{"id":736467,"date":"2022-11-04T11:00:26","date_gmt":"2022-11-04T11:00:26","guid":{"rendered":"https:\/\/www.questionpro.com\/blog\/%e3%83%87%e3%83%bc%e3%82%bf%e3%83%95%e3%82%a1%e3%83%96%e3%83%aa%e3%83%83%e3%82%af%e3%80%82%e3%83%87%e3%83%bc%e3%82%bf%e3%83%95%e3%82%a1%e3%83%96%e3%83%aa%e3%83%83%e3%82%af%e3%81%a8%e3%81%af%e4%bd%95\/"},"modified":"2023-06-20T22:35:21","modified_gmt":"2023-06-20T22:35:21","slug":"%e3%83%87%e3%83%bc%e3%82%bf%e3%83%95%e3%82%a1%e3%83%96%e3%83%aa%e3%83%83%e3%82%af%e3%80%82%e3%83%87%e3%83%bc%e3%82%bf%e3%83%95%e3%82%a1%e3%83%96%e3%83%aa%e3%83%83%e3%82%af%e3%81%a8%e3%81%af%e4%bd%95","status":"publish","type":"post","link":"https:\/\/www.questionpro.com\/blog\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%83%95%e3%82%a1%e3%83%96%e3%83%aa%e3%83%83%e3%82%af%e3%80%82%e3%83%87%e3%83%bc%e3%82%bf%e3%83%95%e3%82%a1%e3%83%96%e3%83%aa%e3%83%83%e3%82%af%e3%81%a8%e3%81%af%e4%bd%95\/","title":{"rendered":"\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u3002\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u3068\u306f\u4f55\u304b\u3001\u305d\u306e\u30d2\u30f3\u30c8\u3068\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9"},"content":{"rendered":"<p><b>\u30ac\u30fc\u30c8\u30ca\u30fc<\/b><span style=\"font-weight: 400;\"> \u306f\u3001\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u76e3\u8996\u3068\u7ba1\u7406\u3092\u652f\u63f4\u3059\u308b\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u3092\u547d\u540d\u3057\u307e\u3057\u305f\u3002 \u4f01\u696d\u304c\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ea\u3092\u6d3b\u7528\u3057\u3001\u30c7\u30fc\u30bf\u304c\u3088\u308a\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306b\u306a\u308b\u306b\u3064\u308c\u3001\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306a\u7d44\u7e54\u306b\u306a\u308b\u3053\u3068\u306f\u3001\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u56f0\u96e3\u306a\u3082\u306e\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4f01\u696d\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u304a\u3088\u3073\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u6280\u8853\u306e\u958b\u767a\u30c8\u30c3\u30d710\u306e\u3046\u3061\u3001\u5305\u62ec\u7684\u306a\u6226\u7565\u3092\u5fc5\u8981\u3068\u3057\u3066\u3044\u307e\u3059\u3002 \u8907\u6570\u306e\u30bd\u30fc\u30b9\u3084\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3001\u7d71\u4e00\u3055\u308c\u305f\u4eee\u60f3\u30bd\u30fc\u30b9\u3092\u5f62\u6210\u3059\u308b\u3002 \u3053\u306e\u3088\u3046\u306b\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u5834\u6240\u3092\u554f\u308f\u305a\u3001\u5206\u6563\u3057\u305f\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3078\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30a2\u30af\u30bb\u30b9\u3084\u30c7\u30fc\u30bf\u4ea4\u63db\u3092\u53ef\u80fd\u306b\u3059\u308b\u306e\u304c\u3001\u3053\u306e\u7d71\u5408\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u3068\u306f\u4f55\u304b\u3001\u305d\u306e\u91cd\u8981\u6027\u3001\u30d2\u30f3\u30c8\u3001\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<div class=\"tags-wrap\">\n<p class=\"content-index\" style=\"margin-top: 0;\">\u30b3\u30f3\u30c6\u30f3\u30c4\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/p>\n<ol style=\"font-weight: 400; margin: 0 30px; line-height: 22px;\">\n<li><a href=\"#what_is_a_data_fabric?\">\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/a><\/li>\n<li><a href=\"#importance_of_data_fabric\">\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u306e\u91cd\u8981\u6027<\/a><\/li>\n<li><a href=\"#tips_and_best_practices\">\u30d2\u30f3\u30c8\u3068\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/a><\/li>\n<li><a href=\"#conclusion\">\u7d50\u8ad6<\/a><\/li>\n<\/ol>\n<\/div>\n<h2 id=\"what_is_a_data_fabric?