{"id":5820,"date":"2025-01-15T18:23:03","date_gmt":"2025-01-15T09:23:03","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=5820"},"modified":"2026-10-30T11:33:24","modified_gmt":"2026-10-30T02:33:24","slug":"%e3%83%a2%e3%83%80%e3%83%b3%e3%83%87%e3%83%bc%e3%82%bf%e3%82%b9%e3%82%bf%e3%83%83%e3%82%af%e3%81%a8%e3%81%af%ef%bc%9f%e5%9f%ba%e6%9c%ac%e6%a6%82%e5%bf%b5%e3%81%8b%e3%82%89%e5%bf%9c%e7%94%a8%e3%81%be","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/%e3%83%a2%e3%83%80%e3%83%b3%e3%83%87%e3%83%bc%e3%82%bf%e3%82%b9%e3%82%bf%e3%83%83%e3%82%af%e3%81%a8%e3%81%af%ef%bc%9f%e5%9f%ba%e6%9c%ac%e6%a6%82%e5%bf%b5%e3%81%8b%e3%82%89%e5%bf%9c%e7%94%a8%e3%81%be\/","title":{"rendered":"\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u3068\u306f\uff1f\u57fa\u672c\u6982\u5ff5\u304b\u3089\u69cb\u6210\u8981\u7d20\u3001\u6d3b\u7528\u4e8b\u4f8b\u3001\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u307e\u3067\u5fb9\u5e95\u89e3\u8aac"},"content":{"rendered":"\n<p>\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\uff08Modern Data Stack\uff09\u3068\u306f\u4f55\u304b\u3092\u521d\u5fc3\u8005\u5411\u3051\u306b\u89e3\u8aac\u3002\u4e3b\u8981\u306a\u69cb\u6210\u8981\u7d20\u3084\u4ee3\u8868\u7684\u306a\u30c4\u30fc\u30eb\u3001ETL\u30fbELT\u306e\u9055\u3044\u3001\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u4e8b\u4f8b\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u306b\u52a0\u3048\u30012026\u5e74\u6700\u65b0\u306eAI\u7d71\u5408\u3001\u30ec\u30a4\u30af\u30cf\u30a6\u30b9\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u52d5\u5411\u307e\u3067\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u4f01\u696d\u304c\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3066\u7af6\u4e89\u529b\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u306f\u3001\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u30fb\u84c4\u7a4d\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306b\u5206\u6790\u3067\u304d\u308b\u74b0\u5883\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u305d\u3053\u3067\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u3001\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\uff08Modern Data Stack\uff1aMDS\uff09\u3067\u3059\u3002<\/p>\n<p>\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u3068\u306f\u3001\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u306a\u6280\u8853\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u304b\u3089\u52a0\u5de5\u3001\u5206\u6790\u3001\u53ef\u8996\u5316\u307e\u3067\u3092\u52b9\u7387\u7684\u306b\u5b9f\u73fe\u3059\u308b\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u8003\u3048\u65b9\u3067\u3059\u3002<\/p>\n<p>\u5f93\u6765\u306e\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u578b\u30b7\u30b9\u30c6\u30e0\u3068\u6bd4\u8f03\u3057\u3066\u3001\u67d4\u8edf\u306a\u62e1\u5f35\u3084\u81ea\u52d5\u5316\u304c\u5bb9\u6613\u3067\u3042\u308a\u3001\u751f\u6210AI\u3084\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u3068\u3057\u3066\u3082\u91cd\u8981\u6027\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>2026\u5e74\u73fe\u5728\u306f\u3001\u5358\u306a\u308b\u30c7\u30fc\u30bf\u5206\u6790\u74b0\u5883\u304b\u3089\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u4fe1\u983c\u3067\u304d\u308b\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3057\u3066\u696d\u52d9\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u3078\u3068\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u306e\u57fa\u672c<\/h2>\n<p><b>\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u3068\u306f\uff1f<\/b><\/p>\n<p>\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u3001\u4fdd\u5b58\u3001\u5909\u63db\u3001\u5206\u6790\u3001\u53ef\u8996\u5316\u3068\u3044\u3063\u305f\u6a5f\u80fd\u3092\u3001\u8907\u6570\