3\u30b9\u30c8<\/td>\n<td>\u2705 \u5727\u5012\u7684\u306b\u4f4e\u30b3\u30b9\u30c8<\/td>\n<\/tr>\n<tr>\n<td><strong>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong><\/td>\n<td>\u30b3\u30f3\u30c6\u30ca 1 \u3064\u3067\u5b8c\u7d50\uff08\u4fee\u6b63\u3082\u5bb9\u6613\uff09<\/td>\n<td>DSL \u5b66\u7fd2\u304c\u5fc5\u8981<\/td>\n<td>\u2705 \u30b7\u30f3\u30d7\u30eb<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u30c1\u30fc\u30e0\u304c\u65e2\u306b\u6301\u3063\u3066\u3044\u308b Go \/ Docker \u306e\u30b9\u30ad\u30eb\u3092\u4e2d\u5fc3\u306b\u958b\u767a\u3067\u304d\u3066\u3001<strong>\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5b9a\u7fa9\u3084 DSL \u306e\u5b66\u7fd2\u304c\u4e0d\u8981<\/strong>\u3060\u3063\u305f\u306e\u304c\u6c7a\u3081\u624b\u3067\u3057\u305f\u3002<br \/>\u7d50\u679c\u3068\u3057\u3066\u3001\u958b\u767a\u5de5\u6570\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"section3\">3. \u5b9f\u73fe\u306e\u30dd\u30a4\u30f3\u30c8<\/h2>\n<h3 id=\"BigQuery-\u304b\u3089\u30c7\u30fc\u30bf\u3092\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u3067\u53d6\u5f97\">BigQuery \u304b\u3089\u30c7\u30fc\u30bf\u3092\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u3067\u53d6\u5f97<\/h3>\n<p>\u6570\u767e\u4e07\u30e6\u30fc\u30b6\u30fc\u306e\u30c7\u30fc\u30bf\u3092\u4e00\u6c17\u306b\u30e1\u30e2\u30ea\u306b\u8aad\u307f\u8fbc\u3093\u3060\u3089\u3001OOM\uff08Out Of Memory\uff09\u3067\u843d\u3061\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\u306a\u306e\u3067\u3001<code>Query.Read()<\/code> \u304c\u8fd4\u3059 <code>RowIterator<\/code> \u3092\u4f7f\u3063\u3066\u3001<strong>\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u3067 1 \u4ef6\u305a\u3064\u51e6\u7406\u3059\u308b\u65b9\u5f0f<\/strong>\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<pre><code class=\"language-go\">\/\/ BigQuery \u30af\u30a8\u30ea\u3092\u5b9f\u884c\nquery := client.Query(\"SELECT ...\")\nit, err := query.Read(ctx)\nif err != nil {\n    return fmt.Errorf(\"failed to read query: %w\", err)\n}\n\n\/\/ RowIterator \u3067\u30ec\u30b3\u30fc\u30c9\u30921\u4ef6\u305a\u3064\u51e6\u7406\uff08\u5168\u4ef6\u30e1\u30e2\u30ea\u306b\u8f09\u305b\u306a\u3044\uff09\nfor {\n    var row MyStruct\n    err := it.Next(&amp;row)\n    if err == iterator.Done {\n        break\n    }\n    if err != nil {\n        return fmt.Errorf(\"iterator error: %w\", err)\n    }\n    if err := processRow(ctx, row); err != nil {\n        return err\n    }\n}<\/code><\/pre>\n<p><strong>\u30dd\u30a4\u30f3\u30c8:<\/strong><\/p>\n<ul>\n<li>RowIterator\u306f\u5185\u90e8\u3067\u30da\u30fc\u30b8\u30f3\u30b0\u3092\u884c\u3046\u305f\u3081\u3001\u6570\u767e\u4e07\u30ec\u30b3\u30fc\u30c9\u3067\u3082\u5168\u30c7\u30fc\u30bf\u3092\u30e1\u30e2\u30ea\u306b\u4fdd\u6301\u3059\u308b\u5fc5\u8981\u304c\u306a\u3044<\/li>\n<li>\u5e38\u306b\u51e6\u7406\u4e2d\u306e1\u30ec\u30b3\u30fc\u30c9\u5206\u306e\u307f\u304c\u30e1\u30e2\u30ea\u306b\u8f09\u308b\u305f\u3081\u3001Cloud