{"id":7162,"date":"2025-09-27T08:32:53","date_gmt":"2025-09-27T08:32:53","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=7162"},"modified":"2025-09-27T08:32:53","modified_gmt":"2025-09-27T08:32:53","slug":"adjust-raw%e3%83%87%e3%83%bc%e3%82%bf%e3%82%92bigquery%e7%b5%8c%e7%94%b1%e3%81%a7%e3%82%b9%e3%83%97%e3%83%ac%e3%83%83%e3%83%89%e3%82%b7%e3%83%bc%e3%83%88%e3%81%ab%e8%87%aa%e5%8b%95%e9%80%a3%e6%90%ba","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/7162\/","title":{"rendered":"Adjust Raw\u30c7\u30fc\u30bf\u3092BigQuery\u7d4c\u7531\u3067\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u81ea\u52d5\u9023\u643a\u3059\u308b\u4ed5\u7d44\u307f"},"content":{"rendered":"\n<\/p>\n<div>\n<h2 id=\"%E3%81%AF%E3%81%98%E3%82%81%E3%81%AB\" data-line=\"0\" class=\"code-line\">\n \u306f\u3058\u3081\u306b<\/h2>\n<p data-line=\"1\" class=\"code-line\">\u672c\u8a18\u4e8b\u3067\u306f\u3001Adjust\u306eraw\u30c7\u30fc\u30bf\u3092BigQuery\u7d4c\u7531\u3067\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u81ea\u52d5\u9023\u643a\u3059\u308b\u4ed5\u7d44\u307f\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p data-line=\"3\" class=\"code-line\">\u300c\u30de\u30fc\u30b1\u30c1\u30fc\u30e0\u304b\u3089\u5e83\u544a\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u304c\u6b32\u3057\u3044\u3068\u8a00\u308f\u308c\u305f\u3051\u3069\u3001\u3069\u3046\u3084\u3063\u3066\u6574\u5099\u3059\u308c\u3070\u3044\u3044\uff1f\u300d<br \/>\u305d\u3093\u306a\u60a9\u307f\u3092\u6301\u3063\u3066\u3044\u308b\u65b9\u306b\u5f79\u7acb\u3064\u5185\u5bb9\u306b\u306a\u308c\u3070\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"%E8%83%8C%E6%99%AF\" data-line=\"6\" class=\"code-line\">\n \u80cc\u666f<\/h2>\n<p data-line=\"7\" class=\"code-line\">\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30c1\u30fc\u30e0\u304b\u3089\u306e\u5177\u4f53\u7684\u306a\u4f9d\u983c\u306f\u3001\u300c\u30e6\u30fc\u30b6\u30fc\u304c\u3069\u306e\u5e83\u544a\u7d4c\u7531\u3067\u3001\u30a2\u30d7\u30ea\u5185\u3067\u3069\u3093\u306a\u884c\u52d5\u3092\u3057\u305f\u304b\u300d\u3068\u3044\u3046\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\uff08raw\u30c7\u30fc\u30bf\uff09\u3092\u3001Google\u5e83\u544a\u306e\u6a5f\u68b0\u5b66\u7fd2\u306b\u5229\u7528\u3057\u305f\u3044\u3001\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\u3002<\/p>\n<p data-line=\"9\" class=\"code-line\">\u30de\u30fc\u30b1\u30c1\u30fc\u30e0\u304b\u3089\u306e\u8981\u4ef6\u306f\u4ee5\u4e0b\u306e3\u70b9\u3067\u3059\u3002<\/p>\n<ul data-line=\"10\" class=\"code-line\">\n<li data-line=\"10\" class=\"code-line\">Google\u5e83\u544a\u306e\u5b66\u7fd2\u306b\u4f7f\u3048\u308b\u76f4\u8fd13\u30f6\u6708\u5206\u306e\u6700\u65b0\u30c7\u30fc\u30bf\u304c\u307b\u3057\u3044<\/li>\n<li data-line=\"11\" class=\"code-line\">1\u6642\u9593\u306b1\u56de\u66f4\u65b0\u3055\u308c\u308b\u4ed5\u7d44\u307f\u306b\u3057\u305f\u3044\uff08\u5e38\u306b\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u3092\u898b\u308c\u308b\u72b6\u614b\u3067\u3042\u308c\u3070\u826f\u3044\uff09<\/li>\n<li data-line=\"12\" class=\"code-line\">SQL\u3092\u66f8\u3051\u306a\u304f\u3066\u3082 \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3067\u7d50\u679c\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u3044<\/li>\n<\/ul>\n<p data-line=\"14\" class=\"code-line\">\u4e0a\u8a18\u8981\u4ef6\u306b\u52a0\u3048\u3066\u3001\u5e83\u544a\u52b9\u679c\u306e\u5206\u6790\u624b\u6cd5\u306f\u65e5\u3005\u5909\u308f\u308b\u305f\u3081\u3001\u958b\u767a\u8005\u304c\u90fd\u5ea6\u5bfe\u5fdc\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30c1\u30fc\u30e0\u81ea\u8eab\u304c\u67d4\u8edf\u306b\u30c7\u30fc\u30bf\u3092\u6271\u3048\u308b\u72b6\u614b\u3092\u76ee\u6307\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"%E5%BD%93%E5%88%9D%E3%81%AE%E6%83%B3%E5%AE%9A\" data-line=\"16\" class=\"code-line\">\n \u5f53\u521d\u306e\u60f3\u5b9a<\/h2>\n<h3 id=\"%E5%89%8D%E6%8F%90\" data-line=\"17\" class=\"code-line\">\n \u524d\u63d0<\/h3>\n<p data-line=\"18\" class=\"code-line\">Adjust\u306e\u516c\u5f0f\u30c7\u30fc\u30bf\u9023\u643a\u6a5f\u80fd\uff08Raw Data Export\uff09\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u8a08\u6e2c\u3055\u308c\u305f\u30a4\u30d9\u30f3\u30c8\u306eRaw\u30c7\u30fc\u30bf\u306f\u81ea\u52d5\u7684\u306bGoogle Cloud Storage\u306b\u4fdd\u5b58\u3055\u308c\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\u305d\u306e\u90fd\u5408\u4e0a\u3001Adjust\u304b\u3089\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3055\u308c\u308b\u30c7\u30fc\u30bf\u306f \u5e83\u544a\u306e\u7d4c\u8def\u3054\u3068\u306b5\u5206\u3054\u3068\u306e\u307e\u3068\u307e\u308a\u3067Cloud Storage\u306b\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002<\/p>\n<h3 id=\"%E8%A9%B3%E7%B4%B0\" data-line=\"21\" class=\"code-line\">\n \u8a73\u7d30<\/h3>\n<p data-line=\"22\" class=\"code-line\">\u5f53\u521d\u3001\u79c1\u305f\u3061\u304c\u691c\u8a0e\u3057\u3066\u3044\u305f\u306e\u306f\u6b21\u306e\u3088\u3046\u306a\u69cb\u6210\u3067\u3059\u3002<\/p>\n<ol data-line=\"23\" class=\"code-line\">\n<li data-line=\"23\" class=\"code-line\">Cloud Run Functions\u3067BigQuery\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001CSV \u3092\u751f\u6210\u3059\u308b\u51e6\u7406\u3092\u5b9f\u88c5<\/li>\n<li data-line=\"24\" class=\"code-line\">Google Apps Script (GAS) \u3092\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u8a2d\u5b9a\u3057\u3001\u2460\u306e Functions \u3092\u5b9a\u671f\u7684\u306b\u5b9f\u884c<br \/>\u3053\u306e\u69cb\u6210\u3067\u3082\u8981\u4ef6\u81ea\u4f53\u306f\u6e80\u305f\u305b\u307e\u3059\u3002<br \/>\u3057\u304b\u3057\u300c\u5206\u6790\u624b\u6cd5\u306e\u5909\u5316\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u3059\u308b\u300d\u3068\u3044\u3046\u89b3\u70b9\u3067\u306f\u3001\u5927\u304d\u306a\u61f8\u5ff5\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/li>\n<\/ol>\n<p data-line=\"28\" class=\"code-line\">\u4f8b\u3048\u3070\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30c1\u30fc\u30e0\u304b\u3089\u300c\u65b0\u3057\u3044\u30ab\u30e9\u30e0\u3092\u8ffd\u52a0\u3057\u3066\u307b\u3057\u3044\u300d\u3068\u3044\u3046\u8981\u671b\u304c\u6765\u305f\u5834\u5408\u3001<br \/>\u30001.