{"id":319,"date":"2023-04-09T23:00:02","date_gmt":"2023-04-09T14:00:02","guid":{"rendered":"https:\/\/www.kuix.co.jp\/da-sys\/?p=319"},"modified":"2023-08-29T19:57:56","modified_gmt":"2023-08-29T10:57:56","slug":"bigquery%e3%81%a8%e3%81%af%ef%bc%9f%e3%81%a7%e3%81%8d%e3%82%8b%e3%81%93%e3%81%a8%e3%82%84%e6%b4%bb%e7%94%a8%e4%ba%8b%e4%be%8b%e3%82%92%e3%82%8f%e3%81%8b%e3%82%8a%e3%82%84%e3%81%99%e3%81%8f%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/www.kuix.co.jp\/da-sys\/?p=319","title":{"rendered":"BigQuery\u3068\u306f\uff1f\u3067\u304d\u308b\u3053\u3068\u3084\u6d3b\u7528\u4e8b\u4f8b\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\uff01"},"content":{"rendered":"\n
\n

\u300c\u69d8\u3005\u306a\u7d4c\u55b6\u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5316\u3057\u3066\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306a\u7d4c\u55b6\u3092\u884c\u304a\u3046\uff01\u300d<\/strong><\/p>\n\n\n\n

\u3068\u3044\u3046\u6628\u4eca\u306eDX\u63a8\u9032\u306e\u6d41\u308c\u306e\u4e2d\u3067\u3001\u5b9f\u969b\u306b\u3069\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u306b\u793e\u5185\u306e\u30c7\u30fc\u30bf\u3092\u96c6\u7d04\u3059\u308b\u304b\u60a9\u307e\u308c\u305f\u3054\u7d4c\u9a13\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/strong><\/p>\n<\/div>\n\n\n\n

BigQuery\u306f\u305d\u306e\u969b\u306b\u9078\u629e\u80a2\u306b\u6319\u304c\u3063\u3066\u304d\u3084\u3059\u304f\u3001\u5b9f\u969b\u306b\u5b89\u4fa1\u306a\u30c7\u30fc\u30bf\u4fdd\u7ba1\u3068\u3001\u30cf\u30a4\u30d1\u30ef\u30fc\u306a\u5206\u6790\u304c\u53ef\u80fd\u306a\u3053\u3068\u304b\u3089\u975e\u5e38\u306b\u512a\u308c\u305f\u30c7\u30fc\u30bf\u57fa\u76e4\u3067\u3059\u3002\u4eca\u56de\u306f\u305d\u306eBigQuery\u306b\u3064\u3044\u3066\u3067\u304d\u308b\u3053\u3068\u3084\u6d3b\u7528\u4e8b\u4f8b\u306a\u3069\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n

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\"\"<\/a><\/figure><\/div>\n\n\n

BigQuery\u3068\u306f<\/h2>\n\n\n\n

BigQuery\u3068\u306fGoogle Cloud Platform\uff08GCP\uff09\u3067\u63d0\u4f9b\u3055\u308c\u308bGoogle\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n

\u5143\u3005Google\u304c\u81ea\u793e\u306e\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u69cb\u7bc9\u3057\u305f\u57fa\u76e4\u3092\u57fa\u306b\u30b5\u30fc\u30d3\u30b9\u5316\u3057\u305f\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3067\u3001\u305d\u306e\u305f\u3081TB\uff08\u30c6\u30e9\u30d0\u30a4\u30c8\uff09\u3001PB\uff08\u30da\u30bf\u30d0\u30a4\u30c8\uff09\u7d1a\u306e\u3044\u308f\u3086\u308b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3067\u3082\u9ad8\u901f\u3067\u89e3\u6790\u53ef\u80fd\u306a\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n

\u4f7f\u3044\u59cb\u3081\u3082\u7c21\u5358\u3067\u3001GCP\u306b\u767b\u9332\u3055\u3048\u3057\u3066\u3057\u307e\u3048\u3070\u3059\u3050\u306b\u4f7f\u3048\u308b\u3088\u3046\u306b\u306a\u308b\u307b\u304b\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u306e\u7169\u308f\u3057\u3044\u4f5c\u696d\u3082\u8981\u3089\u305a\u3001SQL\u3067\u89e3\u6790\u53ef\u80fd\u306a\u305f\u3081\u5c0e\u5165\u306e\u30cf\u30fc\u30c9\u30eb\u306f\u4f4e\u3044\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n