Run\u306e\u30e1\u30e2\u30ea\u5236\u9650\u5185\u3067\u5b89\u5b9a\u3057\u305f\u51e6\u7406\u304c\u53ef\u80fd<\/li>\n<\/ul>\n<h3 id=\"\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u8a8d\u8a3c\u306f\u610f\u5916\u3068\u30b7\u30f3\u30d7\u30eb\u3060\u3063\u305f\">\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u8a8d\u8a3c\u306f\u610f\u5916\u3068\u30b7\u30f3\u30d7\u30eb\u3060\u3063\u305f<\/h3>\n<p>\u7d50\u8ad6\u304b\u3089\u8a00\u3046\u3068\u3001<strong>Cloud Run \u306e\u30c7\u30d5\u30a9\u30eb\u30c8 OIDC \u30c8\u30fc\u30af\u30f3\uff08Issuer: <code>accounts.google.com<\/code>\uff09\u3092\u4f7f\u3046\u3060\u3051\u3067\u5b8c\u7d50<\/strong>\u3057\u307e\u3057\u305f\u3002<br \/>\u6700\u521d\u306f\u300cWorkload Identity Federation\uff08WIF\uff09\u306e\u69cb\u7bc9\u304c\u5fc5\u9808\u3067\u306f\uff1f\u300d\u3068\u601d\u3063\u3066\u307e\u3057\u305f\u304c\u3001AWS \u306f <code>accounts.google.com<\/code> \u3092 WebIdentity Provider \u3068\u3057\u3066\u76f4\u63a5\u6271\u3048\u308b\u305f\u3081\u3001WIF Pool \u306e\u4f5c\u6210\u306f\u4e0d\u8981\u3067\u3057\u305f\u3002<\/p>\n<h4 id=\"AWS-\u5074\u306e-IAM-RoleTrust-Policy\">AWS \u5074\u306e IAM Role\uff08Trust Policy\uff09<\/h4>\n<pre><code class=\"language-json\">{\n  \"Version\": \"2012-10-17\",\n  \"Statement\": [\n    {\n      \"Effect\": \"Allow\",\n      \"Principal\": {\n        \"Federated\": \"accounts.google.com\"\n      },\n      \"Action\": \"sts:AssumeRoleWithWebIdentity\",\n      \"Condition\": {\n        \/\/ Cloud Run \u306e ID Token \u3092\u691c\u8a3c\u3059\u308b\u6761\u4ef6\u3092\u8a2d\u5b9a\n        \/\/ \u8a73\u7d30\u306f AWS STS \u3068 Google Cloud OIDC \u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53c2\u7167\n      }\n    }\n  ]\n}<\/code><\/pre>\n<p>\u30dd\u30a4\u30f3\u30c8\u306f <code>\"Federated\": \"accounts.google.com\"<\/code> \u306e\u8a2d\u5b9a\u3067\u3001\u3053\u308c\u3060\u3051\u3067 Cloud Run \u306e\u30c7\u30d5\u30a9\u30eb\u30c8 OIDC \u3092\u4f7f\u3048\u307e\u3059\u3002<br \/>Condition \u90e8\u5206\u306f\u74b0\u5883\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u305f\u3081\u3001AWS STS \u3068 Google Cloud OIDC \u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><strong>\u8a8d\u8a3c\u306e\u6709\u52b9\u671f\u9650\u306b\u3064\u3044\u3066\uff1a<\/strong> AWS STS \u304c\u767a\u884c\u3059\u308b\u4e00\u6642\u30af\u30ec\u30c7\u30f3\u30b7\u30e3\u30eb\u306f 1 \u6642\u9593\u3067\u671f\u9650\u5207\u308c\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\u4eca\u56de\u306f\u30af\u30ec\u30c7\u30f3\u30b7\u30e3\u30eb\u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u3057\u3001\u671f\u9650\u5207\u308c 10 \u5206\u524d\u306b\u81ea\u52d5\u66f4\u65b0\u3059\u308b\u4ed5\u7d44\u307f\u3092\u5b9f\u88c5\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u4e26\u5217\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u9ad8\u901f\u5316\">\u4e26\u5217\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u9ad8\u901f\u5316<\/h3>\n<p>BigQuery \u304b\u3089\u306e<strong>\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u53d6\u5f97<\/strong>\u3068 S3 \u3078\u306e<strong>\u4e26\u5217\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/strong>\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001<code>errgroup.WithContext<\/code> \u3067\u5236\u5fa1\u3057\u307e\u3057\u305f\u3002<br \/>\u4e26\u5217\u6570\u3092 10\u301c100 \u3067\u8abf\u6574\u3057\u3066\u3001<strong>1 \u65e5 1 \u56de\u306e\u5168\u4ef6\u66f4\u65b0<\/strong>\u3068\u3044\u3046\u8981\u4ef6\u3092\u5341\u5206\u6e80\u305f\u305b\u308b\u6027\u80fd\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u305f\u3060\u3001\u9ad8\u4e26\u5217\u3067 S3 \u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u5834\u5408\u3001Go \u306e\u30c7\u30d5\u30a9\u30eb\u30c8 HTTP \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u8a2d\u5b9a\u304c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u306a\u308b\u306e\u3067\u3001\u63a5\u7d9a\u30d7\u30fc\u30eb\u3092\u62e1\u5f35\u3057\u307e\u3057\u305f\u3002<\/p>\n<pre><code class=\"language-go\">httpClient := &amp;http.Client{\n    Transport: &amp;http.Transport{\n        MaxIdleConns:        200,\n        MaxIdleConnsPerHost: 200,\n        IdleConnTimeout:     90 * time.Second,\n    },\n}<\/code><\/pre>\n<p><strong>\u30dd\u30a4\u30f3\u30c8:<\/strong><\/p>\n<ul>\n<li><code>MaxIdleConnsPerHost<\/code>\uff1a\u30c7\u30d5\u30a9\u30eb\u30c8\u306f2\u3067\u3059\u304c\u3001\u4e26\u5217\u6570\u306b\u5408\u308f\u305b\u3066200\u306b\u62e1\u5f35<\/li>\n<li>\u3053\u308c\u306b\u3088\u308a\u3001\u63a5\u7d9a\u306e\u518d\u5229\u7528\uff08Keep-Alive\uff09\u304c\u52b9\u304d\u3001\u9ad8\u901f\u304b\u3064\u5b89\u5b9a\u3057\u305f\u51e6\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059<\/li>\n<\/ul>\n<h2 id=\"section4\">4. AI \u3092\u3069\u3046\u6d3b\u7528\u3057\u305f\u304b<\/h2>\n<p>\u4eca\u56de\u306e\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u69cb\u6210\u306e\u30c7\u30fc\u30bf\u9023\u643a\u57fa\u76e4\u3067\u306f\u3001<strong>Claude Code \u3092\u6d3b\u7528\u3057\u3066\u3001\u6280\u8853\u9078\u5b9a\u304b\u3089\u958b\u767a\u307e\u3067\u77ed\u671f\u9593\u3067\u5b8c\u4e86<\/strong>\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u6280\u8853\u9078\u5b9a\u306e\u58c1\u6253\u3061\u76f8\u624b\u3068\u3057\u3066\">\u6280\u8853\u9078\u5b9a\u306e\u58c1\u6253\u3061\u76f8\u624b\u3068\u3057\u3066<\/h3>\n<p>\u6280\u8853\u9078\u5b9a\u3092 AI \u306b\u76f8\u8ac7\u3059\u308b\u3068\u304d\u3001\u4e00\u756a\u5927\u4e8b\u306a\u306e\u306f<strong>\u524d\u63d0\u3068\u306a\u308b\u8981\u4ef6\u3092\u660e\u78ba\u306b\u4f1d\u3048\u308b\u3053\u3068<\/strong>\u3067\u3059\u3002<br \/>\u30c7\u30fc\u30bf\u7279\u6027\u3001\u30a2\u30af\u30bb\u30b9\u30d1\u30bf\u30fc\u30f3\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u8981\u4ef6\u3092\u69cb\u9020\u5316\u3057\u3066\u63d0\u793a\u3059\u308b\u3068\u3001AI \u304c\u9069\u5207\u306a\u6bd4\u8f03\u8ef8\u3067\u56de\u7b54\u3092\u8fd4\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<pre><code class=\"language-markdown\"># \u6280\u8853\u9078\u5b9a\uff1a\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u9078\u5b9a\n\n## \u96c6\u8a08\u5bfe\u8c61\u306e\u60c5\u5831\n- \u5bfe\u8c61\u30e6\u30fc\u30b6\u30fc\u6570: \u6570\u767e\u4e07\n- \u66f4\u65b0\u983b\u5ea6: 1\u65e51\u56de\uff08\u5168\u4ef6\u66f4\u65b0\uff09\n- \u30a2\u30af\u30bb\u30b9\u30d1\u30bf\u30fc\u30f3: \u8aad\u307f\u53d6\u308a\u5c02\u7528\n\n## \u6bd4\u8f03\u89b3\u70b9\n1. \u6708\u984d\u30b3\u30b9\u30c8\n2. \u958b\u767a\u5de5\u6570\n3. \u6027\u80fd\n\n## \u6bd4\u8f03\u5bfe\u8c61\n- S3 + ElastiCache\n- DynamoDB\n- Aurora<\/code><\/pre>\n<p>\u3053\u306e\u5f62\u5f0f\u3067\u4f9d\u983c\u3059\u308b\u3068\u3001AI \u304c\u5404\u5019\u88dc\u3092\u4e00\u8cab\u3057\u305f\u89b3\u70b9\u3067\u6bd4\u8f03\u3057\u3066\u304f\u308c\u3066\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u8cea\u304c\u4e0a\u304c\u308a\u307e\u3057\u305f\u3002<br \/>\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u8a8d\u8a3c\u306e\u69cb\u7bc9\u306a\u3069\u3001\u521d\u3081\u3066\u6271\u3046\u6280\u8853\u8981\u7d20\u306b\u3064\u3044\u3066\u3082\u3001\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u542b\u3080\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u4ed8\u304d\u3067\u56de\u7b54\u304c\u8fd4\u3063\u3066\u304f\u308b\u306e\u3067\u3001\u65b9\u91dd\u3092\u7d20\u65e9\u304f\u56fa\u3081\u3089\u308c\u307e\u3057\u305f\u3002<\/p>\n<p><strong>AI \u6d3b\u7528\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\u5165\u529b\u306e\u53b3\u683c\u3055\u3068\u51fa\u529b\u3078\u306e\u6df1\u6398\u308a\u306e\u4e21\u7acb\u3067\u3059\u3002<\/strong><br \/>\u751f\u6210\u3055\u308c\u305f\u30b3\u30fc\u30c9\u3084\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u6848\u306b\u5bfe\u3057\u3066\u300c\u3053\u306e\u30a8\u30e9\u30fc\u30b1\u30fc\u30b9\u306f\uff1f\u300d\u300c\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\uff1f\u300d\u300c\u3053\u306e\u60c5\u5831\u306f\u672c\u5f53\u306b\u6b63\u3057\u3044\uff1f\u300d\u3068\u7e70\u308a\u8fd4\u3057\u554f\u3044\u304b\u3051\u3001\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u88cf\u53d6\u308a\u3057\u306a\u304c\u3089\u54c1\u8cea\u3092\u9ad8\u3081\u3066\u3044\u304d\u307e\u3057\u305f\u3002<br \/>AI \u306f\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u8aa4\u3063\u305f\u60c5\u5831\u306e\u751f\u6210\uff09\u3082\u3042\u308b\u305f\u3081\u3001\u51fa\u529b\u3092\u9d5c\u5451\u307f\u306b\u305b\u305a\u3001\u6279\u5224\u7684\u306b\u691c\u8a3c\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n<p><strong>\u610f\u601d\u6c7a\u5b9a\u306b &#8220;\u552f\u4e00\u306e\u6b63\u89e3&#8221; \u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3060\u304b\u3089\u3053\u305d\u3001\u610f\u601d\u6c7a\u5b9a\u7406\u7531\u3092\u660e\u78ba\u306b\u3057\u3001\u66d6\u6627\u3055\u3092\u6b8b\u3055\u306a\u3044\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/strong><br \/>AI \u306f\u9078\u629e\u80a2\u306e\u6574\u7406\u3084\u60c5\u5831\u53ce\u96c6\u3092\u52b9\u7387\u5316\u3057\u3066\u304f\u308c\u308b\u5b58\u5728\u3068\u3057\u3066\u6d3b\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u30b3\u30fc\u30c9\u751f\u6210\u306e\u6d3b\u7528\">\u30b3\u30fc\u30c9\u751f\u6210\u306e\u6d3b\u7528<\/h3>\n<p>AI \u306b\u3088\u308b\u30b3\u30fc\u30c9\u751f\u6210\u306f\u3001errgroup \u306b\u3088\u308b\u4e26\u5217\u51e6\u7406\u3084 HTTP \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u63a5\u7d9a\u30d7\u30fc\u30eb\u8a2d\u5b9a\u306a\u3069\u3001Go \u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u6cbf\u3063\u305f\u5b9f\u88c5\u30d1\u30bf\u30fc\u30f3\u3092\u7d20\u65e9\u304f\u63d0\u6848\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u3001\u8abf\u67fb\u6642\u9593\u306e\u77ed\u7e2e\u306b\u5f79\u7acb\u3061\u307e\u3057\u305f\u3002<br \/>\u305f\u3060\u3057\u3001\u521d\u671f\u6bb5\u968e\u3067\u306f\u5931\u6557\u3082\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u8a2d\u8a08\u65b9\u91dd\u3092\u660e\u78ba\u306b\u305b\u305a\u300cBigQuery \u304b\u3089 S3 \u306b\u30c7\u30fc\u30bf\u3092\u8ee2\u9001\u3059\u308b\u51e6\u7406\u3092\u66f8\u3044\u3066\u300d\u3068\u3060\u3051\u4f9d\u983c\u3057\u305f\u3089\u3001\u30ec\u30d3\u30e5\u30fc\u3067\u5927\u91cf\u306e\u4fee\u6b63\u304c\u767a\u751f\u3002<br \/>\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u3001\u30ed\u30b0\u51fa\u529b\u3001\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u8a2d\u8a08\u304c\u66d6\u6627\u306a\u307e\u307e\u751f\u6210\u3055\u308c\u305f\u306e\u3067\u3001\u958b\u767a\u6642\u9593\u3088\u308a\u3082\u30ec\u30d3\u30e5\u30fc\u5bfe\u5fdc\u6642\u9593\u306e\u65b9\u304c\u9577\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\u3002<\/p>\n<p>\u5bfe\u7b56\u3068\u3057\u3066\u3001\u958b\u767a\u524d\u306b\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u30dd\u30ea\u30b7\u30fc\u3001\u30ed\u30b0\u51fa\u529b\u30dd\u30ea\u30b7\u30fc\u3001\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u8a2d\u8a08\u306a\u3069\u3092 CLAUDE.md \u306b\u8a18\u8f09\u3059\u308b\u3088\u3046\u306b\u3057\u305f\u3068\u3053\u308d\u3001\u30ec\u30d3\u30e5\u30fc\u30b3\u30e1\u30f3\u30c8\u304c\u5927\u5e45\u306b\u524a\u6e1b\u3055\u308c\u307e\u3057\u305f\u3002<br \/>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u56fa\u6709\u306e\u30eb\u30fc\u30eb\u3092\u4e8b\u524d\u306b\u4f1d\u3048\u308b\u3053\u3068\u3067\u3001\u6700\u521d\u304b\u3089\u672c\u756a\u6295\u5165\u30ec\u30d9\u30eb\u306e\u30b3\u30fc\u30c9\u304c\u751f\u6210\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u7ba1\u7406\u306e\u5de5\u592b\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u7ba1\u7406\u306e\u5de5\u592b<\/h3>\n<p>AI \u3092\u6d3b\u7528\u3057\u3066\u6280\u8853\u9078\u5b9a\u3092\u884c\u3046\u3068\u3001\u3069\u3046\u3057\u3066\u3082\u81a8\u5927\u306a\u691c\u8a0e\u30ed\u30b0\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<br \/>\u3053\u308c\u3092\u305d\u306e\u307e\u307e\u30c1\u30fc\u30e0\u306b\u5171\u6709\u3059\u308b\u3068\u3001\u5fc5\u8981\u306a\u7d50\u8ad6\u304c\u57cb\u3082\u308c\u3001\u8aad\u3080\u306e\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u30ec\u30d3\u30e5\u30fc\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><strong>\u89e3\u6c7a\u7b56\uff1aspec \/ research \u5206\u96e2<\/strong><\/p>\n<ul>\n<li><strong>docs\/spec\/\uff08\u958b\u767a\u4ed5\u69d8\u66f8\uff1a\u7d50\u8ad6\uff09<\/strong>: A4 1\u301c2 \u679a\u306b\u53ce\u307e\u308b\u7c21\u6f54\u306a\u4ed5\u69d8\u66f8\u3002What\uff08\u4f55\u3092\u4f5c\u308b\u304b\uff09\u3001Why\uff08\u306a\u305c\u5fc5\u8981\u304b\uff09\u3001How\uff08\u3069\u3046\u4f5c\u308b\u304b\uff09\u306e\u307f\u3092\u8a18\u8f09\u3002\u691c\u8a0e\u904e\u7a0b\u306f\u542b\u3081\u306a\u3044\u3002<\/li>\n<li><strong>docs\/research\/\uff08\u6839\u62e0\u306e\u8a18\u9332\uff09<\/strong>: \u8a73\u7d30\u306a\u691c\u8a0e\u8a18\u9332\u3002\u5019\u88dc\u6280\u8853\u306e\u6bd4\u8f03\u3001\u30b3\u30b9\u30c8\u8a66\u7b97\u3001\u5b9f\u6e2c\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3001AI \u3068\u306e\u8b70\u8ad6\u30ed\u30b0\u3001\u4e0d\u63a1\u7528\u6848\u306e\u7406\u7531\u3092\u8a18\u8f09\u3002<\/li>\n<\/ul>\n<p><strong>\u52b9\u679c:<\/strong><\/p>\n<ul>\n<li>\u65b0\u30e1\u30f3\u30d0\u30fc\u306f spec\uff08A4 1-2 \u679a\uff09\u3092\u8aad\u3081\u3070\u5168\u4f53\u3092\u628a\u63e1\u3067\u304d\u3001research \u3092\u6700\u521d\u304b\u3089\u8aad\u3080\u5fc5\u8981\u304c\u306a\u3044<\/li>\n<li>\u610f\u601d\u6c7a\u5b9a\u306e\u7406\u7531\u304c research \u306b\u6b8b\u308b\u306e\u3067\u900f\u660e\u6027\u304c\u4fdd\u305f\u308c\u308b<\/li>\n<li>PR \u3067\u306f spec \u3060\u3051\u78ba\u8a8d\u3059\u308c\u3070\u3088\u304f\u3001\u8a73\u7d30\u306f\u5fc5\u8981\u306b\u5fdc\u3058\u3066 research \u3092\u53c2\u7167<\/li>\n<li><strong>\u65b9\u91dd\u8ee2\u63db\u306e\u5224\u65ad\u304c\u3057\u3084\u3059\u3044<\/strong>\uff1aresearch \u306b\u300c\u306a\u305c\u305d\u306e\u9078\u629e\u3092\u3057\u305f\u304b\u300d\u304c\u6b8b\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u72b6\u6cc1\u304c\u5909\u308f\u3063\u305f\u3068\u304d\u306b\u300c\u524d\u63d0\u6761\u4ef6\u304c\u5d29\u308c\u305f\u300d\u3068\u6c17\u3065\u304d\u3084\u3059\u304f\u3001\u9069\u5207\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u65b9\u91dd\u3092\u898b\u76f4\u305b\u308b<\/li>\n<\/ul>\n<p>\u3053\u306e\u5206\u96e2\u306b\u3088\u308a\u3001\u300c\u65b0\u30e1\u30f3\u30d0\u30fc\u306f spec \u3092\u8aad\u3080\u3060\u3051\u3067\u958b\u767a\u958b\u59cb\u300d\u300c\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306f\u7d50\u8ad6\u3060\u3051\u898b\u308c\u3070\u5341\u5206\u300d\u300c\u8a73\u7d30\u304c\u5fc5\u8981\u306a\u6642\u306e\u307f research \u3092\u53c2\u7167\u300d\u3068\u3044\u3046\u52b9\u7387\u7684\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002<br \/>\u3055\u3089\u306b\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u6839\u62e0\u304c\u660e\u78ba\u306b\u6b8b\u308b\u306e\u3067\u3001\u534a\u5e74\u5f8c\u30fb1\u5e74\u5f8c\u306b\u300c\u306a\u305c\u3053\u306e\u69cb\u6210\u306b\u3057\u305f\u3093\u3060\u3063\u3051\uff1f\u300d\u3068\u632f\u308a\u8fd4\u308b\u3068\u304d\u306b\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<h2 id=\"section5\">5. \u3084\u3063\u3066\u307f\u3066\u5206\u304b\u3063\u305f\u3053\u3068<\/h2>\n<h3 id=\"\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u306f\u601d\u3063\u305f\u3088\u308a\u30b7\u30f3\u30d7\u30eb\u3060\u3063\u305f\">\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u306f\u601d\u3063\u305f\u3088\u308a\u30b7\u30f3\u30d7\u30eb\u3060\u3063\u305f<\/h3>\n<p>Cloud Run \u306e\u30c7\u30d5\u30a9\u30eb\u30c8 OIDC \u3068 AWS STS \u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u8ffd\u52a0\u30a4\u30f3\u30d5\u30e9\u306a\u3057\u3067\u30af\u30e9\u30a6\u30c9\u9593\u306e\u5b89\u5168\u306a\u8a8d\u8a3c\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3057\u305f\u3002<br \/>Workload Identity Federation\uff08WIF\uff09\u304c\u4e0d\u8981\u3060\u3063\u305f\u306e\u306f\u5927\u304d\u306a\u767a\u898b\u3067\u3001\u69cb\u7bc9\u3082\u601d\u3063\u305f\u3088\u308a\u305a\u3063\u3068\u30b7\u30f3\u30d7\u30eb\u3067\u3057\u305f\u3002<\/p>\n<h3 id=\"\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u53d6\u5f97--\u4e26\u5217\u51e6\u7406\u3067\u9ad8\u901f\u5316\">\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u53d6\u5f97 \u00d7 \u4e26\u5217\u51e6\u7406\u3067\u9ad8\u901f\u5316<\/h3>\n<p>BigQuery \u306e\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u53d6\u5f97\uff08RowIterator\uff09\u3067\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3092\u6291\u3048\u3064\u3064\u3001S3 \u3078\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u306f worker pool \u3068 errgroup \u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u4e26\u5217\u5316\u3002<br \/>\u3055\u3089\u306b HTTP \u30b3\u30cd\u30af\u30b7\u30e7\u30f3\u30d7\u30fc\u30eb\u3092\u9069\u5207\u306b\u8abf\u6574\u3057\u305f\u3053\u3068\u3067\u3001\u5b89\u5b9a\u3057\u3066\u9ad8\u3044\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u304c\u51fa\u305b\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u7ba1\u7406\u3068AI\u6d3b\u7528\u306f\u30bb\u30c3\u30c8\u3067\u8003\u3048\u308b\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u7ba1\u7406\u3068AI\u6d3b\u7528\u306f\u30bb\u30c3\u30c8\u3067\u8003\u3048\u308b<\/h3>\n<p>spec \/ research \u306e\u5206\u96e2\u3067\u3001\u30c1\u30fc\u30e0\u5168\u4f53\u3067\u306e\u60c5\u5831\u5171\u6709\u306e\u8cea\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3057\u305f\u3002<br \/>\u65b0\u30e1\u30f3\u30d0\u30fc\u304c\u77ed\u6642\u9593\u3067\u8ffd\u3044\u3064\u3051\u308b\u3057\u3001\u8a8d\u8b58\u306e\u30ba\u30ec\u3082\u306a\u304f\u306a\u308b\u3057\u3001\u4ed5\u69d8\u5909\u66f4\u70b9\u3082\u5206\u304b\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3057\u305f\u3002<br \/>AI \u3092\u4f7f\u3046\u3068\u691c\u8a0e\u30ed\u30b0\u304c\u81a8\u5927\u306b\u306a\u308a\u304c\u3061\u3067\u3059\u304c\u3001\u3053\u306e\u5206\u96e2\u6226\u7565\u3067\u6574\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u5fc5\u8981\u306a\u60c5\u5831\u306b\u7d20\u65e9\u304f\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059<\/p>\n<h2 id=\"section6\">6. \u304a\u308f\u308a\u306b<\/h2>\n<p>\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u69cb\u6210\u3063\u3066\u8907\u96d1\u305d\u3046\u2026\u3068\u6700\u521d\u306f\u4e0d\u5b89\u3067\u3057\u305f\u304c\u3001\u5b9f\u969b\u306b\u691c\u8a3c\u3057\u3066\u307f\u308b\u3068 <strong>Cloud Run \u306e OIDC + AWS STS \u3060\u3051\u3067\u30af\u30e9\u30a6\u30c9\u9593\u8a8d\u8a3c\u304c\u5b8c\u7d50<\/strong>\u3057\u3066\u3001\u601d\u3063\u305f\u3088\u308a\u30b7\u30f3\u30d7\u30eb\u306b\u69cb\u7bc9\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306f S3 + ElastiCache\u3001\u30b8\u30e7\u30d6\u306f Cloud Run Jobs \u3068\u3044\u3046\u69cb\u6210\u3067\u3001\u77ed\u671f\u9593\u3067\u5b8c\u4e86\u3067\u304d\u307e\u3057\u305f\u3002<br \/>Go \u3068 Docker \u306e\u65e2\u5b58\u30b9\u30ad\u30eb\u3060\u3051\u3067\u5bfe\u5fdc\u3067\u304d\u305f\u306e\u3082\u5927\u304d\u304b\u3063\u305f\u3067\u3059\u3002<\/p>\n<p>Claude Code \u3092\u6280\u8853\u9078\u5b9a\u306e\u58c1\u6253\u3061\u306b\u6d3b\u7528\u3057\u305f\u3053\u3068\u3067\u958b\u767a\u30b9\u30d4\u30fc\u30c9\u304c\u4e0a\u304c\u308a\u307e\u3057\u305f\u3002<br \/>\u8981\u4ef6\u3092\u69cb\u9020\u5316\u3057\u3066 AI \u306b\u76f8\u8ac7\u3059\u308b\u3053\u3068\u3067\u9078\u629e\u80a2\u306e\u6574\u7406\u304c\u52b9\u7387\u5316\u3055\u308c\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u6750\u6599\u3092\u7d20\u65e9\u304f\u96c6\u3081\u3089\u308c\u307e\u3057\u305f\u3002<br \/>\u305f\u3060\u3057<strong>\u8a2d\u8a08\u65b9\u91dd\u3084\u6700\u7d42\u5224\u65ad\u306f\u4eba\u9593\u304c\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/strong><br \/>\u6700\u521d\u304b\u3089\u5b8c\u74a7\u306a\u6307\u793a\u3092\u51fa\u3059\u306e\u3067\u306f\u306a\u304f\u3001AI \u306e\u51fa\u529b\u306b\u5bfe\u3057\u3066\u7591\u554f\u3092\u6295\u3052\u304b\u3051\u3001\u6539\u5584\u3092\u91cd\u306d\u3066\u3044\u304f\u5bfe\u8a71\u30d7\u30ed\u30bb\u30b9\u304c\u3001\u54c1\u8cea\u306e\u9ad8\u3044\u6210\u679c\u7269\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n<p>\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u3084 AI 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