\tCloud Run Functions \u306e SQL \u3068\u51e6\u7406\u3092\u4fee\u6b63<br \/>\u30002.\t\u30c7\u30d7\u30ed\u30a4<br \/>\u30003.\tGAS \u5074\u306e\u51e6\u7406\u3082\u78ba\u8a8d\u30fb\u8abf\u6574<br \/>\u3068\u3044\u3063\u305f\u6539\u4fee\u4f5c\u696d\u304c\u6bce\u56de\u767a\u751f\u3057\u307e\u3059\u3002<br \/>\u3053\u308c\u3067\u306f\u5206\u6790\u30b9\u30d4\u30fc\u30c9\u304c\u843d\u3061\u3001\u6a5f\u4f1a\u640d\u5931\u306b\u7e4b\u304c\u308a\u304b\u306d\u307e\u305b\u3093\u3002<\/p>\n<p data-line=\"35\" class=\"code-line\">\u3055\u3089\u306b\u3001Cloud Storage \u4e0a\u306e\u30c7\u30fc\u30bf\u3092\u72ec\u81ea\u306b\u6574\u5f62\u3057\u3001\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u300c1\u6642\u9593\u3054\u3068\u306b\u76f4\u8fd13\u30f6\u6708\u5206\u3092\u66f4\u65b0\u8868\u793a\u3059\u308b\u51e6\u7406\u300d\u3092\u4f5c\u308a\u8fbc\u3080\u5834\u5408\u3001\u3069\u3046\u3057\u3066\u3082\u4e0d\u5177\u5408\u306e\u767a\u751f\u7387\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002\u7d50\u679c\u3068\u3057\u3066\u3001\u8aa4\u3063\u305f\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u5206\u6790\u304c\u884c\u308f\u308c\u308b\u30ea\u30b9\u30af\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p data-line=\"37\" class=\"code-line\">\u3053\u3046\u3057\u305f\u80cc\u666f\u304b\u3089\u79c1\u305f\u3061\u306f\u3001\u306a\u308b\u3079\u304f\u72ec\u81ea\u30b3\u30fc\u30c9\u3092\u6e1b\u3089\u3057\u3001Google Cloud\u304c\u63d0\u4f9b\u3059\u308b\u30de\u30cd\u30fc\u30b8\u30c9\u6a5f\u80fd\u3067\u5b8c\u7d50\u3055\u305b\u308b\u65b9\u91dd\u3092\u9078\u3073\u307e\u3057\u305f\u3002<br \/>\u305d\u3053\u3067\u63a1\u7528\u3057\u305f\u306e\u304c\u3001BigQuery\u3068\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306e\u6a19\u6e96\u9023\u643a\u6a5f\u80fd\u3067\u3042\u308b \u300c\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u300d \u3067\u3059\u3002<\/p>\n<h2 id=\"%E3%82%84%E3%81%A3%E3%81%9F%E3%81%93%E3%81%A8\" data-line=\"40\" class=\"code-line\">\n \u3084\u3063\u305f\u3053\u3068<\/h2>\n<p data-line=\"41\" class=\"code-line\">\u6700\u7d42\u7684\u306b\u3001\u79c1\u305f\u3061\u306f\u4ee5\u4e0b\u306e\u69cb\u6210\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"%E6%A7%8B%E6%88%90%E5%9B%B3%E3%81%A8%E3%81%9D%E3%82%8C%E3%81%9E%E3%82%8C%E3%81%AE%E5%BD%B9%E5%89%B2\" data-line=\"43\" class=\"code-line\">\n \u69cb\u6210\u56f3\u3068\u305d\u308c\u305e\u308c\u306e\u5f79\u5272<\/h3>\n<p data-line=\"44\" class=\"code-line\">\u25bc\u69cb\u6210\u56f3<\/p>\n<div class=\"code-block-container\">\n<pre><code class=\"code-line\" data-line=\"45\">\u2554\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2557\n\u2551 Adjust Raw Data                      \u2551\n\u2551 (Export by Adjust)                   \u2551\n\u255a\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u255d\n                  \u2193\n\u2554\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2557\n\u2551 Google Cloud Storage                 \u2551\n\u2551 (raw\u30d5\u30a1\u30a4\u30eb\u3092\u4fdd\u5b58)                    \u2551\n\u255a\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u255d\n                  \u2193\n\u2554\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2557\n\u2551 Cloud Run Functions                  \u2551\n\u2551 (\u6574\u5f62\u3057\u3066 BigQuery \u3078\u30ed\u30fc\u30c9)            \u2551\n\u255a\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u255d\n                  \u2193\n\u2554\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2557\n\u2551 BigQuery                             \u2551\n\u2551 (View\u3067\u76f4\u8fd13\u30f6\u6708\u5206\u3092\u62bd\u51fa)               \u2551\n\u255a\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u255d\n                  \u2193\n\u2554\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2557\n\u2551 Spreadsheet                          \u2551\n\u2551 (Data Connector\u3067\u53c2\u7167\u30fb\u66f4\u65b0)           \u2551\n\u255a\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u2550\u255d\n<\/code><\/pre>\n<\/div>\n<ul data-line=\"71\" class=\"code-line\">\n<li data-line=\"71\" class=\"code-line\">Google Cloud Storage (GCS)\n<ul data-line=\"72\" class=\"code-line\">\n<li data-line=\"72\" class=\"code-line\">Adjust\u304b\u3089\u9001\u3089\u308c\u3066\u304f\u308braw\u30c7\u30fc\u30bf\u3092\u4fdd\u7ba1\u3059\u308b\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3002<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"73\" class=\"code-line\">Cloud Run Functions\n<ul data-line=\"74\" class=\"code-line\">\n<li data-line=\"74\" class=\"code-line\">GCS\u306b\u4fdd\u5b58\u3055\u308c\u305f\u8907\u6570\u30d5\u30a1\u30a4\u30eb\u3092\u5b9a\u671f\u7684\u306bBigQuery\u306e\u30c6\u30fc\u30d6\u30eb\u306b\u30ed\u30fc\u30c9\u3059\u308bETL\u51e6\u7406\u3002<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"75\" class=\"code-line\">BigQuery\n<ul data-line=\"76\" class=\"code-line\">\n<li data-line=\"76\" class=\"code-line\">raw\u30c7\u30fc\u30bf\u30c6\u30fc\u30d6\u30eb\n<ul