BigQuery\u3067\u3067\u304d\u308b\u3053\u3068<\/h2>\n\n\n\n

\u3067\u306f\u3001BigQuery\u3067\u3067\u304d\u308b\u3053\u3068\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u7d44\u307f\u8fbc\u307f\u306eML\u3067\u6a5f\u68b0\u5b66\u7fd2<\/h3>\n\n\n\n

BigQuery\u3067\u306f\u7d44\u307f\u8fbc\u307f\u306eBigQuery ML\u3068\u3044\u3046\u6a5f\u80fd\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u8907\u96d1\u306a\u6a5f\u68b0\u5b66\u7fd2\u306e\u77e5\u8b58\u306a\u3057\u3067\u3082\u3001BigQuery\u306b\u4fdd\u7ba1\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3068SQL\u3092\u4f7f\u3063\u3066\u6a5f\u68b0\u5b66\u7fd2\u306e\u30e2\u30c7\u30eb\u304c\u4f5c\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u30c7\u30b6\u30a4\u30f3\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6a5f\u68b0\u5b66\u7fd2\u306e\u30e2\u30c7\u30eb\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u30fb\u7dda\u5f62\u56de\u5e30<\/p>\n\n\n\n

\u30fb\uff12\u9805\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<\/p>\n\n\n\n

\u30fb\u591a\u9805\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30<\/p>\n\n\n\n

\u30fbK\u5e73\u5747\u6cd5\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/p>\n\n\n\n

\u30fb\u6642\u7cfb\u5217<\/p>\n<\/div>\n\n\n\n

\u4e0b\u8a18\u306e\u6642\u7cfb\u5217\u306eARIMA\u30e2\u30c7\u30eb\u306b\u3088\u308b\u9700\u8981\u4e88\u6e2c\u306f\u3001\u6642\u7cfb\u5217\u306e\u5546\u54c1\u8ca9\u58f2\u30c7\u30fc\u30bf\u304c\u3042\u308c\u3070\u3059\u3050\u306b\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3067\u304d\u308b\u306e\u3067\u3001BigQuery ML\u306e\u4f7f\u7528\u611f\u3092\u8a66\u3057\u3066\u307f\u308b\u3053\u3068\u306b\u304a\u52e7\u3081\u3067\u3059\u3002<\/p>\n\n\n\n

\n

\u53c2\u8003\uff1aBigQuery ML \u3067\u9700\u8981\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5 | Google Cloud \u516c\u5f0f\u30d6\u30ed\u30b0<\/p>\n\n\n\n

https:\/\/cloud.google.com\/blog\/ja\/products\/bigquery\/how-build-demand-forecasting-models-bigquery-ml<\/a><\/p>\n<\/div>\n\n\n\n

\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3084\u4ed6\u30c7\u30fc\u30bf\u57fa\u76e4\u304b\u3089\u306e\u30c7\u30fc\u30bf\u9023\u643a<\/h3>\n\n\n\n

BigQuery\u3078\u306e\u30c7\u30fc\u30bf\u306e\u96c6\u7d04\u306f\u69d8\u3005\u306a\u9023\u643a\u65b9\u6cd5\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u6bd4\u8f03\u7684\u7c21\u5358\u306b\u884c\u3048\u307e\u3059\u3002\u4f8b\u3048\u3070\u30ed\u30fc\u30ab\u30eb\u304b\u3089CSV\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3057\u3001BigQuery Data Transfer Service\u3068\u3044\u3046\u30c7\u30fc\u30bf\u79fb\u52d5\u306e\u81ea\u52d5\u5316\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u4ee5\u4e0b\u306e\u30bd\u30fc\u30b9\u304c\u9023\u643a\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u30fbCloud Storage<\/p>\n\n\n\n