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3084\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u6280\u8853\u3067\u69cb\u6210\u3059\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3059\u3002<\/p>\n<p>\u4ee3\u8868\u7684\u306a\u7279\u5fb4\u306f\u3001\u5404\u6a5f\u80fd\u3092\u72ec\u7acb\u3057\u305f\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u3057\u3066\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u30c7\u30fc\u30bf\u9023\u643a\u306b\u306fAirbyte\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306b\u306fSnowflake\u3001\u30c7\u30fc\u30bf\u5909\u63db\u306b\u306fdbt\u3001\u53ef\u8996\u5316\u306b\u306fLooker\u3092\u63a1\u7528\u3059\u308b\u3068\u3044\u3063\u305f\u69cb\u6210\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>\u8fd1\u5e74\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u7279\u5fb4\u3092\u878d\u5408\u3057\u305f\u30ec\u30a4\u30af\u30cf\u30a6\u30b9\u3082\u666e\u53ca\u3057\u3066\u3044\u307e\u3059\u3002Databricks\u3084\u30aa\u30fc\u30d7\u30f3\u30c6\u30fc\u30d6\u30eb\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306eApache 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Carlo\u306a\u3069\u3082\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u91cd\u8981\u306a\u306e\u306f\u3001\u3059\u3079\u3066\u306e\u30c4\u30fc\u30eb\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4f01\u696d\u306e\u898f\u6a21\u3084\u30c7\u30fc\u30bf\u91cf\u3001\u5229\u7528\u76ee\u7684\u306b\u5fdc\u3058\u3066\u5fc5\u8981\u306a\u6a5f\u80fd\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n<p><!-- notionvc: f5652662-07a2-4b5e-9fc2-3a4d6b7ce502 --><\/p>\n<p><b>ETL\/ELT\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406<\/b><\/p>\n<p>\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u3067\u306f\u3001ELT\uff08Extract\u30fbLoad\u30fbTransform\uff09\u304c\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u5f93\u6765\u306eETL\u306f\u3001\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u30fb\u52a0\u5de5\u3057\u3066\u304b\u3089\u4fdd\u5b58\u3059\u308b\u65b9\u5f0f\u3067\u3059\u3002\u4e00\u65b9\u3001ELT\u306f\u30c7\u30fc\u30bf\u3092\u5148\u306b\u30af\u30e9\u30a6\u30c9\u4e0a\u3078\u4fdd\u5b58\u3057\u3001\u305d\u306e\u5f8c\u306b\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3084\u30ec\u30a4\u30af\u30cf\u30a6\u30b9\u306e\u51e6\u7406\u80fd\u529b\u3092\u4f7f\u3063\u3066\u5909\u63db\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u65b9\u5f0f\u3067\u306f\u3001\u5143\u30c7\u30fc\u30bf\u3092\u4fdd\u6301\u3057\u306a\u304c\u3089\u7528\u9014\u306b\u5fdc\u3058\u3066\u7570\u306a\u308b\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3067\u304d\u308b\u305f\u3081\u3001\u5206\u6790\u8981\u4ef6\u306e\u5909\u66f4\u306b\u3082\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3055\u3089\u306b\u3001Apache Kafka\u3084Amazon Kinesis\u306a\u3069\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u30c7\u30fc\u30bf\u306e\u767a\u751f\u3068\u540c\u6642\u306b\u51e6\u7406\u3059\u308b\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u5206\u6790\u3082\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001EC\u30b5\u30a4\u30c8\u306e\u8cfc\u8cb7\u60c5\u5831\u3084\u88fd\u9020\u8a2d\u5099\u306e\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3092\u7d99\u7d9a\u7684\u306b\u5206\u6790\u3057\u3001\u7570\u5e38\u691c\u77e5\u3084\u9700\u8981\u4e88\u6e2c\u306b\u5f79\u7acb\u3066\u3089\u308c\u307e\u3059\u3002<\/p>\n<p><!-- notionvc: 9e9b693f-2bfc-46dc-995a-65c5717c1bcd --><\/p>\n<p><!-- notionvc: ce5143f4-b16b-4edc-8d58-47e011917246 --><\/p>\n<p><!