{"id":6189,"date":"2025-01-14T10:38:41","date_gmt":"2025-01-14T01:38:41","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=6189"},"modified":"2025-11-28T10:46:51","modified_gmt":"2025-11-28T01:46:51","slug":"dataops_glossary","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/dataops_glossary\/","title":{"rendered":"\u3010\u5b8c\u5168\u89e3\u8aac\u3011DataOps\u304c\u5207\u308a\u62d3\u304f\u65b0\u6642\u4ee3\uff1a\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u7d44\u7e54\u306e\u5b9f\u73fe\u3068\u672a\u6765\u3078\u306e\u5c55\u671b"},"content":{"rendered":"\n<p>DataOps\u306e\u57fa\u672c\u6982\u5ff5\u304b\u3089\u5fdc\u7528\u5206\u91ce\u3001\u30e1\u30ea\u30c3\u30c8\u30fb\u8ab2\u984c\u3001\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u3001\u5c06\u6765\u5c55\u671b\u307e\u3067\u3092\u521d\u5fc3\u8005\u5411\u3051\u306b\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002DataOps\u306e\u7406\u89e3\u3092\u6df1\u3081\u3001\u5b9f\u30d3\u30b8\u30cd\u30b9\u3084\u7814\u7a76\u3078\u306e\u6d3b\u7528\u3092\u8996\u91ce\u306b\u5165\u308c\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n<h2>\u306f\u3058\u3081\u306b\uff1aDataOps\u304c\u6c42\u3081\u3089\u308c\u308b\u6642\u4ee3\u80cc\u666f<\/h2>\n<p>\u73fe\u4ee3\u3001\u591a\u304f\u306e\u4f01\u696d\u304c\u300c\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u7d44\u7e54\u300d\u3078\u306e\u8ee2\u63db\u3092\u56f3\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u4e2d\u3067\u3001\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u306e\u304c <strong>DataOps<\/strong> \u3067\u3059\u3002\u30c7\u30fc\u30bf\u91cf\u30fb\u7a2e\u985e\u306e\u591a\u69d8\u5316\u3001AI\uff0fIoT\uff0f\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u306a\u3069\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u6025\u901f\u306a\u767a\u5c55\u306b\u4f34\u3044\u3001\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u7ba1\u7406\u30fb\u5206\u6790\u306e\u3084\u308a\u65b9\u3067\u306f\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u901f\u5ea6\u3084\u7cbe\u5ea6\u3001\u67d4\u8edf\u6027\u3092\u4fdd\u3064\u3053\u3068\u304c\u96e3\u3057\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u958b\u767a\u904b\u7528\u3067\u6210\u679c\u3092\u3042\u3052\u3066\u304d\u305f DevOps \u306e\u8003\u3048\u65b9\u3092\u5fdc\u7528\u3057\u305fDataOps\u304c\u3001\u201c\u65b0\u305f\u306a\u7a81\u7834\u53e3\u201d\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\r\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001\u6700\u65b0\u306e\u5831\u544a\u3084\u4e8b\u4f8b\u3092\u4ea4\u3048\u3064\u3064\u3001DataOps\u306e\u672c\u8cea\u3001\u5c0e\u5165\u306e\u30dd\u30a4\u30f3\u30c8\u3001\u73fe\u5b9f\u306e\u5fdc\u7528\u3001\u4eca\u5f8c\u306e\u5c55\u671b\u307e\u3067\u3092\u7db2\u7f85\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: fbe4689c-87d0-4470-ab6d-31d2d22958cb --><\/p>\n\n<h2>DataOps\u3068\u306f\u4f55\u304b\uff1aDevOps\u3068\u306e\u6bd4\u8f03\u304b\u3089\u898b\u308b\u672c\u8cea<\/h2>\n<b>DataOps\u3068DevOps\u306e\u5171\u901a\u70b9\u30fb\u76f8\u9055\u70b9<\/b>\r\n<ul>\r\n\t<li><strong>\u5171\u901a\u70b9<\/strong>\r\n<ul>\r\n\t<li><strong>\u30a2\u30b8\u30ea\u30c6\u30a3\uff08\u654f\u6377\u6027\uff09<\/strong>: \u5c0f\u3055\u306a\u5909\u66f4\u30fb\u6539\u5584\u3092\u7e70\u308a\u8fd4\u3057\u306a\u304c\u3089\u3001\u6bb5\u968e\u7684\u306b\u9ad8\u3081\u3066\u3044\u304f\u3002<\/li>\r\n\t<li><strong>\u81ea\u52d5\u5316<\/strong>: \u4eba\u624b\u306b\u3088\u308b\u7e70\u308a\u8fd4\u3057\u4f5c\u696d\u3092\u3067\u304d\u308b\u9650\u308a\u81ea\u52d5\u5316\u3057\u3001\u54c1\u8cea\u3068\u901f\u5ea6\u3092\u4e21\u7acb\u3002<\/li>\r\n<\/ul>\r\n<\/li>\r\n\t<li><strong>\u76f8\u9055\u70b9<\/strong>\r\n<ul>\r\n\t<li><strong>\u5bfe\u8c61\u306e\u6027\u8cea\u3068\u8907\u96d1\u6027<\/strong>: DevOps\u306f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u958b\u767a\u30fb\u904b\u7528\u306b\u7279\u5316\u3059\u308b\u304c\u3001DataOps\u306f\u300c\u69cb\u9020\u5316\uff0f\u975e\u69cb\u9020\u5316\u3001\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u3084\u30d0\u30c3\u30c1\u3001\u591a\u69d8\u306a\u30bd\u30fc\u30b9\u3092\u6a2a\u65ad\u300d\u306a\u3069\u3001\u591a\u7a2e\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u3092\u5bfe\u8c61\u3068\u3057\u3001\u9ad8\u5ea6\u306a\u7ba1\u7406\u30fb\u51e6\u7406\u304c\u6c42\u3081\u3089\u308c\u308b\u3002<\/li>\r\n\t<li><strong>\u95a2\u4fc2\u90e8\u7f72\u306e\u5e83\u304c\u308a<\/strong>: DataOps\u306f\u5358\u306b\u30a8\u30f3\u30b8\u30cb\u30a2 \u2014 \u904b\u7528\u3060\u3051\u3067\u306a\u304f\u3001\u5206\u6790\u8005\u3001\u30d3\u30b8\u30cd\u30b9\u90e8\u9580\u3001\u7d4c\u55b6\u5c64\u306a\u3069\u591a\u69d8\u306a\u30b9\u30c6\u30fc\u30af\u30db\u30eb\u30c0\u30fc\u306e\u5354\u529b\u304c\u4e0d\u53ef\u6b20\u3002<\/li>\r\n<\/ul>\r\n<\/li>\r\n<\/ul>\r\n<b>DataOps\u8a95\u751f\u306e\u80cc\u666f<\/b>\r\n<p>\u30d3\u30b8\u30cd\u30b9\u74b0\u5883\u306e\u5909\u5316\u3001\u30c7\u30fc\u30bf\u306e\u7206\u767a\u7684\u306a\u5897\u52a0\u3001AI\u3084\u30af\u30e9\u30a6\u30c9\uff0fIoT\u306e\u666e\u53ca\u306b\u3088\u308a\u3001\u300c\u8fc5\u901f\u306b\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u30fb\u5206\u6790\u3057\u3001\u4fa1\u5024\u306b\u5909\u3048\u308b\u300d\u30cb\u30fc\u30ba\u304c\u52a0\u901f\u3057\u307e\u3057\u305f\u3002\u3053\u3046\u3057\u305f\u72b6\u6cc1\u4e0b\u3067\u3001\u5f93\u6765\u578b\u306e\u30c7\u30fc\u30bf\u7ba1\u7406\u3067\u306f\u9650\u754c\u304c\u898b\u3048\u3001\u300c\u30c7\u30fc\u30bf\u6d3b\u7528\u30d7\u30ed\u30bb\u30b9\u306e\u4fca\u654f\u6027\u3068\u54c1\u8cea\u4fdd\u8a3c\u3092\u4e21\u7acb\u3059\u308b\u4ed5\u7d44\u307f\u300d\u304c\u6c42\u3081\u3089\u308c\u305f\u306e\u3067\u3059\u3002DataOps\u306f\u305d\u3046\u3057\u305f\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u308b\u305f\u3081\u3001DevOps \u3084\u30a2\u30b8\u30e3\u30a4\u30eb\u3001\u30ea\u30fc\u30f3\u306e\u601d\u60f3\u3092\u30c7\u30fc\u30bf\u51e6\u7406\u30fb\u5206\u6790\u9818\u57df\u306b\u6301\u3061\u8fbc\u3093\u3060\u624b\u6cd5\u3067\u3059\u3002<\/p>\r\n<p>\u307e\u305f\u3001\u6700\u8fd1\u3067\u306f\u300cDataOps\u306f\u5358\u306a\u308b\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u96c6\u5408\u3067\u306f\u306a\u304f\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u7ba1\u7406\u30a2\u30d7\u30ed\u30fc\u30c1\u3068\u3057\u3066\u6210\u719f\u3057\u3066\u304d\u305f\u300d\u3068\u3044\u3046\u898b\u65b9\u3082\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: af87a348-068a-409a-b891-6e6dbd7c4f9a --><\/p>\n\n<h2>\u306a\u305cDataOps\u304c\u91cd\u8981\u306a\u306e\u304b\uff1aDX\u63a8\u9032\u3068\u610f\u601d\u6c7a\u5b9a\u306e\u30b9\u30d4\u30fc\u30c9\u30a2\u30c3\u30d7<\/h2>\n<b>DX\uff08\u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\uff09\u3068\u306e\u76f8\u4e57\u52b9\u679c<\/b>\r\n<p>DataOps\u306f\u3001\u7d44\u7e54\u306eDX\u3092\u652f\u3048\u308b\u91cd\u8981\u306a\u8981\u7d20\u3067\u3059\u3002\u591a\u304f\u306e\u4f01\u696d\u304cDX\u3092\u9032\u3081\u308b\u904e\u7a0b\u3067\u3001\u300c\u30c7\u30fc\u30bf\u304c\u5404\u90e8\u7f72\u306b\u6563\u5728\u300d\u300c\u30c7\u30fc\u30bf\u5206\u6790\u304c\u5c5e\u4eba\u7684\u300d\u300c\u5206\u6790\uff0f\u30ec\u30dd\u30fc\u30c8\u304c\u9045\u5ef6\u300d\u306a\u3069\u306e\u8ab2\u984c\u306b\u76f4\u9762\u3057\u307e\u3059\u3002DataOps\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u304b\u3089\u5206\u6790\u3001\u7d50\u679c\u306e\u6d3b\u7528\u307e\u3067\u3092\u7d71\u4e00\u7684\u30fb\u81ea\u52d5\u5316\u3055\u308c\u305f\u30d5\u30ed\u30fc\u306b\u7d44\u307f\u8fbc\u3081\u308b\u305f\u3081\u3001DX\u306e\u6210\u679c\u3092\u52a0\u901f\