\u30fbGoogle\u5e83\u544a<\/p>\n\n\n\n

\u30fbAmazon S3<\/p>\n\n\n\n

\u30fbAzure Blob Storage<\/p>\n\n\n\n

\u30fbAmazon Redshift<\/p>\n<\/div>\n\n\n\n

\u307e\u305f\u3001\u5927\u4f53\u306e\u5916\u90e8\u306eETL\u30c4\u30fc\u30eb\u3084BI\u30c4\u30fc\u30eb\u3067\u3082BigQuery\u306f\u6a19\u6e96\u3067\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001BigQuery\u3078\u306e\u30c7\u30fc\u30bf\u306e\u96c6\u7d04\u3084\u5916\u90e8\u3078\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u306a\u3069\u306e\u30c7\u30fc\u30bf\u9023\u643a\u3067\u56f0\u308b\u3053\u3068\u304c\u306a\u3044\u3068\u3044\u3046\u70b9\u306f\u5f37\u307f\u3067\u3059\u3002<\/p>\n\n\n\n

\u30ed\u30b0\u306e\u5206\u6790\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790<\/h3>\n\n\n\n

\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u4fdd\u7ba1\u3068\u30cf\u30a4\u30d1\u30ef\u30fc\u306a\u5206\u6790\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001\u30b5\u30fc\u30d0\u30fc\u3084\u30bb\u30f3\u30b5\u30fc\u3001IoT\u30c7\u30d0\u30a4\u30b9\u304b\u3089\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30b2\u30fc\u30e0\u3084SNS\u306a\u3069\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u30ed\u30b0\u30c7\u30fc\u30bf\u306a\u3069\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u751f\u6210\u3055\u308c\u308b\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u306e\u89e3\u6790\u306b\u5411\u3044\u3066\u3044\u308b\u3068\u3044\u3046\u306e\u3082BigQuery\u306e\u5927\u304d\u306a\u7279\u5fb4\u3067\u3059\u3002\u307e\u305fBigQuery\u81ea\u4f53\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u3067\u5229\u7528\u53ef\u80fd\u306a\u305f\u3081\u3001DB\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u306e\u624b\u9593\u306e\u304b\u304b\u308b\u4f5c\u696d\u306b\u7169\u308f\u3055\u308c\u305a\u306b\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u5206\u6790\u696d\u52d9\u306b\u5c02\u5ff5\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n

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\"\"<\/a><\/figure><\/div>\n\n\n

BigQuery\u306e\u8cbb\u7528<\/h2>\n\n\n\n
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BigQuery\u306e\u5229\u7528\u6599\u91d1\u306f<\/p>\n\n\n\n

\u30fb\u5206\u6790\u6599\u91d1<\/p>\n\n\n\n

\u30fb\u30b9\u30c8\u30ec\u30fc\u30b8\u6599\u91d1<\/p>\n<\/div>\n\n\n\n

\u3053\u306e2\u3064\u3067\u69cb\u6210\u3055\u308c\u3066\u304a\u308a\u3001\u5206\u6790\u6599\u91d1\u306fSQL\u5b9f\u884c\u306b\u3088\u3063\u3066\u51e6\u7406\u3055\u308c\u305f\u30d0\u30a4\u30c8\u6570\u306b\u57fa\u3065\u3044\u3066\u8ab2\u91d1\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u6599\u91d1\u306f\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u91cf\u306b\u5fdc\u3058\u3066\u8ab2\u91d1\u3055\u308c\u308b\u4f53\u7cfb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u305d\u308c\u305e\u308c\u3042\u308b\u7a0b\u5ea6\u306e\u51e6\u7406\u91cf\u307e\u3067\u306f\u7121\u6599\u306e\u7121\u6599\u67a0\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u307b\u304b\u3001\u5206\u6790\u6599\u91d1\u306b\u306f\u5b9a\u984d\u6599\u91d1\u3068\u3044\u3046\u3001\u3042\u3089\u304b\u3058\u3081SQL\u306e\u51e6\u7406\u91cf\u3092\u8cfc\u5165\u3057\u3066\u6599\u91d1\u306e\u30ad\u30e3\u30c3\u30d7\u3092\u5b9a\u3081\u308b\u30d7\u30e9\u30f3\u3082\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u73fe\u5728\u306e\u6700\u65b0\u306e\u6599\u91d1\u306b\u3064\u3044\u3066\u306f\u4ee5\u4e0b\u306e\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\n