\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u3068\u306f\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u306a\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u306b\u304a\u3044\u3066\u3001\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3057\u3066\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306b\u4e00\u8cab\u3057\u305f\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u7d71\u5408\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u3053\u3068\u3067\u3059\u3002 \u3053\u306e\u7d71\u5408\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u306e\u305f\u3081\u306e\u4e00\u8cab\u3057\u305f\u65b9\u6cd5\u3092\u78ba\u7acb\u3059\u308b\u3053\u3068\u3067\u3001\u53ef\u8996\u6027\u3001\u30a2\u30af\u30bb\u30b9\u3001\u304a\u3088\u3073\u5236\u5fa1\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002 \u6700\u3082\u91cd\u8981\u306a\u3053\u3068\u306f\u3001\u74b0\u5883\u5168\u4f53\u306b\u4e00\u8cab\u6027\u3092\u6301\u305f\u305b\u3001\u3069\u3053\u3067\u3082\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u30fb\u5171\u6709\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u306e\u7d71\u5408\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u591a\u304f\u306e\u4f01\u696d\u306b\u3068\u3063\u3066\u751f\u30c7\u30fc\u30bf\u3092\u5b9f\u7528\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306b\u5909\u63db\u3059\u308b\u305f\u3081\u306e\u4e3b\u8981\u306a\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002 \u7279\u306bAI\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u5229\u7528\u306b\u304a\u3044\u3066\u3001\u5206\u6790\u3092\u3088\u308a\u8eab\u8fd1\u306a\u3082\u306e\u306b\u3057\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u7ba1\u7406\u306e\u624b\u9593\u3092\u6700\u592770\uff05\u524a\u6e1b\u3067\u304d\u308b\u3053\u3068\u304b\u3089\u3001\u30ac\u30fc\u30c8\u30ca\u30fc\u793e\u306f2022\u5e74\u306e\u6226\u7565\u7684\u6280\u8853\u30c8\u30ec\u30f3\u30c9\u306e\u30c8\u30c3\u30d7\u3068\u3057\u3066\u9078\u51fa\u3057\u307e\u3057\u305f\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4f01\u696d\u306f\u3001\u30c7\u30fc\u30bf\u30921\u30ab\u6240\u306b\u96c6\u7d04\u3059\u308b\u305f\u3081\u306b\u983b\u7e41\u306b\u30c7\u30fc\u30bf\u3092\u30b3\u30d4\u30fc\u3057\u307e\u3059\u304c\u3001\u3053\u308c\u306b\u306f\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u3001\u30c7\u30fc\u30bf\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u901a\u3058\u3066\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3084\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u554f\u984c\u3092\u5f15\u304d\u8d77\u3053\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002 \u3057\u304b\u3057\u3001\u305d\u306e\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u306b\u306f\u3001\u307e\u3060\u6b63\u5f53\u306a\u7406\u7531\u304c\u3042\u308a\u307e\u3059\u3002 \u591a\u304f\u306e\u4f01\u696d\u306f\u3001\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u3092\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u4e0a\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u63a1\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4ee5\u4e0b\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u65e2\u5b58\u30c7\u30fc\u30bf\u3078\u306e\u30a2\u30af\u30bb\u30b9<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3059\u308b\u3002<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u79fb\u52d5\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3059\u308b\u3002<\/span><\/li>\n<\/ul>\n<h2 id=\"importance_of_data_fabric\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u306e\u91cd\u8981\u6027<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u306e\u5236\u9650\uff08\u5fc5\u8981\u306a\u4eba\u304c\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u306a\u3044\uff09\u3084\u30c7\u30fc\u30bf\u7d71\u5408\u306e\u8907\u96d1\u3055\u306a\u3069\u306e\u554f\u984c\u306b\u3088\u308a\u3001\u7d44\u7e54\u306f\u30c7\u30fc\u30bf\u3092\u5b8c\u5168\u306b\u6d3b\u7528\u3057\u3001\u305d\u306e\u4fa1\u5024\u3092\u6700\u5927\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u306f\u3001\u666e\u904d\u7684\u306a\u5909\u63db\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u63a5\u7d9a\u6027\u306a\u3069\u306e\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u306f\u3082\u306f\u3084\u9069\u5207\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002 \u591a\u304f\u306e\u4f01\u696d\u306f\u3001\u69d8\u3005\u306a\u30bd\u30fc\u30b9\u304b\u3089\u306e\u7d44\u7e54\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u7d71\u5408\u3057\u3001\u5909\u63db\u3059\u308b\u305f\u3081\u306e\u652f\u63f4\u3092\u5fc5\u8981\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u3069\u3053\u306b\u3044\u3066\u3082\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u306b\u3059\u3050\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u53ef\u8996\u5316\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002 \u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u30c7\u30fc\u30bf\u30e9\u30f3\u30c9\u30b9\u30b1\u30fc\u30d7\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u7ba1\u7406\u306f\u3001\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u3088\u308a\u30b7\u30f3\u30d7\u30eb\u306b\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n<h2 id=\"tips_and_best_practices\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u30d2\u30f3\u30c8\u3068\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u304c\u9069\u5207\u306b\u7ba1\u7406\u3055\u308c\u3066\u3044\u308c\u3070\u3001\u30d3\u30b8\u30cd\u30b9\u3001\u904b\u7528\u3001\u6280\u8853\u306e\u5404\u30e1\u30bf\u30c7\u30fc\u30bf\u306f\u7a4d\u6975\u7684\u306b\u7ba1\u7406\u3055\u308c\u308b\u3079\u304d\u3067\u3059\u3002 \u305d\u306e\u305f\u3081\u306b\u306f\u3001\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3068\u30d3\u30b8\u30cd\u30b9\u30ec\u30ad\u30b7\u30b3\u30f3\u304c\u5168\u793e\u54e1\u306b\u884c\u304d\u6e21\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u7d44\u7e54\u5185\u306e\u8ab0\u3082\u304c\u3001\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3057\u306a\u304c\u3089\u3001\u305d\u306e\u77e5\u8b58\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u3059\u3079\u3066\u306e\u30aa\u30ea\u30b8\u30f3\u30bd\u30fc\u30b9\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u3001\u9069\u5ea6\u306a\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\u3092\u8a31\u5bb9\u3059\u308b\u901f\u5ea6\u3067\u53d6\u308a\u8fbc\u3080\u305f\u3081\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3092\u7acb\u3066\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308b\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u3053\u3053\u3067\u306f\u3001\u305d\u306e\u30b3\u30c4\u3068\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">DataOps\u306e\u30d7\u30ed\u30bb\u30b9\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3059\u308b\u3002<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">DataOps\u3068\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u306e\u30b3\u30f3\u30bb\u30d7\u30c8\u306f\u7570\u306a\u308a\u307e\u3059\u304c\u3001DataOps\u306f\u91cd\u8981\u306a\u5b9f\u73fe\u624b\u6bb5\u3068\u306a\u308a\u5f97\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30d7\u30ed\u30bb\u30b9\u3001\u30c4\u30fc\u30eb\u3001\u305d\u3057\u3066\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5229\u7528\u3059\u308b\u4eba\u3005\u306f\u3001DataOps\u30d7\u30ed\u30bb\u30b9\u306e\u30e2\u30c7\u30eb\u306b\u3088\u308c\u3070\u3001\u3059\u3079\u3066\u5bc6\u63a5\u306b\u95a2\u9023\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u7d99\u7d9a\u7684\u306b\u30c7\u30fc\u30bf\u306b\u4f9d\u5b58\u3057\u3001\u81ea\u7531\u306b\u4f7f\u3048\u308b\u30c4\u30fc\u30eb\u3092\u6709\u610f\u7fa9\u306b\u6d3b\u7528\u3057\u3001\u6d1e\u5bdf\u3092\u696d\u52d9\u6539\u5584\u306b\u751f\u304b\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306a\u7acb\u5834\u306b\u3042\u308a\u307e\u3059\u3002 \u3053\u306e\u30e2\u30c7\u30eb\u3068\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30c7\u30b6\u30a4\u30f3\u306f\u3001\u8abf\u548c\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002 \u30e6\u30fc\u30b6\u30fc\u306f\u3001DataOps\u306e\u30d7\u30ed\u30bb\u30b9\u30e2\u30c7\u30eb\u3068DataOps\u306e\u614b\u5ea6\u304c\u5fc5\u8981\u3067\u3059\u3002<\/span><\/p>\n<ol start=\"2\">\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">\u307e\u305f\u65b0\u305f\u306a\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3092\u4f5c\u3089\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u3092\u69cb\u7bc9\u3059\u308b\u969b\u3001\u4e00\u822c\u7684\u306b\u554f\u984c\u3068\u306a\u308b\u306e\u306f\u3001\u5358\u306a\u308b\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u3053\u3068\u3067\u3059\u3002 <\/span><b>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af<\/b><span style=\"font-weight: 