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\r\n<b>\u610f\u601d\u6c7a\u5b9a\u306e\u201c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5316\u201d<\/b>\r\n<p>\u6700\u8fd1\u306e\u5831\u544a\u3067\u306f\u3001\u4f01\u696d\u306b\u306f\u300c\u3088\u308a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306a\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u610f\u601d\u6c7a\u5b9a\u300d\u304c\u6c42\u3081\u3089\u308c\u3066\u304a\u308a\u3001\u904e\u53bb\u306e\u3088\u3046\u306b\u9031\u5358\u4f4d\u3084\u6708\u5358\u4f4d\u306e\u30ec\u30dd\u30fc\u30c6\u30a3\u30f3\u30b0\u3067\u306f\u5bfe\u5fdc\u3057\u304d\u308c\u306a\u3044\u5834\u9762\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>DataOps\u306b\u3088\u3063\u3066\u81ea\u52d5\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u7d99\u7d9a\u7684\u306a\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u5373\u6642\u306e\u30c7\u30fc\u30bf\u63d0\u4f9b\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u3067\u3001\u6570\u6642\u9593\u301c\u6570\u65e5\u306e\u5358\u4f4d\u3067\u306e\u5224\u65ad\u3084\u5bfe\u5fdc\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u6a5f\u52d5\u529b\u304c\u5927\u304d\u304f\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\r\n<b><!-- notionvc: 5c2ffb48-ed93-4866-b8bc-7b67ea9ba93b --><\/b>\r\n<p><!-- notionvc: ddcacc83-36dd-4535-b3e4-7f7fdd705521 --><\/p>\n\n<h2>\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u3092\u8aad\u307f\u89e3\u304f\uff1aDataOps\u5c0e\u5165\u306e\u5b9f\u60c5\uff082024\u20132025\u5e74\uff09<\/h2>\n<b>\u5e02\u5834\u306e\u6025\u6210\u9577\u3068\u6ce8\u76ee\u306e\u62e1\u5927<\/b>\r\n<p>\u6700\u65b0\u306e\u5831\u544a\u306b\u3088\u308c\u3070\u3001DataOps \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u5e02\u5834\u306f\u30012025\u5e74\u304b\u30892032\u5e74\u306b\u304b\u3051\u3066\u5e74\u5e73\u5747\u6210\u9577\u7387\uff08CAGR\uff09\u3067\u7d0412\u301c13.5%\u306e\u6210\u9577\u304c\u898b\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u6d3b\u7528\u30cb\u30fc\u30ba\u306e\u9ad8\u307e\u308a\u3068\u3001AI\uff0f\u30af\u30e9\u30a6\u30c9\uff0fIoT\u306a\u3069\u306e\u666e\u53ca\u304c\u80cc\u666f\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p>\u3064\u307e\u308a\u3001DataOps\u306f\u3082\u306f\u3084\u30cb\u30c3\u30c1\u306a\u624b\u6cd5\u3067\u306f\u306a\u304f\u3001\u4f01\u696d\u306e\u6a19\u6e96\u30a4\u30f3\u30d5\u30e9\u306e\u4e00\u90e8\u3068\u3057\u3066\u6025\u901f\u306b\u5e83\u304c\u308d\u3046\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<b>\u7d44\u7e54\u6a2a\u65ad\u7684\u30c1\u30fc\u30e0\u306e\u53f0\u982d<\/b>\r\n<p>2025\u5e74\u73fe\u5728\u3001\u591a\u304f\u306e\u4f01\u696d\u3067\u300cDataOps \u30c1\u30fc\u30e0\u300d\u300c\u30c7\u30fc\u30bf\u57fa\u76e4\u30c1\u30fc\u30e0\u300d\u3092\u65b0\u8a2d\u3059\u308b\u6d41\u308c\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u30d3\u30b8\u30cd\u30b9\u30a2\u30ca\u30ea\u30b9\u30c8\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u62c5\u5f53\u3001\u7d4c\u55b6\u4f01\u753b\u306a\u3069\u591a\u69d8\u306a\u8077\u7a2e\u304c\u5165\u308a\u6df7\u3058\u308a\u3001\u30a2\u30b8\u30e3\u30a4\u30eb\u578b\u3067\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u56de\u3059\u306e\u304c\u4e00\u822c\u5316\u3057\u3064\u3064\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u3068\u30d3\u30b8\u30cd\u30b9\u306e\u8ddd\u96e2\u304c\u7e2e\u307e\u308a\u3001\u73fe\u5834\u3067\u306e\u8fc5\u901f\u306a\u610f\u601d\u6c7a\u5b9a\u304c\u5b9f\u73fe\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<b>\u30c7\u30fc\u30bf\u54c1\u8cea\u7ba1\u7406\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u91cd\u8996<\/b>\r\n<p>DataOps\u306e\u8fd1\u5e74\u306e\u91cd\u8981\u306a\u67f1\u3068\u3057\u3066\u3001\u5358\u306a\u308b\u901f\u5ea6\u512a\u5148\u3067\u306f\u306a\u304f <strong>\u30c7\u30fc\u30bf\u54c1\u8cea\u7ba1\u7406<\/strong> \u3084 <strong>\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\uff0f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/strong> \u306e\u5f37\u5316\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u304a\u3051\u308b\u81ea\u52d5\u30c6\u30b9\u30c8\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3001\u30ac\u30d0\u30ca\u30f3\u30b9\u3092\u5fb9\u5e95\u3059\u308b\u3053\u3068\u3067\u3001\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u69cb\u7bc9\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u7279\u306b\u3001\u500b\u4eba\u60c5\u5831\u3084\u6a5f\u5bc6\u60c5\u5831\u3092\u6271\u3046\u9818\u57df\u3067\u306f\u3001\u6cd5\u4ee4\u9075\u5b88\u3084\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u7ba1\u7406\u306e\u305f\u3081\u306e\u53d6\u308a\u7d44\u307f\u304c\u4e0d\u53ef\u6b20\u3068\u306a\u3063\u3066\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<b>\u30c7\u30fc\u30bf\u591a\u69d8\u6027\u304a\u3088\u3073\u30af\u30e9\u30a6\u30c9\uff0f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u6d3b\u7528\u306e\u9032\u5c55<\/b>\r\n<p>\u8fd1\u5e74\u3001\u30c7\u30fc\u30bf\u306f\u5358\u306a\u308b\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3060\u3051\u3067\u306a\u304f\u3001\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30c7\u30fc\u30bf\u3001IoT\u30c7\u30fc\u30bf\u3001\u30ed\u30b0\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306a\u3069\u591a\u69d8\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u30af\u30e9\u30a6\u30c9\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3001\u30a8\u30c3\u30b8\uff08IoT\u30fb\u30c7\u30d0\u30a4\u30b9\uff09\u306a\u3069\u3001\u69d8\u3005\u306a\u74b0\u5883\u306b\u307e\u305f\u304c\u308b\u30c7\u30fc\u30bf\u304c\u6df7\u5728\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u3053\u3046\u3057\u305f\u74b0\u5883\u3067\u3053\u305d\u3001DataOps\u306b\u3088\u308b\u7d71\u5408\u7684\u30fb\u67d4\u8edf\u306a\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u8a2d\u8a08\u30fb\u904b\u7528\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u6700\u8fd1\u306e\u7814\u7a76\u3067\u3082\u3001\u30a8\u30c3\u30b8\u304b\u3089\u30af\u30e9\u30a6\u30c9\u307e\u3067\u3092\u307e\u305f\u3050 \u201c\u30a8\u30c3\u30b8\u2013\u30af\u30e9\u30a6\u30c9 AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u201d \u306b\u5bfe\u5fdc\u3059\u308b DataOps \u306e\u30c4\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u8a2d\u8a08\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<!-- notionvc: 5374b5d6-5b8b-4ac7-b1f4-c1a8af731c99 --><\/p>\r\n<p><!-- notionvc: 78eabfc7-0dcc-4a27-95e9-a19e0e157faf --><\/p>\n\n<h2>\u30bb\u30af\u30b7\u30e7\u30f3\u5225\u89e3\u8aac\uff1aDataOps\u306e\u30d7\u30ed\u30bb\u30b9\u3068\u5b9f\u88c5\u30dd\u30a4\u30f3\u30c8<\/h2>\n<p>\u4ee5\u4e0b\u3067\u306f\u3001DataOps\u3092\u5b9f\u8df5\u3059\u308b\u969b\u306e\u5178\u578b\u7684\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u3001\u6700\u65b0\u306e\u5b9f\u88c5\u30dd\u30a4\u30f3\u30c8\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\r\n<b>1. \u30c7\u30fc\u30bf\u53ce\u96c6\u3068\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u8a2d\u8a08<\/b>\r\n<ul>\r\n\t<li><strong>\u30dd\u30a4\u30f3\u30c8<\/strong>: \u3069\u3053\u306e\u30c7\u30fc\u30bf\u3092\u3001\u3069\u306e\u3088\u3046\u306a\u5f62\u5f0f\u3067\u53ce\u96c6\u3057\u3001\u3069\u306e\u3088\u3046\u306b\u5909\u63db\uff0f\u7d71\u5408\u3059\u308b\u304b\u3092\u8a2d\u8a08\u3002\u5206\u6790\u30fb\u904b\u7528\u306b\u9069\u3057\u305f\u69cb\u9020\u3078\u6574\u3048\u308b\u3002<\/li>\r\n\t<li><strong>\u6700\u65b0\u52d5\u5411<\/strong>: \u5f93\u6765\u306e