data-line=\"77\" class=\"code-line\">\n<li data-line=\"77\" class=\"code-line\">\u5168\u671f\u9593\u306e\u30c7\u30fc\u30bf\u304c\u683c\u7d0d\u3055\u308c\u3066\u3044\u308b\u5834\u6240\u3002<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"78\" class=\"code-line\">VIEW\n<ul data-line=\"79\" class=\"code-line\">\n<li data-line=\"79\" class=\"code-line\">\u76f4\u8fd13\u30f6\u6708\u5206 \u500b\u4eba\u60c5\u5831\u3092\u30de\u30b9\u30af\u306a\u3069\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30c1\u30fc\u30e0\u304c\u5fc5\u8981\u306a\u5f62\u306b\u6574\u3048\u305f\u4eee\u60f3\u30c6\u30fc\u30d6\u30eb\u3002\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u304b\u3089\u306f\u3053\u306eVIEW\u306e\u307f\u3092\u53c2\u7167\u3055\u305b\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"80\" class=\"code-line\">\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\uff08\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\uff09\n<ul data-line=\"81\" class=\"code-line\">\n<li data-line=\"81\" class=\"code-line\">BigQuery\u306eVIEW\u306b\u63a5\u7d9a\u3057\u3001\u30c7\u30fc\u30bf\u3092\u8868\u793a\u30fb\u62bd\u51fa\u3059\u308b\u3002\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u62c5\u5f53\u8005\u304c\u597d\u304d\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u300c\u66f4\u65b0\u300d\u30dc\u30bf\u30f3\u3092\u62bc\u3059\u3060\u3051\u3067\u3001\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u304c\u53d6\u5f97\u3067\u304d\u308b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p data-line=\"83\" class=\"code-line\">\u3053\u306e\u69cb\u6210\u306e\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u305d\u308c\u305e\u308c\u306e\u30b5\u30fc\u30d3\u30b9\u304c\u5358\u4e00\u306e\u8cac\u4efb\u3092\u6301\u3063\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002<br \/>\u30c7\u30fc\u30bf\u306e\u6d41\u308c\u304c\u4e00\u65b9\u901a\u884c\u3067\u975e\u5e38\u306b\u30b7\u30f3\u30d7\u30eb\u306b\u306a\u308a\u3001\u554f\u984c\u767a\u751f\u6642\u306e\u5207\u308a\u5206\u3051\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3 id=\"%E5%85%B7%E4%BD%93%E7%9A%84%E3%81%AA%E5%AE%9F%E7%8F%BE%E6%96%B9%E6%B3%95\" data-line=\"86\" class=\"code-line\">\n \u5177\u4f53\u7684\u306a\u5b9f\u73fe\u65b9\u6cd5<\/h3>\n<h4 id=\"1.-cloud-run-functions%E3%81%AE%E5%87%A6%E7%90%86%E5%86%85%E5%AE%B9\" data-line=\"87\" class=\"code-line\">\n 1. Cloud Run Functions\u306e\u51e6\u7406\u5185\u5bb9<\/h4>\n<p data-line=\"88\" class=\"code-line\">\u5f0a\u793e\u3067\u306f\u3059\u3067\u306b\u5206\u6790\u5468\u308a\u3092\u7ba1\u7406\u3059\u308b\u30ea\u30dd\u30b8\u30c8\u30ea\u304c\u3042\u308b\u305f\u3081\u3001\u305d\u3061\u3089\u306b\u9023\u643a\u51e6\u7406\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u3002<\/p>\n<p data-line=\"90\" class=\"code-line\"><strong>\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u69cb\u6210<\/strong><\/p>\n<div class=\"code-block-container\">\n<pre><code class=\"code-line\" data-line=\"91\">src\/assignCareerChange\/\n\u251c\u2500\u2500 functions\/\n\u2502   \u2514\u2500\u2500 adjustCsvImport.ts          # HTTP\u95a2\u6570\u306e\u30a8\u30f3\u30c8\u30ea\u30fc\u30dd\u30a4\u30f3\u30c8\n\u251c\u2500\u2500 services\/\n\u2502   \u2514\u2500\u2500 adjustCsvService.ts         # CSV\u51e6\u7406\u306e\u696d\u52d9\u30ed\u30b8\u30c3\u30af\n\u251c\u2500\u2500 utils\/\n\u2502   \u2514\u2500\u2500 adjustCsvUtils.ts           # \u65e5\u4ed8\u51e6\u7406\/\u30d5\u30a3\u30eb\u30bf\u7b49\n\u2514\u2500\u2500 constants\/\n    \u2514\u2500\u2500 adjust_config.ts            # \u8a2d\u5b9a\u5024\n<\/code><\/pre>\n<\/div>\n<p data-line=\"102\" class=\"code-line\"><strong>\u51e6\u7406\u306e\u6d41\u308c<\/strong><\/p>\n<p><span class=\"embed-block zenn-embedded zenn-embedded-mermaid\"><iframe id=\"zenn-embedded__310427c73bc6e\" src=\"https:\/\/embed.zenn.studio\/mermaid#zenn-embedded__310427c73bc6e\" data-content=\"flowchart%20TB%0A%20%20%20%20start(%5B%E9%96%8B%E5%A7%8B%5D)%20--%3E%20q1%7B%E3%83%86%E3%83%BC%E3%83%96%E3%83%AB%E3%81%AF%E5%AD%98%E5%9C%A8%E3%81%99%E3%82%8B%EF%BC%9F%7D%3B%0A%20%20%20%20q1%20--%20No%20--%3E%20full0%5B%E5%88%9D%E5%9B%9E%20%E5%85%A8%E4%BB%B6%5D%3B%0A%20%20%20%20q1%20--%20Yes%20--%3E%20inc0%5B%E5%A2%97%E5%88%86%5D%3B%0A%0A%20%20%20%20full0%20--%3E%20full1%5B%E5%85%A8CSV%E3%82%92%E5%88%97%E6%8C%99%E3%81%97%E3%81%A6%E3%83%86%E3%83%BC%E3%83%96%E3%83%AB%E4%BD%9C%E6%88%90%5D%3B%0A%20%20%20%20inc0%20--%3E%20inc1%5B%E6%9C%80%E8%BF%912%E6%97%A5%E5%88%86%E3%81%AECSV%5D%3B%0A%0A%20%20%20%20inc1%20--%3E%20q2%7B%E3%82%B9%E3%82%AD%E3%83%BC%E3%83%9E%E5%A4%89%E6%9B%B4%E3%81%82%E3%82%8A%EF%BC%9F%7D%3B%0A%20%20%20%20q2%20--%20No%20--%3E%20inc2%5Blog%E5%8F%82%E7%85%A7%E3%81%97%E3%81%A6%E6%9C%AA%E5%87%A6%E7%90%86%E3%82%92%E6%8A%BD%E5%87%BA%5D%3B%0A%20%20%20%20q2%20--%20Yes%20--%3E%20rebuild0%5B%E5%86%8D%E6%A7%8B%E7%AF%89%20%E5%85%A8%E4%BB%B6%5D%3B%0A%0A%20%20%20%20inc2%20--%3E%20inc3%5BCSV%E8%A7%A3%E6%9E%90%5D%3B%0A%20%20%20%20rebuild0%20--%3E%20rebuild1%5B%E5%85%A8CSV%E3%82%92%E5%88%97%E6%8C%99%E3%81%97%E3%81%A6%E3%83%86%E3%83%BC%E3%83%96%E3%83%AB%E5%86%8D%E4%BD%9C%E6%88%90%5D%3B%0A%0A%20%20%20%20inc3%20--%3E%20loadInc%5B%E5%A2%97%E5%88%86%E3%83%AD%E3%83%BC%E3%83%89%EF%BC%88APPEND%EF%BC%89%5D%3B%0A%20%20%20%20full1%20--%3E%20loadFull%5B%E5%85%A8%E4%BB%B6%E3%83%AD%E3%83%BC%E3%83%89%EF%BC%88TRUNCATE%EF%BC%89%5D%3B%0A%20%20%20%20rebuild1%20--%3E%20loadReFull%5B%E5%85%A8%E4%BB%B6%E3%83%AD%E3%83%BC%E3%83%89%EF%BC%88TRUNCATE%EF%BC%89%5D%3B%0A%0A%20%20%20%20loadInc%20--%3E%20log%5Blog%E8%A8%98%E9%8C%B2%5D%3B%0A%20%20%20%20loadFull%20--%3E%20log%3B%0A%20%20%20%20loadReFull%20--%3E%20log%3B%0A%0A%20%20%20%20log%20--%3E%20fin(%5B%E7%B5%82%E4%BA%86%5D)%3B\" frameborder=\"0\" scrolling=\"no\" loading=\"lazy\"><\/iframe><\/span><\/p>\n<ol