-- notionvc: a3fb8d3e-c0eb-4056-bd21-ba90bed71bf6 --><\/p>\n<h2>\u5fdc\u7528\u5206\u91ce\u3068\u5b9f\u4f8b<\/h2>\n<p><b>\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9<\/b><\/p>\n<p>\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u306f\u3001\u7d4c\u55b6\u5224\u65ad\u3084\u696d\u52d9\u6539\u5584\u3092\u652f\u3048\u308bBI\u57fa\u76e4\u3068\u3057\u3066\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u8ca9\u58f2\u5b9f\u7e3e\u3001\u9867\u5ba2\u60c5\u5831\u3001\u5728\u5eab\u30c7\u30fc\u30bf\u306a\u3069\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u90e8\u9580\u3054\u3068\u306b\u7570\u306a\u3063\u3066\u3044\u305f\u6570\u5024\u3092\u5171\u901a\u306e\u6307\u6a19\u3067\u5206\u6790\u3067\u304d\u307e\u3059\u3002\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u901a\u3058\u3066KPI\u3092\u7d99\u7d9a\u7684\u306b\u78ba\u8a8d\u3067\u304d\u308b\u305f\u3081\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u8fc5\u901f\u5316\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n<p><b>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u5206\u6790<\/b><\/p>\n<p>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u5206\u91ce\u3067\u306f\u3001\u5e83\u544a\u3001Web\u30a2\u30af\u30bb\u30b9\u3001CRM\u3001\u8cfc\u8cb7\u5c65\u6b74\u306a\u3069\u3092\u7d71\u5408\u3057\u305f\u9867\u5ba2\u5206\u6790\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001Snowflake\u3084BigQuery\u306b\u30c7\u30fc\u30bf\u3092\u96c6\u7d04\u3057\u3001dbt\u3067\u9867\u5ba2\u5c5e\u6027\u3084\u8cfc\u8cb7\u50be\u5411\u3092\u30e2\u30c7\u30eb\u5316\u3059\u308c\u3070\u3001\u5e83\u544a\u30c1\u30e3\u30cd\u30eb\u3054\u3068\u306eROI\u3084\u9867\u5ba2\u751f\u6daf\u4fa1\u5024\uff08LTV\uff09\u3092\u5206\u6790\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u9867\u5ba2\u306e\u884c\u52d5\u306b\u5fdc\u3058\u305f\u65bd\u7b56\u306e\u6700\u9069\u5316\u3082\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><b>\u88fd\u9020\u30fbIoT<\/b><\/p>\n<p>\u88fd\u9020\u696d\u3067\u306f\u3001\u8a2d\u5099\u3084\u30bb\u30f3\u30b5\u30fc\u304b\u3089\u53ce\u96c6\u3057\u305f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3001\u751f\u7523\u5de5\u7a0b\u306e\u6700\u9069\u5316\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u8a2d\u5099\u306e\u7a3c\u50cd\u72b6\u6cc1\u3084\u6e29\u5ea6\u3001\u632f\u52d5\u306a\u3069\u3092\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u6545\u969c\u306e\u4e88\u5146\u3092\u691c\u77e5\u3067\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u57fa\u76e4\u3068\u6a5f\u68b0\u5b66\u7fd2\u3092\u7d44\u307f\u5408\u308f\u305b\u308c\u3070\u3001\u4e88\u77e5\u4fdd\u5168\u3084\u54c1\u8cea\u7570\u5e38\u306e\u65e9\u671f\u767a\u898b\u306b\u3082\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n<p><b>\u9867\u5ba2\u30fb\u54c1\u8cea\u5206\u6790<\/b><\/p>\n<p>\u9867\u5ba2\u30a2\u30f3\u30b1\u30fc\u30c8\u3001\u554f\u3044\u5408\u308f\u305b\u5c65\u6b74\u3001\u30ec\u30d3\u30e5\u30fc\u306a\u3069\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u7528\u9014\u3082\u5e83\u304c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001Thematic\u306e\u3088\u3046\u306a\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u30b5\u30fc\u30d3\u30b9\u3092\u6d3b\u7528\u3059\u308c\u3070\u3001\u9867\u5ba2\u306e\u81ea\u7531\u56de\u7b54\u304b\u3089\u611f\u60c5\u3084\u4e0d\u6e80\u306e\u50be\u5411\u3092\u62bd\u51fa\u3067\u304d\u307e\u3059\u3002\u69cb\u9020\u5316\u3055\u308c\u305f\u58f2\u4e0a\u30c7\u30fc\u30bf\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u3068\u8cfc\u8cb7\u884c\u52d5\u306e\u95a2\u4fc2\u3082\u628a\u63e1\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<!-- notionvc: 40267e6c-1a52-4d20-af2a-457e6e066074 --><\/p>\n<p><!