ETL\uff08Extract, Transform, Load\uff09\u65b9\u5f0f\u3060\u3051\u3067\u306a\u304f\u3001ELT\uff08Extract, Load, Transform\uff09\u65b9\u5f0f\u3084\u3001\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3092\u60f3\u5b9a\u3057\u305f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u8a2d\u8a08\u304c\u5897\u52a0\u3002\u3055\u3089\u306b\u3001\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u304b\u3089\u30af\u30e9\u30a6\u30c9\u307e\u3067\u3092\u7d71\u5408\u3059\u308b\u8a2d\u8a08\u3082\u73fe\u5b9f\u7684\u306b\u306a\u3063\u3066\u304d\u3066\u3044\u307e\u3059\u3002<\/li>\r\n<\/ul>\r\n<b>2. \u30c7\u30fc\u30bf\u5909\u63db\u30fb\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u306e\u81ea\u52d5\u5316<\/b>\r\n<ul>\r\n\t<li><strong>\u30dd\u30a4\u30f3\u30c8<\/strong>: \u624b\u4f5c\u696d\u306b\u3088\u308b\u30c7\u30fc\u30bf\u6574\u5f62\u306f\u30df\u30b9\u3084\u9045\u5ef6\u306e\u539f\u56e0\u3002\u81ea\u52d5\u5316\u3055\u308c\u305f\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3084\u5909\u63db\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u54c1\u8cea\u3068\u52b9\u7387\u6027\u3092\u62c5\u4fdd\u3002<\/li>\r\n\t<li><strong>\u6280\u8853\u4f8b\uff0f\u5b9f\u88c5\u4f8b<\/strong>: \u30c7\u30fc\u30bf\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u81ea\u52d5\u5316\u3001\u30c6\u30b9\u30c8\u30fb\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u306e\u4ed5\u7d44\u307f\u3092\u7d44\u307f\u8fbc\u3093\u3060 CI\/CD \u578b\u306e\u904b\u7528\u3002<\/li>\r\n<\/ul>\r\n<b>3. \u30e2\u30c7\u30eb\u958b\u767a\u3068\u5b9f\u9a13\u7ba1\u7406\uff08\u5206\u6790\uff0f\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30a7\u30fc\u30ba\uff09<\/b>\r\n<ul>\r\n\t<li><strong>\u30dd\u30a4\u30f3\u30c8<\/strong>: \u5206\u6790\u3084\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u958b\u767a\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u300c\u30c7\u30fc\u30bf\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u300d\u3068\u6349\u3048\u3001\u518d\u73fe\u6027\u30fb\u900f\u660e\u6027\u3092\u9ad8\u3081\u308b\u7ba1\u7406\u3002<\/li>\r\n\t<li><strong>\u6700\u8fd1\u306e\u50be\u5411<\/strong>: \u305f\u3060\u5358\u306b\u30e2\u30c7\u30eb\u3092\u4f5c\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u4e00\u90e8\u3068\u3057\u3066\u300c\u30c7\u30fc\u30bf \u2192 \u30e2\u30c7\u30eb \u2192 \u672c\u756a\u904b\u7528\u300d\u307e\u3067\u3092\u7d71\u4e00\u7ba1\u7406\u3059\u308b\u30b1\u30fc\u30b9\u304c\u5897\u52a0\u3002\u3053\u308c\u306f\u3001\u5c06\u6765\u7684\u306a MLOps\uff08\u6a5f\u68b0\u5b66\u7fd2\u904b\u7528\uff09\u3068\u306e\u7d71\u5408\u3092\u898b\u636e\u3048\u305f\u52d5\u304d\u3067\u3082\u3042\u308a\u307e\u3059\u3002<\/li>\r\n<\/ul>\r\n<p>\u307e\u305f\u3001\u6700\u8fd1\u306e\u5b66\u8853\u5831\u544a\u3067\u306f\u3001Analytics \u30ec\u30dd\u30b8\u30c8\u30ea\uff08SQL\u306a\u3069\uff09\u306b\u5bfe\u3057\u3066 CI\/CD \u3092\u56de\u3059\u3053\u3068\u3067\u3001\u5206\u6790\u30b3\u30fc\u30c9\u3084\u30af\u30a8\u30ea\u306e\u54c1\u8cea\u7ba1\u7406\u3092\u884c\u3046\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3082\u63d0\u6848\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<b>4. \u7d99\u7d9a\u7684\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u904b\u7528\u3001\u305d\u3057\u3066\u30ac\u30d0\u30ca\u30f3\u30b9<\/b>\r\n<ul>\r\n\t<li><strong>\u30dd\u30a4\u30f3\u30c8<\/strong>: \u672c\u756a\u904b\u7528\u5f8c\u3082\u3001\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3084\u30e2\u30c7\u30eb\u306e\u6319\u52d5\u3092\u76e3\u8996\u3057\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u3084\u52d5\u4f5c\u306e\u5065\u5168\u6027\u3092\u7dad\u6301\u3002\u5909\u66f4\u7ba1\u7406\u3001\u30ed\u30b0\u3001\u30a2\u30e9\u30fc\u30c8\u3001\u30d0\u30fc\u30b8\u30e7\u30cb\u30f3\u30b0\u306a\u3069\u3092\u901a\u3058\u3066\u30ac\u30d0\u30ca\u30f3\u30b9\u3092\u5fb9\u5e95\u3002<\/li>\r\n\t<li><strong>\u6700\u8fd1\u306e\u91cd\u8996\u70b9<\/strong>: \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u660e\u6587\u5316\u3002\u30c7\u30fc\u30bf\u30ea\u30c6\u30e9\u30b7\u30fc\u306e\u5411\u4e0a\u3082\u9032\u307f\u3001\u500b\u4eba\u60c5\u5831\u3084\u6a5f\u5bc6\u60c5\u5831\u306e\u6271\u3044\u306b\u5bfe\u3059\u308b\u610f\u8b58\u304c\u9ad8\u307e\u3063\u3066\u3044\u308b\u3002<\/li>\r\n<\/ul>\r\n<p><!