\u6599\u91d1 | BigQuery: \u30af\u30e9\u30a6\u30c9 \u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9 | Google Cloud<\/p>\n\n\n\n

https:\/\/cloud.google.com\/bigquery\/pricing?hl=ja<\/a><\/p>\n<\/div>\n\n\n\n

\u306a\u304a\u6599\u91d1\u306e\u63a8\u5b9a\u898b\u7a4d\u3082\u308a\u306f\u53ef\u80fd\u3067\u30011\u65e5\u5206\u306e\u30c7\u30fc\u30bf\u304c\u3069\u308c\u307b\u3069\u306e\u5bb9\u91cf\u304c\u3042\u308b\u304b\u3092\u898b\u308b\u3053\u3068\u3067\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u6599\u91d1\u306f\u63a8\u5b9a\u3067\u304d\u307e\u3059\u3002\u5206\u6790\u6599\u91d1\u306f\u3001SQL\u3092\u5b9f\u884c\u3059\u308b\u969b\u306b\u30c9\u30e9\u30a4\u30e9\u30f3\u6a5f\u80fd\u3068\u3044\u3063\u3066\u3001SQL\u5b9f\u884c\u524d\u306b\u51e6\u7406\u30d0\u30a4\u30c8\u6570\u3092\u6559\u3048\u3066\u304f\u308c\u308b\u6a5f\u80fd\u304cBigQuery\u306b\u3042\u308b\u305f\u3081\u3001\u3053\u3061\u3089\u3082\u3042\u308b\u7a0b\u5ea6\u898b\u7a4d\u3082\u308a\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n

BigQuery\u306e\u5c0e\u5165<\/h2>\n\n\n\n
\n

\u307e\u305aGoogle Cloud\u306e\u7ba1\u7406\u753b\u9762\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

https:\/\/console.cloud.google.com\/<\/a><\/p>\n<\/div>\n\n\n\n

\u30ed\u30b0\u30a4\u30f3\u3057\u305f\u3089\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u9078\u629e\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u3088\u308a\u3001\u300c\u65b0\u3057\u3044\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u300d\u3092\u9078\u629e\u3057\u3066\u3053\u308c\u304b\u3089BigQuery\u3092\u4f7f\u3044\u59cb\u3081\u308bGoogle Cloud\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u540d\u306a\u3069\u306e\u5fc5\u8981\u9805\u76ee\u306e\u5165\u529b\u3092\u884c\u306a\u3046\u3068\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n\n\n\n

\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u305f\u3089\u5de6\u5074\u306e\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u30e1\u30cb\u30e5\u30fc > BigQuery\u3068\u9078\u629e\u3059\u308b\u3053\u3068\u3067\u3001BigQuery\u306e\u753b\u9762\u306b\u9077\u79fb\u3057\u3001\u4f7f\u3044\u59cb\u3081\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n

BigQuery\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h2>\n\n\n\n

BigQuery\u306e\u5b9f\u969b\u306e\u6d3b\u7528\u4e8b\u4f8b\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

DMP\u3068\u3057\u3066\u306eBigQuery<\/h3>\n\n\n\n

DMP\u3068\u306fData Management Platform\u306e\u7565\u79f0\u3067\u3001\u793e\u5185\u306b\u70b9\u5728\u3059\u308b\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u3092\u96c6\u7d04\u3057\u3066\u4e00\u5143\u7ba1\u7406\u3001\u5206\u6790\u306b\u6d3b\u7528\u3059\u308b\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002\u7a2e\u985e\u306e\u7570\u306a\u308b\u30c7\u30fc\u30bf\u3092\u4e26\u3079\u3066\u898b\u305f\u3044\u306e\u306b\u3001\u5225\u3005\u306e\u5834\u6240\u306b\u4fdd\u7ba1\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u51fa\u6765\u306a\u304b\u3063\u305f\u7d4c\u9a13\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f<\/p>\n\n\n\n