data-line=\"131\" class=\"code-line\">\n<li data-line=\"131\" class=\"code-line\">\u30c6\u30fc\u30d6\u30eb\u5b58\u5728\u78ba\u8a8d\u30fb\u51e6\u7406\u65b9\u5f0f\u6c7a\u5b9a\n<ul data-line=\"132\" class=\"code-line\">\n<li data-line=\"132\" class=\"code-line\">\u30c6\u30fc\u30d6\u30eb\u306e\u5b58\u5728\u78ba\u8a8d<\/li>\n<li data-line=\"133\" class=\"code-line\">\u672a\u4f5c\u6210\u306e\u5834\u5408\n<ul data-line=\"134\" class=\"code-line\">\n<li data-line=\"134\" class=\"code-line\">\u521d\u56de\u51e6\u7406\u30e2\u30fc\u30c9\uff08\u5168\u30d5\u30a1\u30a4\u30eb\u5bfe\u8c61\uff09<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"135\" class=\"code-line\">\u65e2\u5b58\u306e\u5834\u5408\n<ul data-line=\"136\" class=\"code-line\">\n<li data-line=\"136\" class=\"code-line\">\u30b9\u30ad\u30fc\u30de\u6bd4\u8f03\u5b9f\u884c\n<ul data-line=\"137\" class=\"code-line\">\n<li data-line=\"137\" class=\"code-line\">\u30b9\u30ad\u30fc\u30de\u5909\u66f4\u306a\u3057 \u2192 \u5897\u5206\u51e6\u7406\u30e2\u30fc\u30c9<\/li>\n<li data-line=\"138\" class=\"code-line\">\u30b9\u30ad\u30fc\u30de\u5909\u66f4\u3042\u308a \u2192 \u5168\u4ef6\u518d\u69cb\u7bc9\u30e2\u30fc\u30c9\uff08\u5168\u30d5\u30a1\u30a4\u30eb\u5bfe\u8c61\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"139\" class=\"code-line\">Cloud Storage\u306e\u30d0\u30b1\u30c3\u30c8\u3092\u8aad\u307f\u8fbc\u3080\n<ul data-line=\"140\" class=\"code-line\">\n<li data-line=\"140\" class=\"code-line\">\u5897\u5206\u51e6\u7406\n<ul data-line=\"141\" class=\"code-line\">\n<li data-line=\"141\" class=\"code-line\">\u6700\u8fd12\u65e5\u5206\u306eCSV\u30d5\u30a1\u30a4\u30eb\uff08\u65e5\u4ed8\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u30d5\u30a3\u30eb\u30bf\uff09<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"142\" class=\"code-line\">\u5168\u4ef6\u51e6\u7406\n<ul data-line=\"143\" class=\"code-line\">\n<li data-line=\"143\" class=\"code-line\">\u5168\u3066\u306eCSV\u30d5\u30a1\u30a4\u30eb\uff08\u521d\u56de\u30fb\u30b9\u30ad\u30fc\u30de\u5909\u66f4\u6642\u306e\u307f\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"144\" class=\"code-line\">\u65e2\u5b58\u51e6\u7406\u6e08\u307f\u30d5\u30a1\u30a4\u30eb\u306e\u78ba\u8a8d\n<ul data-line=\"145\" class=\"code-line\">\n<li data-line=\"145\" class=\"code-line\">log\u30c6\u30fc\u30d6\u30eb\u304b\u3089\u51e6\u7406\u6e08\u307f\u30d5\u30a1\u30a4\u30eb\u4e00\u89a7\u53d6\u5f97<\/li>\n<li data-line=\"146\" class=\"code-line\">\u672a\u51e6\u7406\u30d5\u30a1\u30a4\u30eb\u306e\u307f\u3092\u5bfe\u8c61\u306b\u7d5e\u308a\u8fbc\u307f<\/li>\n<li data-line=\"147\" class=\"code-line\">\u5168\u4ef6\u51e6\u7406\u6642\n<ul data-line=\"148\" class=\"code-line\">\n<li data-line=\"148\" class=\"code-line\">\u65b0\u898f\u30c7\u30fc\u30bf\u3068\u3057\u3066\u8ffd\u52a0\uff08\u30ed\u30b0\u30c6\u30fc\u30d6\u30eb\u306f\u30af\u30ea\u30a2\u3057\u306a\u3044\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"149\" class=\"code-line\">CSV\u30d5\u30a1\u30a4\u30eb\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3068\u89e3\u6790\n<ul data-line=\"150\" class=\"code-line\">\n<li data-line=\"150\" class=\"code-line\">\u30bf\u30d6\u533a\u5207\u308aCSV\u89e3\u6790\uff08\u30d8\u30c3\u30c0\u30fc\u884c\u4ed8\u304d\uff09<\/li>\n<li data-line=\"151\" class=\"code-line\">\u52d5\u7684\u30d5\u30a3\u30fc\u30eb\u30c9\u30de\u30c3\u30d4\u30f3\u30b0\n<ul data-line=\"152\" class=\"code-line\">\n<li data-line=\"152\" class=\"code-line\">1\u884c\u76ee\u306e\u30d8\u30c3\u30c0\u30fc\u304b\u3089\u30d5\u30a3\u30fc\u30eb\u30c9\u540d\u3092\u53d6\u5f97<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"153\" class=\"code-line\">\u53ef\u5909\u30d5\u30a3\u30fc\u30eb\u30c9\u6570\u5bfe\u5fdc\n<ul data-line=\"154\" class=\"code-line\">\n<li data-line=\"154\" class=\"code-line\">\u30d5\u30a3\u30fc\u30eb\u30c9\u6570\u306b\u95a2\u4fc2\u306a\u304f\u81ea\u52d5\u51e6\u7406<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"155\" class=\"code-line\">\u7a7a\u6587\u5b57\u5217\u306enull\u5909\u63db\u51e6\u7406<\/li>\n<li data-line=\"156\" class=\"code-line\">UNIX\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u306eJST\u5909\u63db\uff08created_at\u30d5\u30a3\u30fc\u30eb\u30c9\uff09<\/li>\n<li data-line=\"157\" class=\"code-line\">CSV\u30d5\u30a1\u30a4\u30eb\u5185\u306e\u4e2d\u62ec\u5f27\uff08{}\uff09\u306e\u9664\u53bb\u51e6\u7406<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"158\" class=\"code-line\">BigQuery\u30c6\u30fc\u30d6\u30eb\u6e96\u5099\n<ul data-line=\"159\" class=\"code-line\">\n<li data-line=\"159\" class=\"code-line\">\u521d\u56de\u4f5c\u6210\u6642\n<ul data-line=\"160\" class=\"code-line\">\n<li data-line=\"160\" class=\"code-line\">\u6700\u65b0CSV\u30d5\u30a1\u30a4\u30eb\uff08\u4f5c\u6210\u65e5\u6642\u9806\u30bd\u30fc\u30c8\u3067\u6700\u65b0\uff09\u306e\u30d8\u30c3\u30c0\u30fc\u304b\u3089\u30b9\u30ad\u30fc\u30de\u53d6\u5f97<\/li>\n<li data-line=\"161\" class=\"code-line\">\u30d8\u30c3\u30c0\u30fc\u60c5\u5831\u3067\u30c6\u30fc\u30d6\u30eb\u4f5c\u6210<\/li>\n<li data-line=\"162\" class=\"code-line\">\u52d5\u7684\u30d5\u30a3\u30fc\u30eb\u30c9\u30de\u30c3\u30d4\u30f3\u30b0\u306b\u3088\u308a\u5168\u30c7\u30fc\u30bf\u5bfe\u5fdc<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"163\" class=\"code-line\">\u30b9\u30ad\u30fc\u30de\u5909\u66f4\u6642\n<ul data-line=\"164\" class=\"code-line\">\n<li