-- notionvc: 5d830912-0f45-44c9-8914-8b8de567e04a --><\/p>\n\n<h2>\u4e8b\u4f8b\u7d39\u4ecb\uff1aDataOps\u304c\u3082\u305f\u3089\u3059\u5909\u9769<\/h2>\n<p>DataOps\u306f\u3059\u3067\u306b\u69d8\u3005\u306a\u696d\u754c\u3067\u6210\u679c\u3092\u51fa\u3057\u59cb\u3081\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5206\u91ce\u3067\u6709\u52b9\u6027\u304c\u5b9f\u8a3c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<ul>\r\n\t<li><strong>\u91d1\u878d\u696d\u754c<\/strong>\uff1a\u4e0d\u6b63\u53d6\u5f15\u691c\u77e5\u3001\u30ea\u30b9\u30af\u7ba1\u7406\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u306b\u3088\u308b fraud\uff0f\u30ea\u30b9\u30af\u306e\u65e9\u671f\u767a\u898b\u3068\u5bfe\u5fdc \u2014 \u5f93\u6765\u306e\u6708\u6b21\u301c\u9031\u6b21\u306e\u30ec\u30dd\u30fc\u30c8\u304b\u3089\u3001\u307b\u307c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u610f\u601d\u6c7a\u5b9a\u3078\u306e\u79fb\u884c\u3002<\/li>\r\n\t<li><strong>\u88fd\u9020\u696d\uff0fIoT \u30bb\u30f3\u30b5\u30fc\u5fdc\u7528<\/strong>\uff1a\u5de5\u5834\u3084\u8a2d\u5099\u306e\u7a3c\u50cd\u30c7\u30fc\u30bf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u96c6\u7d04\u30fb\u89e3\u6790\u3057\u3001\u4e88\u5146\u4fdd\u5168\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u6700\u9069\u5316\u3001\u7a3c\u50cd\u52b9\u7387\u306e\u6539\u5584\u306a\u3069\u3092\u5b9f\u73fe\u3002<\/li>\r\n\t<li><strong>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\uff0f\u30ab\u30b9\u30bf\u30de\u30fc\u6226\u7565<\/strong>\uff1a\u30aa\u30f3\u30e9\u30a4\u30f3\uff0f\u30aa\u30d5\u30e9\u30a4\u30f3\u4e21\u65b9\u306e\u9867\u5ba2\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u9867\u5ba2\u884c\u52d5\u3092\u5206\u6790\u3002\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u52b9\u679c\u3092\u5373\u5ea7\u306b\u6e2c\u5b9a\u3057\u3001AB \u30c6\u30b9\u30c8\u3084\u65bd\u7b56\u6539\u5584\u3092\u9ad8\u901f\u306b\u56de\u3059\u4ed5\u7d44\u307f\u3068\u3057\u3066\u6d3b\u7528\u3002<\/li>\r\n<\/ul>\r\n<p>\u3053\u308c\u3089\u3059\u3079\u3066\u306b\u5171\u901a\u3059\u308b\u306e\u306f\u3001\u300c\u30c7\u30fc\u30bf\u306e\u8cea\u3068\u30b9\u30d4\u30fc\u30c9\u3092\u4e21\u7acb\u300d\u3057\u3001\u300c\u4fa1\u5024\u3042\u308b\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u8fc5\u901f\u306b\u5f97\u3066\u3001\u30d3\u30b8\u30cd\u30b9\u65bd\u7b56\u306b\u53cd\u6620\u3067\u304d\u308b\u300d\u4f53\u5236\u3092\u69cb\u7bc9\u3057\u305f\u70b9\u3067\u3059\u3002DataOps\u304c\u305d\u306e\u5b9f\u73fe\u3092\u652f\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p>\uff08\u6ce8\uff1a\u6700\u8fd1\u306e\u5b66\u8853\u7814\u7a76\u3067\u3082\u3001DataOps \u306e\u904b\u7528\u3092\u652f\u3048\u308b\u65b0\u305f\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3084\u624b\u6cd5\u304c\u63d0\u6848\u3055\u308c\u3066\u304a\u308a\u3001\u5fdc\u7528\u7bc4\u56f2\u306e\u62e1\u5927\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u307e\u3059\uff09<!-- notionvc: 680f38fe-3a27-4a20-9010-dcfe2e7e33b8 --><\/p>\r\n<p><!