DMP\u306f\u3053\u306e\u3088\u3046\u306a\u72b6\u6cc1\u3092\u306a\u304f\u3057\u3001\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u3084\u696d\u52d9\u306e\u62c5\u5f53\u8005\u304c\u30b9\u30c8\u30ec\u30b9\u306a\u304f\u5206\u6790\u3067\u304d\u308b\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070DMP\u306b\u96c6\u7d04\u3055\u308c\u308b\u30c7\u30fc\u30bf\u3068\u3057\u3066\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u30fb\u7d4c\u55b6\u30c7\u30fc\u30bf<\/p>\n\n\n\n

\u30fb\u81ea\u793eCRM\u306e\u9867\u5ba2\u30c7\u30fc\u30bf<\/p>\n\n\n\n

\u30fb\u5e83\u544a\u30c7\u30fc\u30bf<\/p>\n\n\n\n

\u30fbPOS\u30c7\u30fc\u30bf<\/p>\n\n\n\n

\u30fb\u5929\u6c17\u3084\u9053\u8def\u6df7\u96d1\u72b6\u6cc1\u306a\u3069\u306e\u30d1\u30d6\u30ea\u30c3\u30af\u30c7\u30fc\u30bf<\/p>\n<\/div>\n\n\n\n

\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3066\u4e00\u7b87\u6240\u3067\u5206\u6790\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u3068\u3057\u3066BigQuery\u306f\u6d3b\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

\u307e\u305fDMP\u3092\u3088\u308a\u5148\u92ed\u5316\u3057\u305f\u4f7f\u3044\u65b9\u3068\u3057\u3066\u3001CDP\uff08Customer Data Platform\uff09\u3068\u3057\u3066\u4f7f\u7528\u3055\u308c\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002CDP\u3067\u306f\u9867\u5ba2\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u306b\u30d5\u30a9\u30fc\u30ab\u30b9\u3057\u3066\u304a\u308a\u3001\u9867\u5ba2\u306e\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u3084\u30e9\u30d9\u30ea\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u306b\u3088\u308a\u3001\u9867\u5ba2\u306e\u30bb\u30b0\u30e1\u30f3\u30c8\u5206\u3051\u3068MA(\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30aa\u30fc\u30c8\u30e1\u30fc\u30b7\u30e7\u30f3)\u3092\u884c\u3046\u30c7\u30fc\u30bf\u3068\u3057\u3066\u7528\u3044\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

BigQuery\u3078\u306eGA4\u30c7\u30fc\u30bf\u306e\u9023\u643a<\/h3>\n\n\n\n

\u69d8\u3005\u306a\u30c4\u30fc\u30eb\u3068\u306e\u9023\u643a\u3092\u6a19\u6e96\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308bBigQuery\u3067\u3059\u304c\u3001\u4e2d\u3067\u3082\u7279\u306bGoogle\u793e\u88fd\u306e\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u9023\u643a\u306f\u624b\u539a\u304f\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u30a2\u30af\u30bb\u30b9\u89e3\u6790\u30c4\u30fc\u30eb\u306eGA4\u3068\u306f\u4ee5\u4e0b\u306e\u624b\u9806\u3067\u7c21\u5358\u306bBigQuery\u3078\u306e\u30c7\u30fc\u30bf\u9023\u643a\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n