data-line=\"164\" class=\"code-line\">\u30c6\u30fc\u30d6\u30eb\u518d\u4f5c\u6210\uff08\u65e2\u5b58BigQueryService\u6d3b\u7528\uff09<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"165\" class=\"code-line\">\u5897\u5206\u51e6\u7406\u6642\n<ul data-line=\"166\" class=\"code-line\">\n<li data-line=\"166\" class=\"code-line\">\u65e2\u5b58\u30c6\u30fc\u30d6\u30eb\u3092\u4f7f\u7528<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"167\" class=\"code-line\">BigQuery\u3078\u306e\u30c7\u30fc\u30bf\u633f\u5165\n<ul data-line=\"168\" class=\"code-line\">\n<li data-line=\"168\" class=\"code-line\">GCS\u7d4c\u7531\u306eLoad Job\u65b9\u5f0f\u3067\u30d0\u30eb\u30af\u633f\u5165<\/li>\n<li data-line=\"169\" class=\"code-line\">\u5168\u4ef6\u51e6\u7406\u6642\n<ul data-line=\"170\" class=\"code-line\">\n<li data-line=\"170\" class=\"code-line\">WRITE_TRUNCATE\u30e2\u30fc\u30c9\uff08\u65e2\u5b58\u30c7\u30fc\u30bf\u3092\u7f6e\u63db\uff09<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"171\" class=\"code-line\">\u5897\u5206\u51e6\u7406\u6642\n<ul data-line=\"172\" class=\"code-line\">\n<li data-line=\"172\" class=\"code-line\">WRITE_APPEND\u30e2\u30fc\u30c9\uff08\u65e2\u5b58\u30c7\u30fc\u30bf\u306b\u8ffd\u52a0\uff09<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"173\" class=\"code-line\">\u30c6\u30fc\u30d6\u30eb\u306b\u683c\u7d0d<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"174\" class=\"code-line\">\u51e6\u7406\u30ed\u30b0\u306e\u8a18\u9332\n<ul data-line=\"175\" class=\"code-line\">\n<li data-line=\"175\" class=\"code-line\">\u51e6\u7406\u7d50\u679c\u3092log\u30c6\u30fc\u30d6\u30eb\u306b\u8a18\u9332<\/li>\n<li data-line=\"176\" class=\"code-line\">\u30d5\u30a1\u30a4\u30eb\u540d\u3068\u51e6\u7406\u65e5\u6642\u306e\u307f\u8a18\u9332\uff08\u30b9\u30c6\u30fc\u30bf\u30b9\u3084\u30a8\u30e9\u30fc\u8a73\u7d30\u306f\u8a18\u9332\u3057\u306a\u3044\uff09<\/li>\n<li data-line=\"177\" class=\"code-line\">\u91cd\u8907\u51e6\u7406\u9632\u6b62\u306e\u305f\u3081\u306e\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u3068\u3057\u3066\u4f7f\u7528<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4 id=\"2.-bigquery%E3%81%AEview%E3%83%86%E3%83%BC%E3%83%96%E3%83%AB%E4%BD%9C%E6%88%90\" data-line=\"179\" class=\"code-line\">\n 2. BigQuery\u306eview\u30c6\u30fc\u30d6\u30eb\u4f5c\u6210<\/h4>\n<p data-line=\"180\" class=\"code-line\">BigQuery\u4e0a\u3067View\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u308b\u306b\u306f\u3001<\/p>\n<ul data-line=\"181\" class=\"code-line\">\n<li data-line=\"181\" class=\"code-line\">CLI\u3067\u76f4\u63a5\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/li>\n<li data-line=\"182\" class=\"code-line\">BigQuery\u306eGUI\uff08\u30b3\u30f3\u30bd\u30fc\u30eb\uff09\u3067\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/li>\n<li data-line=\"183\" class=\"code-line\">GitHub\u306a\u3069\u3067\u30af\u30a8\u30ea\u3092\u7ba1\u7406\u3057\u3066\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u65b9\u6cd5<\/li>\n<\/ul>\n<p data-line=\"185\" class=\"code-line\">\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u3044\u305a\u308c\u306b\u3057\u3066\u3082\u30af\u30a8\u30ea\u3092\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br \/>\u5f0a\u793e\u3067\u306fBigQuery\u306e\u30af\u30a8\u30ea\u3092GitHub\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u7ba1\u7406\u3057\u3066\u3044\u307e\u3059\u3002\uff08\u3053\u306e\u904b\u7528\u65b9\u6cd5\u306f\u5225\u8a18\u4e8b\u3067\u7d39\u4ecb\u4e88\u5b9a\u3067\u3059\uff09<\/p>\n<p data-line=\"188\" class=\"code-line\">View\u30c6\u30fc\u30d6\u30eb\u3092\u4f5c\u6210\u3059\u308b\u30af\u30a8\u30ea\u4f8b\u306f\u4ee5\u4e0b\u3067\u3059<\/p>\n<div class=\"code-block-container\">\n<pre><code class=\"code-line\" data-line=\"189\">CREATE OR REPLACE VIEW `sample_dataset.recent_3months_data` AS\nSELECT *\nFROM `sample_dataset.raw_data_table`\nWHERE TIMESTAMP_SECONDS(created_at) &gt;= TIMESTAMP(DATE_SUB(CURRENT_DATE(), INTERVAL 3 MONTH));\n<\/code><\/pre>\n<\/div>\n<ul data-line=\"195\" class=\"code-line\">\n<li data-line=\"195\" class=\"code-line\">WHERE\u53e5\u3067\u306f\u300c\u76f4\u8fd13\u30f6\u6708\u5206\u306e\u307f\u300d\u3092\u8fd4\u3059\u305f\u3081\u306b\u3001created_at\uff08UNIX\u30bf\u30a4\u30e0\uff09\u3092\u57fa\u6e96\u306b\u7d5e\u308a\u8fbc\u3093\u3067\u3044\u307e\u3059\u3002<\/li>\n<li data-line=\"196\" class=\"code-line\">CREATE OR REPLACE \u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u30c6\u30fc\u30d6\u30eb\u304c\u5b58\u5728\u3057\u306a\u3044\u5834\u5408\u306f\u65b0\u898f\u4f5c\u6210\u3001\u5b58\u5728\u3059\u308b\u5834\u5408\u306f\u4e0a\u66f8\u304d\u3055\u308c\u307e\u3059\u3002\n<ul data-line=\"197\" class=\"code-line\">\n<li data-line=\"197\" class=\"code-line\">REPLACE \u3092\u4ed8\u3051\u306a\u3044\u5834\u5408\u3001\u65e2\u5b58View\u304c\u3042\u308b\u72b6\u614b\u3067CREATE\u3092\u5b9f\u884c\u3059\u308b\u3068<strong>Already Exists: View sample_dataset.recent_3months_data<\/strong>\u3068\u3044\u3046\u30a8\u30e9\u30fc\u304c\u8868\u793a\u3055\u308c\u307e\u3059<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4 id=\"3.