-- notionvc: 7a9596dd-d22a-49c0-87df-028eacc96192 --><\/p>\n\n<h2>DataOps\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u8ab2\u984c<\/h2>\n<b>\u30e1\u30ea\u30c3\u30c8<\/b>\r\n<ol>\r\n\t<li><strong>\u9ad8\u901f\u306a\u610f\u601d\u6c7a\u5b9a\u3068\u8fc5\u901f\u306a\u4fa1\u5024\u5275\u51fa<\/strong> \u2014 \u81ea\u52d5\u5316\u3068\u30a2\u30b8\u30e3\u30a4\u30eb\u306a\u904b\u7528\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u304b\u3089\u30d3\u30b8\u30cd\u30b9\u4fa1\u5024\u307e\u3067\u306e\u6642\u9593\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3067\u304d\u308b\u3002<\/li>\r\n\t<li><strong>\u7d44\u7e54\u9593\u9023\u643a\u306e\u5f37\u5316<\/strong> \u2014 \u30c7\u30fc\u30bf\u62c5\u5f53\u3060\u3051\u3067\u306a\u304f\u3001\u30d3\u30b8\u30cd\u30b9\u90e8\u9580\u3084\u7d4c\u55b6\u5c64\u306a\u3069\u591a\u69d8\u306a\u30b9\u30c6\u30fc\u30af\u30db\u30eb\u30c0\u30fc\u3068\u306e\u5354\u8abf\u304c\u9032\u307f\u3001\u30c7\u30fc\u30bf\u6d3b\u7528\u3068\u30d3\u30b8\u30cd\u30b9\u76ee\u6a19\u306e\u6574\u5408\u6027\u304c\u9ad8\u307e\u308b\u3002<\/li>\r\n\t<li><strong>\u30c7\u30fc\u30bf\u54c1\u8cea\u3068\u4fe1\u983c\u6027\u306e\u5411\u4e0a<\/strong> \u2014 \u7d99\u7d9a\u7684\u306a\u30c6\u30b9\u30c8\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3001\u30ac\u30d0\u30ca\u30f3\u30b9\u3092\u901a\u3058\u3066\u3001\u5206\u6790\u306b\u4f7f\u3046\u30c7\u30fc\u30bf\u306e\u4fe1\u983c\u6027\u304c\u4fdd\u305f\u308c\u308b\u3002<\/li>\r\n\t<li><strong>\u30b3\u30b9\u30c8\u52b9\u7387\u304a\u3088\u3073\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong> \u2014 \u81ea\u52d5\u5316\u3068\u7d71\u4e00\u5316\u3055\u308c\u305f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u30fb\u904b\u7528\u30b3\u30b9\u30c8\u3092\u6291\u3048\u3064\u3064\u3001\u30b9\u30b1\u30fc\u30eb\u306b\u3082\u5bfe\u5fdc\u53ef\u80fd\u3002<\/li>\r\n<\/ol>\r\n<b>\u8ab2\u984c\uff0f\u6ce8\u610f\u70b9<\/b>\r\n<ol>\r\n\t<li><strong>\u521d\u671f\u5c0e\u5165\u30b3\u30b9\u30c8\u3068\u5c02\u9580\u4eba\u6750\u306e\u78ba\u4fdd<\/strong> \u2014 \u65b0\u305f\u306a\u30c4\u30fc\u30eb\u9078\u5b9a\u3001\u30a4\u30f3\u30d5\u30e9\u6574\u5099\u3001\u904b\u7528\u4f53\u5236\u306e\u69cb\u7bc9\u306b\u306f\u30b3\u30b9\u30c8\u3068\u52b4\u529b\u304c\u5fc5\u8981\u3002\u307e\u305f\u3001DataOps\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u904b\u7528\u62c5\u5f53\u8005\u3001\u30ac\u30d0\u30ca\u30f3\u30b9\u62c5\u5f53\u8005\u306e\u78ba\u4fdd\u304c\u96e3\u3057\u3044\u5834\u5408\u3082\u3042\u308b\u3002<\/li>\r\n\t<li><strong>\u7d44\u7e54\u6587\u5316\u30fb\u4f53\u5236\u306e\u5909\u9769\u306e\u5fc5\u8981\u6027<\/strong> \u2014 \u90e8\u9580\u9593\u306e\u30b5\u30a4\u30ed\u3092\u58ca\u3057\u3001\u5354\u529b\u4f53\u5236\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u8a55\u4fa1\u5236\u5ea6\u3084\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u306e\u898b\u76f4\u3057\u3001\u30e1\u30f3\u30d0\u30fc\u306e\u610f\u8b58\u6539\u9769\u306a\u3069\u3001\u7d44\u7e54\u6587\u5316\u306e\u6d78\u900f\u304c\u4e0d\u53ef\u6b20\u3002<\/li>\r\n\t<li><strong>\u8907\u96d1\u306a\u30a4\u30f3\u30d5\u30e9\u30fb\u904b\u7528\u74b0\u5883\u3078\u306e\u5bfe\u5fdc<\/strong> \u2014 \u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u74b0\u5883\u3001\u30a8\u30c3\u30b8\u542b\u3080\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u7d71\u5408\u7ba1\u7406\u3059\u308b\u306b\u306f\u3001\u9ad8\u5ea6\u306a\u30a4\u30f3\u30d5\u30e9\u8a2d\u8a08\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\uff0f\u30ac\u30d0\u30ca\u30f3\u30b9\u4f53\u5236\u304c\u6c42\u3081\u3089\u308c\u308b\u3002<\/li>\r\n\t<li><strong>\u7d99\u7d9a\u7684\u306a\u904b\u7528\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306e\u5fc5\u8981\u6027<\/strong> \u2014 \u4e00\u5ea6\u69cb\u7bc9\u3059\u308c\u3070\u7d42\u308f\u308a\u3001\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u5909\u52d5\u3084\u65b0\u3057\u3044\u5206\u6790\u30cb\u30fc\u30ba\u3078\u306e\u5bfe\u5fdc\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306a\u3069\u3001\u7d99\u7d9a\u7684\u306a\u904b\u7528\u304c\u524d\u63d0\u3002<\/li>\r\n<\/ol>\r\n<p>\u307e\u305f\u3001\u6700\u8fd1\u3067\u306f <strong>\u30c7\u30fc\u30bf\u30ea\u30c6\u30e9\u30b7\u30fc\u5411\u4e0a<\/strong> \u3084 <strong>\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\uff0f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/strong> \u3092\u8e0f\u307e\u3048\u305f\u904b\u7528\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3001\u3068\u3044\u3046\u6307\u6458\u3082\u3042\u308a\u307e\u3059\u3002\u7279\u306b\u500b\u4eba\u60c5\u5831\u3084\u6a5f\u5bc6\u60c5\u5831\u3092\u6271\u3046\u969b\u306f\u3001\u614e\u91cd\u306a\u8a2d\u8a08\u3068\u7ba1\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002<!