-- notionvc: 4b77f7b8-8167-42ad-b101-23c234876987 --><\/p>\n<h2>\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8<\/h2>\n<p><b>\u30e1\u30ea\u30c3\u30c8<\/b><\/p>\n<p>\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u306e\u6700\u5927\u306e\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u6d3b\u7528\u3092\u67d4\u8edf\u304b\u3064\u8fc5\u901f\u306b\u9032\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<ul>\n<li><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u67d4\u8edf\u6027\uff1a<\/strong> \u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u91cf\u3084\u696d\u52d9\u8981\u4ef6\u306e\u5909\u5316\u306b\u5bfe\u5fdc\u3057\u3084\u3059\u3044\u3002<\/li>\n<li><strong>AI\u7d71\u5408\u3068\u9ad8\u5ea6\u306a\u5206\u6790\uff1a<\/strong> \u6a5f\u68b0\u5b66\u7fd2\u3084\u751f\u6210AI\u3092\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u3068\u9023\u643a\u3055\u305b\u3001\u65b0\u305f\u306a\u5206\u6790\u3084\u696d\u52d9\u81ea\u52d5\u5316\u3092\u5b9f\u73fe\u3067\u304d\u308b\u3002<\/li>\n<li><strong>\u30c7\u30fc\u30bf\u54c1\u8cea\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u5f37\u5316\uff1a<\/strong> \u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3084\u54c1\u8cea\u76e3\u8996\u3092\u5c0e\u5165\u3057\u3001\u4fe1\u983c\u3067\u304d\u308b\u30c7\u30fc\u30bf\u3092\u7d44\u7e54\u5168\u4f53\u3067\u5171\u6709\u3067\u304d\u308b\u3002<\/li>\n<li><strong>\u958b\u767a\u30fb\u904b\u7528\u306e\u52b9\u7387\u5316\uff1a<\/strong> \u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u3084\u81ea\u52d5\u5316\u306b\u3088\u3063\u3066\u3001\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u3084\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u8ca0\u62c5\u3092\u8efd\u6e1b\u3067\u304d\u308b\u3002<\/li>\n<\/ul>\n<p><!-- notionvc: bf00c37c-40f0-4654-94e6-460db6bc75c5 --><\/p>\n<p><b>\u30c7\u30e1\u30ea\u30c3\u30c8<\/b><\/p>\n<p>\u4e00\u65b9\u3001\u8907\u6570\u306e\u30c4\u30fc\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u306f\u6ce8\u610f\u70b9\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u30b3\u30b9\u30c8\u7ba1\u7406\u306e\u96e3\u3057\u3055\uff1a<\/strong> \u30af\u30e9\u30a6\u30c9\u306e\u5f93\u91cf\u8ab2\u91d1\u3084\u30c7\u30fc\u30bf\u8ee2\u9001\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u51e6\u7406\u6599\u91d1\u304c\u7a4d\u307f\u91cd\u306a\u308a\u3001\u60f3\u5b9a\u4ee5\u4e0a\u306e\u8cbb\u7528\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/li>\n<li><strong>\u7d71\u5408\u30fb\u5b66\u7fd2\u30b3\u30b9\u30c8\uff1a<\/strong> \u30c4\u30fc\u30eb\u3054\u3068\u306b\u7570\u306a\u308b\u4ed5\u69d8\u3084\u64cd\u4f5c\u65b9\u6cd5\u3092\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u5c02\u9580\u4eba\u6750\u306e\u78ba\u4fdd\u3082\u8ab2\u984c\u3068\u306a\u308b\u3002<\/li>\n<li><strong>\u7ba1\u7406\u306e\u8907\u96d1\u5316\uff1a<\/strong> \u30c7\u30fc\u30bf\u306e\u91cd\u8907\u3001\u54c1\u8cea\u306e\u3070\u3089\u3064\u304d\u3001\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u306e\u4e0d\u6574\u5408\u306a\u3069\u304c\u767a\u751f\u3057\u3084\u3059\u3044\u3002<\/li>\n<li><strong>\u30d9\u30f3\u30c0\u30fc\u30ed\u30c3\u30af\u30a4\u30f3\uff1a<\/strong> 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--><\/p>\n<h2>\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u3068\u5c06\u6765\u5c55\u671b<\/h2>\n<p><b>AI\u7d71\u5408\u306e\u6df1\u5316<\/b><\/p>\n<p>2026\u5e74\u306e\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u3067\u306f\u3001\u751f\u6210AI\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u306e\u7d71\u5408\u304c\u5927\u304d\u306a\u30c6\u30fc\u30de\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>AI\u3092\u4f7f\u3063\u305fSQL\u751f\u6210\u3001\u30c7\u30fc\u30bf\u5909\u63db\u30b3\u30fc\u30c9\u306e\u4f5c\u6210\u3001\u7570\u5e38\u691c\u77e5\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\u306a\u3069\u304c\u5b9f\u7528\u5316\u3055\u308c\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4f5c\u696d\u3092\u652f\u63f4\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>dbt 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