{"id":5820,"date":"2025-01-15T18:23:03","date_gmt":"2025-01-15T09:23:03","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=5820"},"modified":"2025-06-25T10:51:15","modified_gmt":"2025-06-25T01:51:15","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\u5fdc\u7528\u307e\u3067\u5fb9\u5e95\u89e3\u8aac"},"content":{"rendered":"\n<p>\u30af\u30e9\u30a6\u30c9\u6642\u4ee3\u306e\u30c7\u30fc\u30bf\u6d3b\u7528\u3092\u652f\u3048\u308b\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u306e\u57fa\u672c\u6982\u5ff5\u3001\u4e3b\u8981\u30c4\u30fc\u30eb\u3001\u5fdc\u7528\u5206\u91ce\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3001\u3055\u3089\u306bAI\u30fb\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9\u306a\u3069\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u3092\u521d\u5fc3\u8005\u5411\u3051\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b<\/h2>\n<p>\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af (Modern Data Stack, MDS) \u306f\u3001\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3092\u6d3b\u7528\u3057\u3001\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u304b\u3089\u53ef\u8996\u5316\u307e\u3067\u3092\u52b9\u7387\u7684\u306b\u69cb\u7bc9\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u4eca\u3084\u591a\u304f\u306e\u4f01\u696d\u3067\u6a19\u6e96\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u3001\u8fc5\u901f\u306a\u610f\u601d\u6c7a\u5b9a\u3068\u62e1\u5f35\u53ef\u80fd\u306a\u5206\u6790\u57fa\u76e4\u306b\u4e0d\u53ef\u6b20\u306a\u5b58\u5728\u3067\u3059\u3002<\/p>\n\n<h2>\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u306e\u57fa\u672c<\/h2>\n<b>\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u3068\u306f\uff1f<\/b>\r\n<p>MDS\u306f\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u51e6\u7406\u3001\u5206\u6790\u3092\u30e2\u30b8\u30e5\u30fc\u30eb\u5316\u3055\u308c\u305f\u30af\u30e9\u30a6\u30c9\u6280\u8853\u3067\u69cb\u6210\u3059\u308b\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u67d4\u8edf\u306a\u30c7\u30fc\u30bf\u5206\u6790\u74b0\u5883\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<b>\u306a\u305c\u91cd\u8981\u306a\u306e\u304b\uff1f<\/b>\r\n<ul>\r\n\t<li>\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u30d9\u30fc\u30b9\u306e\u30ec\u30ac\u30b7\u30fc\u30c7\u30fc\u30bf\u57fa\u76e4\u306b\u6bd4\u3079\u3001<strong>\u30b3\u30b9\u30c8\u52b9\u7387\u30fb\u62e1\u5f35\u6027\u30fb\u30b9\u30d4\u30fc\u30c9<\/strong>\u3067\u512a\u4f4d<\/li>\r\n\t<li><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u3068AI\u7d71\u5408<\/strong>\u306b\u5bfe\u5fdc\u3059\u308b\u30a2\u30b8\u30ea\u30c6\u30a3\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u73fe\u4ee3\u3067\u4e0d\u53ef\u6b20<\/li>\r\n<\/ul>\r\n<p><!-- notionvc: 15f6446c-2a96-4238-85f3-ff71fbf3a9a6 --><\/p>\n\n<h2>\u69cb\u6210\u3068\u30d7\u30ed\u30bb\u30b9<\/h2>\n<b>\u30b3\u30a2\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u63a8\u5968\u30c4\u30fc\u30eb<\/b>\r\n<ol>\r\n\t<li><strong>\u30c7\u30fc\u30bf\u53ce\u96c6<\/strong>\uff1aFivetran\u3001Stitch\u3001Airbyte\u3001Kafka\u3001AWS Kinesis \u306a\u3069<\/li>\r\n\t<li><strong>\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8<\/strong>\uff1aSnowflake\u3001BigQuery\u3001Databricks Lakehouse\u3001Apache