-- notionvc: f2d14290-ccd1-413b-bfdf-df1320436b88 --><\/p>\r\n<p><!-- notionvc: 018bdf62-bcee-4aa1-a0df-c18c453fb1d4 --><\/p>\n\n<h2>\u5b9f\u8df5\u30ac\u30a4\u30c9\uff1aDataOps\u3092\u6210\u529f\u306b\u5c0e\u304f\u30b9\u30c6\u30c3\u30d7<\/h2>\n<p>DataOps\u3092\u81ea\u793e\u3067\u5b9a\u7740\u3055\u305b\u308b\u305f\u3081\u306e\u5177\u4f53\u7684\u306a\u30b9\u30c6\u30c3\u30d7\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\r\n<ol>\r\n\t<li><strong>\u5c0f\u3055\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304b\u3089\u59cb\u3081\u308b<\/strong> \u2014 \u3044\u304d\u306a\u308a\u5168\u793e\u5c0e\u5165\u305b\u305a\u3001\u7279\u5b9a\u306e\u90e8\u9580\u3084\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u30d1\u30a4\u30ed\u30c3\u30c8\u3092\u5b9f\u65bd\u3057\u3001\u5b9f\u7e3e\u3068\u30ce\u30a6\u30cf\u30a6\u3092\u7a4d\u3080\u3002<\/li>\r\n\t<li><strong>\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3068\u81ea\u52d5\u5316\u306e\u6574\u5099<\/strong> \u2014 \u30c7\u30fc\u30bf\u53ce\u96c6\u3001\u5909\u63db\u3001\u30c6\u30b9\u30c8\u3001\u914d\u4fe1\u307e\u3067\u306e\u6d41\u308c\u3092\u81ea\u52d5\u5316\u3002\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3084 CI\/CD \u3092\u5c0e\u5165\u3002<\/li>\r\n\t<li><strong>\u6a2a\u65ad\u7684\u306a\u7d44\u7e54\u4f53\u5236\u306e\u69cb\u7bc9\u3068\u6559\u80b2<\/strong> \u2014 \u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u30a2\u30ca\u30ea\u30b9\u30c8\u3001\u30d3\u30b8\u30cd\u30b9\u62c5\u5f53\u3001\u904b\u7528\u62c5\u5f53\u306a\u3069\u3092\u542b\u3080\u30c1\u30fc\u30e0\u3092\u7de8\u6210\u3057\u3001\u5171\u901a\u8a00\u8a9e\u3068\u8a8d\u8b58\u3092\u80b2\u3066\u308b\u3002\u30c7\u30fc\u30bf\u30ea\u30c6\u30e9\u30b7\u30fc\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\u610f\u8b58\u306e\u6559\u80b2\u3082\u91cd\u8981\u3002<\/li>\r\n\t<li><strong>\u7d99\u7d9a\u7684\u306a\u904b\u7528\u4f53\u5236\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u78ba\u7acb<\/strong> \u2014 \u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u30ed\u30b0\u7ba1\u7406\u3001\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\uff0f\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u5bfe\u5fdc\u3092\u542b\u3081\u305f\u5b89\u5b9a\u904b\u7528\u3092\u8a2d\u8a08\u3002<\/li>\r\n\t<li><strong>\u30a4\u30f3\u30d5\u30e9\u74b0\u5883\u306e\u6574\u5099\u3068\u62e1\u5f35\u6027\u306e\u78ba\u4fdd<\/strong> \u2014 \u30af\u30e9\u30a6\u30c9\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3001\u30a8\u30c3\u30b8\u306a\u3069\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u67d4\u8edf\u306a\u30a4\u30f3\u30d5\u30e9\u3092\u8a2d\u8a08\u3002\u5c06\u6765\u7684\u306a\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u898b\u636e\u3048\u308b\u3002<\/li>\r\n<\/ol>\r\n<p><!-- notionvc: afab151d-4ba2-49a2-bd2d-12db26040efb --><\/p>\n\n<h2>\u672a\u6765\u5c55\u671b\uff1aDataOps\u304c\u63cf\u304f5\u5e74\u5f8c\u300110\u5e74\u5f8c<\/h2>\n<b>AI\u30fbMLOps\u3068\u306e\u3055\u3089\u306a\u308b\u7d71\u5408<\/b>\r\n<p>\u4eca\u5f8c\u3001AI\uff0f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u6d3b\u7528\u304c\u4e00\u5c64\u9032\u3080\u4e2d\u3001DataOps\u3068 MLOps 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