400;\">. \u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3001\u5206\u6790\u3001BI\u6280\u8853\u3001\u30c7\u30fc\u30bf\u30c8\u30e9\u30f3\u30b8\u30c3\u30c8\u3001\u30c7\u30fc\u30bf\u6d88\u8cbb\u3068\u3044\u3063\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u69cb\u6210\u8981\u7d20\u304c\u63c3\u3063\u3066\u3044\u3066\u3082\u3001API\u3084SDK\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308c\u3070\u3001\u305d\u308c\u306f\u672c\u7269\u306e\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u300d\u3068\u3044\u3046\u8a00\u8449\u306f\u3001\u7279\u5b9a\u306e\u6280\u8853\u3067\u306f\u306a\u304f\u3001\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u306e\u8a2d\u8a08\u3092\u610f\u5473\u3059\u308b\u3002 \u3053\u306e\u8a2d\u8a08\u306e\u7279\u5fb4\u306f\u3001\u90e8\u54c1\u306e\u76f8\u4e92\u904b\u7528\u6027\u3068\u7d71\u5408\u306e\u6e96\u5099\u306b\u3042\u308a\u307e\u3059\u3002 \u305d\u306e\u7d50\u679c\u3001\u4f01\u696d\u306f\u63a5\u7d9a\u5c64\u3001\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30c7\u30fc\u30bf\u4f1d\u9001\u3001\u305d\u3057\u3066\u65b0\u305f\u306b\u63a5\u7d9a\u3055\u308c\u305f\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3078\u306e\u81ea\u52d5\u7684\u306a\u30a4\u30f3\u30b5\u30a4\u30c8\u914d\u4fe1\u3092\u512a\u5148\u3055\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<ol start=\"3\">\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">\u898f\u5236\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u7fa9\u52d9\u3092\u8a8d\u8b58\u3059\u308b\u3002<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">\u30c7\u30fc\u30bf\u306f\u5e45\u5e83\u304f\u904b\u7528\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u306e\u8a2d\u8a08\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001<a href=\"https:\/\/www.questionpro.com\/real-time-governance\/\">\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30ac\u30d0\u30ca\u30f3\u30b9<\/a>\u3001\u898f\u5236\u9075\u5b88\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u304c\u8907\u6570\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u5206\u6563\u3057\u3066\u3044\u306a\u3044\u3002 \u305d\u306e\u305f\u3081\u3001\u6a5f\u5bc6\u60c5\u5831\u304c\u6d41\u51fa\u3059\u308b\u53ef\u80fd\u6027\u306f\u4f4e\u304f\u306a\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 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aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">\u30b0\u30e9\u30d5\u89e3\u6790\u3067\u76f8\u4e92\u95a2\u4fc2\u3092\u8abf\u3079\u308b\u3002<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">\u30b0\u30e9\u30d5\u89e3\u6790\u306f\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u3068\u30c7\u30fc\u30bf\u306e\u95a2\u4fc2\u3092\u793a\u3059\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4ee3\u308f\u308b\u3001\u3088\u308a\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u624b\u6cd5\u3092\u63d0\u4f9b\u3059\u308b\u3002 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400;\">\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306b\u4e0d\u53ef\u6b20\u306a\u6a5f\u80fd\u306f\u3001\u7d71\u5408\u306b\u5229\u7528\u3067\u304d\u308b\u30b3\u30fc\u30c9\u3092\u81ea\u52d5\u7684\u306b\u751f\u6210\u3059\u308b\u30cd\u30a4\u30c6\u30a3\u30d6\u30b3\u30fc\u30c9\u751f\u6210\u3067\u3059\u3002 \u5165\u529b\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3057\u306a\u304c\u3089\u3067\u3082\u3001Spark\u3001SQL\u3001Java\u306a\u3069\u8907\u6570\u306e\u8a00\u8a9e\u3067\u6700\u9069\u306a\u30b3\u30fc\u30c9\u3092\u30cd\u30a4\u30c6\u30a3\u30d6\u306b\u751f\u6210\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">IT\u62c5\u5f53\u8005\u306f\u3053\u306e\u30b3\u30fc\u30c9\u3092\u4f7f\u3063\u3066\u3001API\u3084SDK\u304c\u307e\u3060\u5fc5\u8981\u306a\u65b0\u30b7\u30b9\u30c6\u30e0\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u3053\u306e\u65b9\u6cd5\u3067\u3042\u308c\u3070\u3001\u9ad8\u984d\u306a\u7d71\u5408\u30b3\u30b9\u30c8\u3084\u6295\u8cc7\u3092\u5fc3\u914d\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30b7\u30b9\u30c6\u30e0\u3092\u8fc5\u901f\u304b\u3064\u5bb9\u6613\u306b\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u307e\u305f\u3001\u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u52a0\u901f\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002 \u30cd\u30a4\u30c6\u30a3\u30d6\u30b3\u30fc\u30c9\u751f\u6210\u306f\u3001\u65e2\u6210\u306e\u30b3\u30cd\u30af\u30bf\u30fc\u3068\u4e00\u7dd2\u306b\u6a5f\u80fd\u3055\u305b\u306a\u3044\u3068\u4f7f\u3044\u52dd\u624b\u304c\u60aa\u3044\u3053\u3068\u3092\u5fd8\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<ol start=\"8\">\n<li style=\"font-weight: 400;\" aria-level=\"1\">\n<h3><span style=\"font-weight: 400;\">\u30a8\u30c3\u30b8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u3092\u5f37\u5316<\/span><\/h3>\n<\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">\u4f01\u696d\u306f\u3001\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30a8\u30c3\u30b8\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306b\u9069\u5fdc\u3055\u305b\u308b\u3053\u3068\u3067\u3001IoT\u30c7\u30d0\u30a4\u30b9\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u30a8\u30c3\u30b8\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u306f\u3001\u30a8\u30c3\u30b8\u30c4\u30fc\u30af\u30e9\u30a6\u30c9\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u3068\u547c\u3070\u308c\u3001\u7279\u306bIoT\u306e\u5c55\u958b\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u306b\u4f5c\u3089\u308c\u305f\u3082\u306e\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u306b\u95a2\u9023\u3059\u308b\u91cd\u8981\u306a\u30bf\u30b9\u30af\u3092\u4e2d\u592e\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u3001\u5206\u6563\u3057\u3066\u3044\u308b\u304c\u5bc6\u63a5\u306b\u30ea\u30f3\u30af\u3057\u3066\u3044\u308b\u5225\u306e\u30a8\u30c3\u30b8\u30ec\u30a4\u30e4\u30fc\u306b\u79fb\u884c\u3059\u308b\u306e\u3060\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u4f8b\u3048\u3070\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u5de5\u5834\u3067\u306f\u3001\u30a8\u30c3\u30b8\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u3092\u4f7f\u7528\u3057\u3066\u3001\u8ca8\u7269\u30b3\u30f3\u30c6\u30ca\u306e\u91cd\u91cf\u3092\uff08\u4e2d\u592e\u306e\u30af\u30e9\u30a6\u30c9\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u3053\u3068\u306a\u304f\uff09\u81ea\u52d5\u7684\u306b\u5224\u65ad\u3057\u3001\u624b\u9806\u306e\u9078\u629e\u3092\u958b\u59cb\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u5f93\u6765\u306e\u4e2d\u592e\u96c6\u6a29\u578b\u3067\u306f\u5b9f\u73fe\u3067\u304d\u306a\u304b\u3063\u305f\u81ea\u52d5\u7684\u306a\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u5bb9\u6613\u306b\u3057\u3001\u610f\u601d\u6c7a\u5b9a\u3092\u8fc5\u901f\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002  <\/span><b>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af<\/b><span style=\"font-weight: 400;\">\u30d1\u30e9\u30c0\u30a4\u30e0\u3092<\/span><\/p>\n<h2 id=\"conclusion\" class=\"blankurl\"><span style=\"font-weight: 400;\">\u7d50\u8ad6<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u9593\u3067\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30c7\u30fc\u30bf\u3092\u8ee2\u9001\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u7269\u7406\u30fb\u4eee\u60f3\u30ea\u30bd\u30fc\u30b9\u306b\u307e\u305f\u304c\u308b\u30ea\u30bd\u30fc\u30b9\u3084\u8a2d\u5b9a\u3092\u4e00\u5143\u7684\u306b\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u7528\u3044\u3089\u308c\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u7ba1\u7406\u91cf\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 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400;\">\u3042\u3089\u3086\u308b\u30c6\u30fc\u30de\u3068\u696d\u754c\u306b\u5bfe\u5fdc\u3059\u308b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308bQuestionPro\u306f\u3001\u5358\u306a\u308b\u8abf\u67fb\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306b\u3068\u3069\u307e\u308a\u307e\u305b\u3093\u3002 \u307e\u305f\u3001\u30ea\u30b5\u30fc\u30c1\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u300cInsightsHub\u300d\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u30c7\u30fc\u30bf\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30b5\u30fc\u30d3\u30b9\u3082\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u4f5c\u6210\u3067\u304a\u56f0\u308a\u306e\u65b9\u306f\u3001QuestionPro\u30c1\u30fc\u30e0\u307e\u3067\u3054\u9023\u7d61\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<p style=\"text-align: center;\"><a href=\"https:\/\/www.questionpro.com\/insightshub\/\" target=\"_blank\" 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