-%E3%82%B9%E3%83%97%E3%83%AC%E3%83%83%E3%83%89%E3%82%B7%E3%83%BC%E3%83%88%E3%83%87%E3%83%BC%E3%82%BF%E3%82%B3%E3%83%8D%E3%82%AF%E3%82%BF\" data-line=\"199\" class=\"code-line\">\n 3. \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf<\/h4>\n<ol data-line=\"200\" class=\"code-line\">\n<li data-line=\"200\" class=\"code-line\">\n<p data-line=\"200\" class=\"code-line\">\u30e1\u30cb\u30e5\u30fc\u304b\u3089\u63a5\u7d9a\u3092\u958b\u59cb<br \/>\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u4e0a\u3067 [\u30c7\u30fc\u30bf] \u2192 [\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf] \u2192 [BigQuery] \u3092\u9078\u629e\u3057\u307e\u3059\u3002<br \/><img decoding=\"async\" src=\"https:\/\/storage.googleapis.com\/zenn-user-upload\/0f2fba00f5bf-20250923.png\" class=\"md-img\" loading=\"lazy\"\/><\/p>\n<\/li>\n<li data-line=\"204\" class=\"code-line\">\n<p data-line=\"204\" class=\"code-line\">\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u9078\u629e<br \/>\u63a5\u7d9a\u53ef\u80fd\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u4e00\u89a7\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u3042\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u9078\u629e\u3057\u307e\u3059\u3002<br \/><img decoding=\"async\" src=\"https:\/\/storage.googleapis.com\/zenn-user-upload\/a2b12c80fc3d-20250923.png\" class=\"md-img\" loading=\"lazy\"\/><\/p>\n<\/li>\n<li data-line=\"208\" class=\"code-line\">\n<p data-line=\"208\" class=\"code-line\">\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u9078\u629e<br \/>\u63a5\u7d9a\u3057\u305f\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u9078\u3073\u307e\u3059\u3002\u3053\u3053\u3067\u3001\u5148\u307b\u3069\u4f5c\u6210\u3057\u305fView\uff08\u4f8b\uff1arecent_3months_data\uff09\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002<br \/><img decoding=\"async\" src=\"https:\/\/storage.googleapis.com\/zenn-user-upload\/3395f892e944-20250923.png\" class=\"md-img\" loading=\"lazy\"\/><\/p>\n<\/li>\n<li data-line=\"212\" class=\"code-line\">\n<p data-line=\"212\" class=\"code-line\">\u6a29\u9650\u306e\u78ba\u8a8d<br \/>\u521d\u56de\u63a5\u7d9a\u6642\u306f\u300c\u59d4\u4efb\u30a2\u30af\u30bb\u30b9\u300d\u306e\u78ba\u8a8d\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<br \/>\u59d4\u4efb\u30a2\u30af\u30bb\u30b9\u306f\u3001\u30b7\u30fc\u30c8\u306b\u6240\u6709\u8005\u306e BigQuery \u6a29\u9650\u3092\u59d4\u4efb\u3059\u308b\u8a2d\u5b9a\u3067\u3059\u3002<br \/>\u30b7\u30fc\u30c8\u306e\u95b2\u89a7\u8005\/\u7de8\u96c6\u8005\u304c BigQuery \u6a29\u9650\u3092\u76f4\u63a5\u6301\u3063\u3066\u3044\u306a\u304f\u3066\u3082\u3001\u3053\u306e\u30b7\u30fc\u30c8\u304b\u3089\u306e\u30d7\u30ec\u30d3\u30e5\u30fc\/\u62bd\u51fa\/\u66f4\u65b0\u3092\u5b9f\u884c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\u5b9f\u884c\u6642\u306e\u8ab2\u91d1\u30fb\u76e3\u67fb\u306f\u6240\u6709\u8005\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\/\u8cc7\u683c\u60c5\u5831\u306b\u7d10\u3065\u304d\u307e\u3059\u3002<br \/>\u6a5f\u5bc6\u30c7\u30fc\u30bf\u306f\u30b7\u30fc\u30c8\u306e\u5171\u6709\u7bc4\u56f2\u306b\u5f93\u3063\u3066\u95b2\u89a7\u3067\u304d\u308b\u70b9\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br \/><img decoding=\"async\" src=\"https:\/\/storage.googleapis.com\/zenn-user-upload\/1f1077676ebf-20250923.png\" class=\"md-img\" loading=\"lazy\"\/><\/p>\n<\/li>\n<li data-line=\"220\" class=\"code-line\">\n<p data-line=\"220\" class=\"code-line\">\u63a5\u7d9a\u5b8c\u4e86 &amp; \u66f4\u65b0\u65b9\u6cd5<br \/>\u63a5\u7d9a\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u4e0a\u306b\u30d7\u30ec\u30d3\u30e5\u30fc\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<br \/>\u3053\u306e\u307e\u307e\u3067\u306f\u30b7\u30fc\u30c8\u95a2\u6570\u3084VLOOKUP\u306e\u5bfe\u8c61\u306b\u306f\u306a\u3089\u306a\u3044\u305f\u3081\u3001<br \/>\u5b9f\u969b\u306b\u4f7f\u3046\u5834\u5408\u306f\u3001\u30b5\u30a4\u30c9\u30d0\u30fc\u304b\u3089 \u300c\u62bd\u51fa\u3092\u4f5c\u6210\u300d \u3092\u5b9f\u884c\u3057\u3001\u5217\/\u30d5\u30a3\u30eb\u30bf\/\u4ef6\u6570\u3092\u6307\u5b9a\u3057\u3066\u30bb\u30eb\u306b\u30c7\u30fc\u30bf\u3092\u843d\u3068\u3057\u8fbc\u3093\u3067\u304f\u3060\u3055\u3044\u3002<br \/>\u5de6\u4e0b\u306e\u77e2\u5370\u30a2\u30a4\u30b3\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001BigQuery\u304b\u3089\u6700\u65b0\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3066\u66f4\u65b0\u3055\u308c\u307e\u3059\u3002<br \/>\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u306b\u306f\u81ea\u52d5\u66f4\u65b0\u6a5f\u80fd\u3082\u3042\u308a\u3001\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3092\u8a2d\u5b9a\u3057\u3066\u5e38\u306b\u6700\u65b0\u30c7\u30fc\u30bf\u3092\u4fdd\u3064\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<br \/><img decoding=\"async\" src=\"https:\/\/storage.googleapis.com\/zenn-user-upload\/7064ca33f696-20250923.png\" class=\"md-img\" loading=\"lazy\"\/><\/p>\n<\/li>\n<\/ol>\n<h3 id=\"%E5%AE%89%E5%AE%9A%E6%80%A7%E3%81%A8%E6%9F%94%E8%BB%9F%E6%80%A7%E3%82%92%E4%B8%A1%E7%AB%8B%E3%81%95%E3%81%9B%E3%82%8B%E3%81%9F%E3%82%81%E3%81%AB%E5%B7%A5%E5%A4%AB%E3%81%97%E3%81%9F%E7%82%B9\" data-line=\"229\" class=\"code-line\">\n \u5b89\u5b9a\u6027\u3068\u67d4\u8edf\u6027\u3092\u4e21\u7acb\u3055\u305b\u308b\u305f\u3081\u306b\u5de5\u592b\u3057\u305f\u70b9<\/h3>\n<p data-line=\"230\" class=\"code-line\">\u4eca\u56de\u306e\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3059\u308b\u4e0a\u3067\u3001\u7279\u306b\u5de5\u592b\u3057\u305f\u70b9\u30922\u3064\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h4 id=\"1.