GA4\u306e\u7ba1\u7406\u753b\u9762\u304b\u3089\u300cBigQuery\u306e\u30ea\u30f3\u30af\u8a2d\u5b9a\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002\u6b21\u306b\u300c\u30ea\u30f3\u30af\u300d\u3092\u9078\u629e\u3001\u9023\u643a\u3059\u308bBigQuery\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092Google Cloud\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u4efb\u610f\u3067\u554f\u984c\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u3053\u3060\u308f\u308a\u304c\u306a\u3051\u308c\u3070\u6771\u4eac\u3067\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\u306a\u304a\u65e2\u306bBigQuery\u306b\u4ed6\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u7ba1\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u307e\u305f\u3050SQL\u304c\u5b9f\u884c\u3067\u304d\u306a\u3044\u6027\u8cea\u4e0a\u3001\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u306e\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5408\u308f\u305b\u308b\u5f62\u304c\u826f\u3044\u3067\u3059\u3002\u983b\u5ea6\u306e\u8a2d\u5b9a\u3067\u306f\u3001\u6bce\u65e5\u3068\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u3092\u9078\u629e\u3067\u304d\u3001\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u306f\u30a4\u30d9\u30f3\u30c8\u767a\u751f\u304b\u3089\u6570\u79d2\u3067\u30c7\u30fc\u30bf\u304c\u53cd\u6620\u3055\u308c\u308b\u3001GA4\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30ec\u30dd\u30fc\u30c8\u306b\u8fd1\u3044\u30c7\u30fc\u30bf\u306b\u306a\u308a\u307e\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u304c\u6b32\u3057\u3044\u5834\u5408\u306f\u6bce\u65e5\u3068\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u4e21\u65b9\u306e\u9078\u629e\u3001\u65e5\u6b21\u30c7\u30fc\u30bf\u3060\u3051\u3067\u4e8b\u8db3\u308a\u308b\u5834\u5408\u306f\u6bce\u65e5\u3060\u3051\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u300c\u9001\u4fe1\u300d\u3092\u62bc\u3057\u3066\u8a2d\u5b9a\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001\u300cBigQuery\u306e\u30ea\u30f3\u30af\u8a2d\u5b9a\u300d\u3067\u306f\u9023\u643a\u5148\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u8868\u793a\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u203b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f1\u3064\u3057\u304b\u767b\u9332\u3067\u304d\u306a\u3044\u306e\u3067\u3001\u73fe\u5728\u6d3b\u7528\u3057\u3066\u3044\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u767b\u9332\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046<\/p>\n\n\n\n

\u9023\u643a\u8a2d\u5b9a\u3092\u884c\u306a\u3063\u30661~2\u65e5\u3067BigQuery\u306b\u30c7\u30fc\u30bf\u304c\u53cd\u6620\u3055\u308c\u308b\u306e\u3067\u3001\u5b9f\u969b\u306b\u30c7\u30fc\u30bf\u306e\u78ba\u8a8d\u3092\u884c\u3044\u307e\u3059\u3002Google Cloud\u306e\u7ba1\u7406\u753b\u9762\u304b\u3089\u3001\u5de6\u5074\u306e\u30e1\u30cb\u30e5\u30fc\u3088\u308aBigQuery\u3092\u9078\u629e\u3001BigQuery\u4e0a\u306b\u4f5c\u6210\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30fb\u30c6\u30fc\u30d6\u30eb\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u3053\u3053\u306b\u300canalytics_xxx\u300d\u3068\u3044\u3046\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u300cevents_xxx\u300d\u3068\u3044\u3046\u540d\u524d\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30fb\u30c6\u30fc\u30d6\u30eb\u304c\u8868\u793a\u3055\u308c\u308c\u3070\u30c7\u30fc\u30bf\u306e\u78ba\u8a8d\u306f\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n\n\n\n

\u306a\u304a\u9023\u643a\u3057\u305f\u30c6\u30fc\u30d6\u30eb\u306b\u6709\u52b9\u671f\u9650\u304c\u3064\u3044\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308b\u306e\u3067\u3001\u5ff5\u306e\u70ba\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002\u30c6\u30fc\u30d6\u30eb\u306e\u6709\u52b9\u671f\u9650\u3068\u306f\u6307\u5b9a\u306e\u671f\u9593\u3092\u904e\u304e\u308b\u3068\u81ea\u52d5\u7684\u306b\u30c6\u30fc\u30d6\u30eb\u304c\u524a\u9664\u3055\u308c\u308b\u3001\u3068\u3044\u3046\u6a5f\u80fd\u3067\u3001\u300canalytics_xxx\u300d\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u9078\u629e > \u8a73\u7d30\u3092\u7de8\u96c6 > \u300c\u30c6\u30fc\u30d6\u30eb\u306e\u6709\u52b9\u671f\u9650\u3092\u6709\u52b9\u306b\u3059\u308b\u300d\u30c1\u30a7\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u3092ON\/OFF\u306b\u3059\u308b\u3053\u3068\u3067\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002\u6709\u52b9\u671f\u9650\u304c\u3064\u3044\u3066\u3044\u308b\u3068\u3001\u30c6\u30fc\u30d6\u30eb\u304c\u81ea\u52d5\u3067\u524a\u9664\u3055\u308c\u308b\u305f\u3081OFF\u306b\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\u307e\u3068\u3081<\/h2>\n\n\n\n