Pinot \u306a\u3069<\/li>\r\n\t<li><strong>\u5909\u63db\u30fb\u30e2\u30c7\u30ea\u30f3\u30b0<\/strong>\uff1adbt\u306b\u3088\u308bELT\u30fbSQL\u30d9\u30fc\u30b9\u306e\u518d\u73fe\u6027\u3042\u308b\u5909\u63db<\/li>\r\n\t<li><strong>\u5206\u6790\u30fb\u53ef\u8996\u5316<\/strong>\uff1aLooker\u3001Superset\u3001BI\u30c4\u30fc\u30eb<\/li>\r\n\t<li><strong>\u30ac\u30d0\u30ca\u30f3\u30b9\u30fb\u54c1\u8cea<\/strong>\uff1a\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\uff08Alation\u3001Secoda\uff09\u3001Great Expectations \u306a\u3069<\/li>\r\n<\/ol>\r\n<b>ETL\/ELT\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406<\/b>\r\n<p>MDS\u3067\u306fELT\u304c\u4e3b\u6d41\u3067\u3001\u30af\u30e9\u30a6\u30c9\u4e0a\u306bRaw\u30c7\u30fc\u30bf\u3092\u84c4\u7a4d\u5f8c\u306b\u5909\u63db\u3002\u3055\u3089\u306b\u3001Apache Kafka \u3084 AWS Kinesis \u3092\u901a\u3058\u3001<strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u5206\u6790<\/strong>\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\r\n<p><!-- notionvc: 9e9b693f-2bfc-46dc-995a-65c5717c1bcd --><\/p>\r\n<p><!-- notionvc: ce5143f4-b16b-4edc-8d58-47e011917246 --><\/p>\r\n<p><!-- notionvc: a3fb8d3e-c0eb-4056-bd21-ba90bed71bf6 --><\/p>\n\n<h2>\u5fdc\u7528\u5206\u91ce\u3068\u5b9f\u4f8b<\/h2>\n<b>\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9<\/b>\r\n<p>\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3001KPI\u7ba1\u7406\u304b\u3089\u7d4c\u55b6\u5224\u65ad\u307e\u3067\u3001\u5206\u6790\u52b9\u7387\u3092\u652f\u3048\u308b\u57fa\u76e4\u3002<\/p>\r\n<b>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u5206\u6790<\/b>\r\n<p>Snowflake\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3092\u4f7f\u3063\u305f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u5206\u6790\u3084ROI\u6700\u9069\u5316\u306e\u4e8b\u4f8b\u3082\u5897\u52a0\u3002<\/p>\r\n<b>\u88fd\u9020\u30fbIoT<\/b>\r\n<p>\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u7d71\u5408\uff0b\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u3088\u308a\u3001\u751f\u7523\u6700\u9069\u5316\u3084\u7570\u5e38\u691c\u77e5\u306b\u6d3b\u7528\u3002<\/p>\r\n<b>\u9867\u5ba2\u30fb\u54c1\u8cea\u5206\u6790<\/b>\r\n<p>LendingTree\u3067\u306f\u3001Thematic\u3068\u306e\u9023\u643a\u3067\u9867\u5ba2\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306e<strong>\u611f\u60c5\u5206\u6790\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5316\u3002<\/strong><!-- notionvc: 40267e6c-1a52-4d20-af2a-457e6e066074 --><\/p>\r\n<p><!-- notionvc: 4b77f7b8-8167-42ad-b101-23c234876987 --><\/p>\n\n<h2>\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8<\/h2>\n<b>\u30e1\u30ea\u30c3\u30c8<\/b>\r\n<ul>\r\n\t<li><strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u30fb\u67d4\u8edf\u6027<\/strong>\uff1a\u5fc5\u8981\u306a\u30d1\u30fc\u30c4\u3060\u3051\u3092\u9078\u629e\u30fb\u4ea4\u63db\u53ef\u80fd<\/li>\r\n\t<li><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5bfe\u5fdc\uff06AI\u7d71\u5408<\/strong>\uff1a\u30a4\u30f3\u30b5\u30a4\u30c8\u306e\u5373\u6642\u53d6\u5f97\u3001\u751f\u6210AI\u306b\u3088\u308b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u81ea\u52d5\u5316<\/li>\r\n\t<li><strong>\u30ac\u30d0\u30ca\u30f3\u30b9\u30fb\u54c1\u8cea\u7ba1\u7406\u5f37\u5316<\/strong>\uff1a\u30c7\u30fc\u30bf\u30ea\u30c6\u30e9\u30b7\u30fc\u306e\u5e95\u4e0a\u3052\u3068\u4fe1\u983c\u6027\u5411\u4e0a<\/li>\r\n<\/ul>\r\n<b>\u30c7\u30e1\u30ea\u30c3\u30c8<\/b>\r\n<ul>\r\n\t<li><strong>\u9ad8\u30b3\u30b9\u30c8\u69cb\u7bc9\u30fb\u904b\u7528<\/strong>\uff1a\u591a\u69d8\u306a\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306e\u7a4d\u307f\u4e0a\u3052\u52b9\u679c <a href=\"https:\/\/en.wikipedia.org\/wiki\/Amazon_Kinesis?utm_source=chatgpt.com\">en.wikipedia.org<\/a><\/li>\r\n\t<li><strong>\u7d71\u5408\u30fb\u5b66\u7fd2\u30b3\u30b9\u30c8<\/strong>\uff1a\u8907\u6570\u30c4\u30fc\u30eb\u306b\u7cbe\u901a\u3059\u308b\u5fc5\u8981\u6027\u3084\u904b\u7528\u8ca0\u8377<\/li>\r\n\t<li><strong>\u7ba1\u7406\u306e\u8907\u96d1\u3055<\/strong>\uff1a\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3068\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306e\u6574\u5099\u304c\u5fc5\u9808<\/li>\r\n<\/ul>\r\n<p><!-- notionvc: 2cc61b44-40f9-41f4-9e2b-80a12eec22e6 --><\/p>\n\n<h2>\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u3068\u5c06\u6765\u5c55\u671b<\/h2>\n<b>AI\u7d71\u5408\u306e\u6df1\u5316<\/b>\r\n<ul>\r\n\t<li>\u30c7\u30fc\u30bf\u53ce\u96c6\u3001\u5909\u63db\u3001\u5206\u6790\u306e\u5168\u30ec\u30a4\u30e4\u30fc\u306bAI\uff08Copilot\u3084LLM\uff09\u304c\u6d78\u900f\u3057\u3001\u904b\u7528\u52b9\u7387\u3068\u6d1e\u5bdf\u529b\u304c\u5f37\u5316\u4e2d<\/li>\r\n<\/ul>\r\n<b>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u306e\u5e38\u614b\u5316<\/b>\r\n<ul>\r\n\t<li>\u5373\u6642\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u30fb\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5e38\u8a2d\u3057\u3001\u300c\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u30c7\u30fc\u30bf\u300d\u304c\u6a19\u6e96\u306b<\/li>\r\n<\/ul>\r\n<b>\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30c7\u30fc\u30bf\u6c11\u4e3b\u5316<\/b>\r\n<ul>\r\n\t<li>\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u304c\u6210\u719f\u3057\u3001<strong>\u793e\u5185\u5168\u4f53\u3067\u5229\u7528\u3055\u308c\u308b\u30c7\u30fc\u30bf\u57fa\u76e4<\/strong>\u3078\u9032\u5316<\/li>\r\n<\/ul>\r\n<b>\u30a8\u30c3\u30b8AI\u3068\u5206\u6563\u51e6\u7406\u53f0\u982d<\/b>\r\n<ul>\r\n\t<li>IoT\u30fb\u30a8\u30c3\u30b8\u3067\u306e<strong>\u9ad8\u901f\u30fb\u5b89\u5168\u306a\u51e6\u7406<\/strong>\u304c\u5897\u52a0\u4e2d\u3002\u4eca\u5f8c\u306e\u8981\u30c1\u30a7\u30c3\u30af\u9818\u57df<\/li>\r\n<\/ul>\r\n<p><!-- 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--><\/p>","protected":false},"excerpt":{"rendered":"<p>\u30af\u30e9\u30a6\u30c9\u6642\u4ee3\u306e\u30c7\u30fc\u30bf\u6d3b\u7528\u3092\u652f\u3048\u308b\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u306e\u57fa\u672c\u6982\u5ff5\u3001\u4e3b\u8981\u30c4\u30fc\u30eb\u3001\u5fdc\u7528\u5206\u91ce\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8\u3001\u3055\u3089\u306bAI\u30fb\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9\u306a\u3069\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u3092\u521d\u5fc3\u8005\u5411\u3051\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002 \u306f\u3058\u3081\u306b \u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3 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