-cloud-run-fucntions%E3%81%AE%E5%87%A6%E7%90%86\" data-line=\"232\" class=\"code-line\">\n 1. Cloud Run Fucntions\u306e\u51e6\u7406<\/h4>\n<ol data-line=\"233\" class=\"code-line\">\n<li data-line=\"233\" class=\"code-line\">\u201c\u30b9\u30ad\u30fc\u30de\u304c\u52d5\u304f\u201d\u524d\u63d0\u306e\u30ed\u30fc\u30c9\n<ul data-line=\"234\" class=\"code-line\">\n<li data-line=\"234\" class=\"code-line\">Adjust\u306eRaw\u30c7\u30fc\u30bf\u306f\u5206\u6790\u8981\u4ef6\u306b\u3088\u3063\u3066\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u5897\u6e1b\u304c\u8d77\u304d\u3084\u3059\u3044\u305f\u3081\u3001autodetect\u3092true\u306b\u3057\u3001BigQuery\u304c\u30ed\u30fc\u30c9\u5bfe\u8c61\u30d5\u30a1\u30a4\u30eb\u306e\u30d8\u30c3\u30c0\u30fc\u3092\u8aad\u307f\u53d6\u308a\u3001\u81ea\u52d5\u7684\u306b\u30ab\u30e9\u30e0\u540d\u30fb\u30c7\u30fc\u30bf\u578b\u3092\u5224\u5b9a\u3057\u3066\u30b9\u30ad\u30fc\u30de\u3092\u4f5c\u6210\/\u66f4\u65b0\u3059\u308b\u3053\u3068\u3067\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u5897\u6e1b\u306b\u3082\u5bfe\u5fdc<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"235\" class=\"code-line\">\u5927\u91cf\u30d5\u30a1\u30a4\u30eb\u51e6\u7406\u3078\u306e\u5bfe\u5fdc\n<ul data-line=\"236\" class=\"code-line\">\n<li data-line=\"236\" class=\"code-line\">1 \u65e5\u3042\u305f\u308a\u6570\u767e\u301c\u6570\u5343\u30d5\u30a1\u30a4\u30eb\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u3001\u65e5\u4ed8\uff08\u66f4\u65b0\u6642\u523b\uff09\u3067\u5897\u5206\u9078\u5225<\/li>\n<li data-line=\"237\" class=\"code-line\">1 \u30d5\u30a1\u30a4\u30eb\u5931\u6557\u3067\u3082\u6b62\u3081\u306a\u3044 \u30d5\u30a1\u30a4\u30eb\u5358\u4f4d\u306e try-catch + \u7d99\u7d9a<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"238\" class=\"code-line\">\u30b3\u30b9\u30c8\u6700\u9069\u5316\n<ul data-line=\"239\" class=\"code-line\">\n<li data-line=\"239\" class=\"code-line\">BigQuery \u306f View \u3067\u76f4\u8fd1 3 \u30f6\u6708\u306b\u9650\u5b9a<\/li>\n<li data-line=\"240\" class=\"code-line\">Spreadsheet \u306f \u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u66f4\u65b0\u3067\u6bce\u6642\u8ab2\u91d1\u3092\u9632\u6b62<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"241\" class=\"code-line\">\u89b3\u6e2c\u6027\uff08\u5f8c\u304b\u3089\u539f\u56e0\u3092\u7279\u5b9a\u3067\u304d\u308b\uff09\n<ul data-line=\"242\" class=\"code-line\">\n<li data-line=\"242\" class=\"code-line\">\u69cb\u9020\u5316\u30ed\u30b0\uff08[LOAD_ERROR] fileName &#8230; \u7b49\uff09\u3067\u5931\u6557\u70b9\u304c\u4e00\u76ee\u3067\u308f\u304b\u308b<\/li>\n<li data-line=\"243\" class=\"code-line\">\u30b5\u30de\u30ea\u30fc\uff08OK\/NG \u4ef6\u6570\u30fb\u30e2\u30fc\u30c9\uff09\u3092 HTTP \u30ec\u30b9\u30dd\u30f3\u30b9\u3067\u8fd4\u3057\u3001\u904b\u7528\u306e\u53ef\u8996\u5316\u3092\u62c5\u4fdd<\/li>\n<\/ul>\n<\/li>\n<li data-line=\"244\" class=\"code-line\">\u30c6\u30b9\u30c8\u30e6\u30fc\u30b6\u30fc\u9664\u5916\n<ul data-line=\"245\" class=\"code-line\">\n<li data-line=\"245\" class=\"code-line\">\u53d6\u8fbc\u5f8c\u306e View \u3067 WHERE user_id NOT IN (\u30c6\u30b9\u30c8\u30e6\u30fc\u30b6\u30fc) \/ AND env  &#8216;staging&#8217; \u306a\u3069\u3001\u5206\u6790\u306b\u52b9\u304f\u9664\u5916\u3092\u4e00\u7b87\u6240\u306b\u96c6\u7d04<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4 id=\"2.-bigquery%EF%BC%9Aview%E3%81%AB%E3%82%88%E3%82%8B%E3%80%8C%E8%B2%AC%E5%8B%99%E3%81%AE%E5%88%86%E9%9B%A2%E3%80%8D%E3%81%A8%E3%80%8C%E3%82%B3%E3%82%B9%E3%83%88%E7%AE%A1%E7%90%86%E3%80%8D\" data-line=\"247\" class=\"code-line\">\n 2. BigQuery\uff1aVIEW\u306b\u3088\u308b\u300c\u8cac\u52d9\u306e\u5206\u96e2\u300d\u3068\u300c\u30b3\u30b9\u30c8\u7ba1\u7406\u300d<\/h4>\n<ol data-line=\"248\" class=\"code-line\">\n<li data-line=\"248\" class=\"code-line\">BigQuery + \u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u306b\u3088\u308b\u8cac\u52d9\u306e\u5206\u96e2<br \/>\u2022 Raw\u30c7\u30fc\u30bf\u306e\u6574\u5f62\u3084\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306f BigQuery\u5074\uff08SQL\/View\uff09 \u306b\u96c6\u7d04\u3002<br \/>\u2022 \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306f\u3042\u304f\u307e\u3067 \u30c7\u30fc\u30bf\u306e\u53c2\u7167\u3068\u5171\u6709 \u306b\u9650\u5b9a\u3057\u3001\u52a0\u5de5\u30ed\u30b8\u30c3\u30af\u3092\u30b7\u30fc\u30c8\u5074\u306b\u6301\u305f\u305b\u306a\u3044\u3002<\/li>\n<li data-line=\"251\" class=\"code-line\">view\u30c6\u30fc\u30d6\u30eb\u3092\u30b3\u30cd\u30af\u30c8\u3059\u308b\u3053\u3068\u306b\u3088\u308b\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u66f4\u65b0\u306e\u5b9f\u73fe\n<ul data-line=\"252\" class=\"code-line\">\n<li data-line=\"252\" class=\"code-line\">\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u304c\u76f4\u63a5Raw\u30c6\u30fc\u30d6\u30eb\u3092\u8aad\u3080\u3068\u3001\u30c7\u30fc\u30bf\u91cf\u304c\u591a\u3059\u304e\u3066\u30af\u30a8\u30ea\u30b3\u30b9\u30c8\u304c\u9ad8\u9a30\u3057\u3084\u3059\u3044\u305f\u3081\u3001BigQuery\u306b\u300c\u76f4\u8fd13\u30f6\u6708\u5206\u3060\u3051\u3092\u8fd4\u3059 View\u300d\u3092\u7528\u610f\u3057\u3001\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306e\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u306f\u3053\u306eView\u306b\u63a5\u7d9a\u3057\u3001\u4e0d\u8981\u306a\u53e4\u3044\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u307e\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u3002<\/li>\n<li data-line=\"253\" class=\"code-line\">\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u5074\u3067\u306f \u300c\u66f4\u65b0\u300d\u30dc\u30bf\u30f3\u3092\u62bc\u3057\u305f\u30bf\u30a4\u30df\u30f3\u30b0\u306e\u307f\u30af\u30a8\u30ea\u304c\u8d70\u308b\uff08\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u5b9f\u884c\uff09 \u305f\u3081\u3001\u7121\u99c4\u306a\u5b9a\u671f\u5b9f\u884c\u3092\u907f\u3051\u3064\u3064\u5fc5\u8981\u306a\u3068\u304d\u306b\u6700\u65b0\u30c7\u30fc\u30bf\u3092\u53d6\u308c\u308b\u3002\n<ul data-line=\"254\" class=\"code-line\">\n<li data-line=\"254\" class=\"code-line\">\u81ea\u52d5\u66f4\u65b0\u3092\u6709\u52b9\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u65e5\u6b21\u30fb\u6642\u9593\u5358\u4f4d\u3067\u306e\u5b9a\u671f\u30ea\u30d5\u30ec\u30c3\u30b7\u30e5\u306b\u3082\u5bfe\u5fdc\u53ef\u80fd\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h2 