BigQuery\u3067\u3067\u304d\u308b\u3053\u3068\u304b\u3089\u6d3b\u7528\u4e8b\u4f8b\u307e\u3067\u3054\u7d39\u4ecb\u3057\u307e\u3057\u305f\u304c\u3044\u304b\u304c\u3067\u3057\u305f\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n

\u5c0e\u5165\u306e\u3057\u3084\u3059\u3055\u3084\u5b89\u4fa1\u306a\u6599\u91d1\u8a2d\u5b9a\u3001\u5916\u90e8\u30c4\u30fc\u30eb\u3068\u306e\u9023\u643a\u3057\u3084\u3059\u3055\u306b\u3088\u308a\u3001\u304b\u306a\u308a\u6c4e\u7528\u7684\u306b\u4f7f\u3063\u3066\u3044\u305f\u3060\u3051\u308b\u30a4\u30e1\u30fc\u30b8\u3092\u6301\u3063\u3066\u3044\u305f\u3060\u3051\u307e\u3057\u305f\u3089\u5e78\u3044\u3067\u3059\u3002<\/p>\n\n\n\n

\u682a\u5f0f\u4f1a\u793eKUIX\u3067\u306f\u305f\u3060\u5c0e\u5165\u30fb\u958b\u767a\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u5c0e\u5165\u5f8c\u306e\u5229\u6d3b\u7528\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u306b\u7740\u773c\u3057\u305f\u3001BI\u30c4\u30fc\u30eb\u306e\u9078\u5b9a\u30fb\u5c0e\u5165\u304b\u3089\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u3001\u904b\u7528\u3001\u5553\u8499\u30fb\u5c55\u958b\u307e\u3067\u30c8\u30fc\u30bf\u30eb\u306e\u30b3\u30f3\u30b5\u30eb\u30c6\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n
\n

\u300cBigQuery\/BI\u30c4\u30fc\u30eb\u3092\u5c0e\u5165\u3057\u305f\u3044\u300d<\/strong><\/p>\n\n\n\n

\u300c\u3059\u3067\u306b\u5c0e\u5165\u3057\u3066\u3044\u308b\u304c\u30c7\u30fc\u30bf\u6d3b\u7528\u3001\u5c55\u958b\u304c\u9032\u3093\u3067\u3044\u306a\u3044\u300d\u306a\u3069<\/strong><\/p>\n<\/div>\n\n\n\n

\u304a\u56f0\u308a\u306e\u65b9\u306f\u3001\u305c\u3072\u304a\u6c17\u8efd\u306b\u3054\u9023\u7d61\u304f\u3060\u3055\u3044\uff01\u304a\u554f\u3044\u5408\u308f\u305b\u306f\u3053\u3061\u3089\u304b\u3089<\/a><\/p>\n<\/div>\n\n\n\n

BigQuery\u306eSQL\u30c1\u30fc\u30c8\u30b7\u30fc\u30c8<\/strong>\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/a><\/p>\n\n\n

\n
\"\"<\/a><\/figure><\/div>\n\n
\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t
\"\"<\/figure><\/div>\t\t\t\t\t
\n\t\t\t\t\t\tPython\u3067BigQuery\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3001\u30c7\u30fc\u30bf\u64cd\u4f5c\u3092\u884c\u3046\u65b9\u6cd5<\/a>\n\t\t\t\t\t\tBigQuery\u3092DWH\u3068\u3057\u3066\u6d3b\u7528\u3059\u308b\u5834\u5408\u3001 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30d0\u30c3\u30c1\u30d7\u30ed\u30b0\u30e9\u30e0\u304b\u3089BigQuery\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u51fa\u3057\u305f\u308a\u3001\u66f4\u65b0\u3092\u884c\u3048\u305f\u3089\u4fbf\u5229\u3067\u3059\u3088\u306d\u3002 \u672c\u8a18\u4e8b\u3067\u306f\u7279…<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n
\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t
\"\"<\/figure><\/div>\t\t\t\t\t
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