id=\"%E7%B5%90%E6%9E%9C\" data-line=\"256\" class=\"code-line\">\n \u7d50\u679c<\/h2>\n<p data-line=\"257\" class=\"code-line\">\u4eca\u56de\u306e\u4ed5\u7d44\u307f\u306b\u3088\u3063\u3066\u3001\u30c7\u30fc\u30bf\u9023\u643a\u51e6\u7406\u3092 \u30b7\u30f3\u30d7\u30eb\u304b\u3064\u30b5\u30fc\u30d3\u30b9\u3054\u3068\u306b\u8cac\u52d9\u3092\u5206\u96e2 \u3067\u304d\u305f\u305f\u3081\u3001\u4e0d\u5177\u5408\u306e\u7279\u5b9a\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3057\u305f\u3002<br \/>\u5b9f\u969b\u3001\u5f53\u521d\u306f\u300c3\u30f6\u6708\u5206\u304c\u6b32\u3057\u3044\u306e\u306b\u6700\u65b01\u65e5\u5206\u3057\u304b\u53d6\u308c\u306a\u3044\u300d\u3068\u3044\u3046\u4e0d\u5177\u5408\u304c\u3042\u308a\u307e\u3057\u305f\u304c\u3001\u539f\u56e0\u304cCloud Run Functions\u306b\u3042\u308b\u3068\u3059\u3050\u306b\u5207\u308a\u5206\u3051\u3067\u304d\u3001\u8fc5\u901f\u306b\u4fee\u6b63\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p data-line=\"260\" class=\"code-line\">\u307e\u305f\u3001\u30b3\u30b9\u30c8\u9762\u3067\u3082\u6539\u5584\u304c\u3042\u308a\u3001\u300c\u6bce\u6642\u9593\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3059\u308b\u300d\u5f62\u3067\u306f\u306a\u304f\u3001\u5fc5\u8981\u306a\u3068\u304d\u306b\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u3067\u6700\u65b0\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u65b9\u5f0f\u306b\u3057\u305f\u3053\u3068\u3067\u3001\u7121\u99c4\u306a\u5b9f\u884c\u3092\u907f\u3051\u3064\u3064\u52b9\u7387\u7684\u306b\u904b\u7528\u3067\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n<p data-line=\"262\" class=\"code-line\">\u3055\u3089\u306b\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u5074\u306f\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u304b\u3089\u76f4\u63a5\u30c7\u30fc\u30bf\u3092\u6271\u3048\u308b\u305f\u3081\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u6bce\u56de\u8abf\u6574\u4f5c\u696d\u3092\u884c\u3046\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u3001\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u5206\u6790\u3092\u9032\u3081\u3089\u308c\u308b\u74b0\u5883\u304c\u6574\u3044\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"%E4%BB%8A%E5%BE%8C%E3%81%AE%E5%B1%95%E6%9C%9B\" data-line=\"264\" class=\"code-line\">\n \u4eca\u5f8c\u306e\u5c55\u671b<\/h2>\n<p data-line=\"265\" class=\"code-line\">\u4eca\u56de\u30de\u30fc\u30b1\u30c1\u30fc\u30e0\u304b\u3089\u306e\u4f9d\u983c\u3067\u30c7\u30fc\u30bf\u9023\u643a\u51e6\u7406\u3092\u4f5c\u6210\u3057\u307e\u3057\u305f\u304c\u3001\u3053\u308c\u306f\u30c7\u30fc\u30bf\u6d3b\u7528\u306e\u7b2c\u4e00\u6b69\u306b\u3059\u304e\u307e\u305b\u3093\u3002<br \/>\u610f\u601d\u6c7a\u5b9a\u3092\u78ba\u304b\u306a\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u884c\u3048\u308b\u4f53\u5236\u3092\u6574\u3048\u308b\u3053\u3068\u306f\u3001\u4eca\u5f8c\u30d7\u30ed\u30c0\u30af\u30c8\u3092\u6210\u9577\u3055\u305b\u3066\u3044\u304f\u3053\u3068\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u91cd\u8981\u3067\u3042\u308b\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p data-line=\"268\" class=\"code-line\">\u5b9a\u6027\u7684\u306a\u30a4\u30f3\u30b5\u30a4\u30c8\u3068\u5b9a\u91cf\u7684\u306a\u30c7\u30fc\u30bf\u306e\u53cc\u65b9\u3092\u6d3b\u7528\u3057\u3001\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u5206\u6790\u57fa\u76e4\u3092\u7bc9\u304f\u3053\u3068\u304c\u6b20\u304b\u305b\u306a\u3044\u4e2d\u3067\u3001\u30c7\u30fc\u30bf\u3092\u6b63\u78ba\u304b\u3064\u5b89\u5168\u306b\u53ce\u96c6\u30fb\u6d3b\u7528\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3092\u6574\u3048\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3042\u308b\u3068\u8003\u3048\u3066\u304a\u308a\u3001<br \/>\u3053\u306e\u76ee\u6a19\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306b\u3001\u4eca\u5f8c\u306fCloud SQL\u3068BigQuery\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u9023\u643a\u3001\u304a\u3088\u3073BigQuery\u4e0a\u306e\u30af\u30a8\u30ea\u3084\u5206\u6790\u30ed\u30b8\u30c3\u30af\u306e\u4f53\u7cfb\u7684\u306a\u7ba1\u7406\u3092\u9032\u3081\u3001\u7d44\u7e54\u5168\u4f53\u3067\u518d\u73fe\u6027\u3068\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u5206\u6790\u304c\u5b9f\u73fe\u3067\u304d\u308b\u74b0\u5883\u3092\u76ee\u6307\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p data-line=\"271\" class=\"code-line\">\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e3\u70b9\u306b\u6ce8\u529b\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<ol data-line=\"272\" class=\"code-line\">\n<li data-line=\"272\" class=\"code-line\">\n<p data-line=\"272\" class=\"code-line\">\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u62e1\u5145\uff1aCloud SQL\u3068\u306e\u9023\u643a\u306b\u3088\u308b\u3001\u3088\u308a\u6df1\u3044\u30e6\u30fc\u30b6\u30fc\u7406\u89e3<br \/>\u73fe\u5728\u306f\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30c1\u30e3\u30cd\u30eb\u306e\u30c7\u30fc\u30bf\u304c\u5206\u6790\u306e\u4e2d\u5fc3\u3067\u3059\u304c\u3001\u4eca\u5f8c\u306f\u30d7\u30ed\u30c0\u30af\u30c8DB\u3067\u3042\u308bCloud SQL\u306b\u683c\u7d0d\u3055\u308c\u3066\u3044\u308b\u30de\u30b9\u30bf\u30fc\u30c7\u30fc\u30bf\uff08\u30e6\u30fc\u30b6\u30fc\u306e\u5951\u7d04\u30d7\u30e9\u30f3\u3084\u4e3b\u8981\u6a5f\u80fd\u306e\u5229\u7528\u72b6\u6cc1\u306a\u3069\uff09\u3068BigQuery\u3092\u9023\u643a\u3055\u305b\u307e\u3059\u3002<br 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