{"id":44194,"date":"2024-12-13T11:25:47","date_gmt":"2024-12-13T11:25:47","guid":{"rendered":"https:\/\/www.carmatec.com\/?p=44194"},"modified":"2025-12-31T09:11:47","modified_gmt":"2025-12-31T09:11:47","slug":"%e6%9c%80%e3%82%82%e4%ba%ba%e6%b0%97%e3%81%ae%e3%81%82%e3%82%8b%e3%83%93%e3%83%83%e3%82%b0%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90%e3%83%84%e3%83%bc%e3%83%ab15%e9%81%b8","status":"publish","type":"post","link":"https:\/\/www.carmatec.com\/ja\/blog\/15-most-popular-big-data-analytics-tools\/","title":{"rendered":"2026\u5e74\u306b\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb15\u9078"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"44194\" class=\"elementor elementor-44194\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3610948 e-flex e-con-boxed e-con e-parent\" data-id=\"3610948\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9de8092 elementor-widget elementor-widget-text-editor\" data-id=\"9de8092\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>2025\u5e74\u3001\u4f01\u696d\u3084\u7d44\u7e54\u306f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u529b\u3092\u6d3b\u7528\u3057\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u63a8\u9032\u3001\u52b9\u7387\u6027\u306e\u5411\u4e0a\u3001\u7af6\u4e89\u529b\u306e\u7372\u5f97\u3092\u76ee\u6307\u3057\u7d9a\u3051\u3066\u3044\u308b\u3002\u30c7\u30fc\u30bf\u306e\u91cf\u3068\u7a2e\u985e\u304c\u5897\u3048\u7d9a\u3051\u308b\u4e2d\u3001\u9069\u5207\u306a\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30fb\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u30012025\u5e74\u306b\u6ce2\u53ca\u3059\u308b\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b15\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u306e\u5305\u62ec\u7684\u306a\u30ea\u30b9\u30c8\u3092\u7d39\u4ecb\u3057\u307e\u3059\uff1a<\/p><h2><strong>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u3068\u306f\u4f55\u304b\uff1f<\/strong><\/h2><p>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u3068\u306f\u3001\u4e00\u822c\u7684\u306b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3068\u547c\u3070\u308c\u308b\u5927\u898f\u6a21\u3067\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8abf\u67fb\u3057\u3001\u96a0\u308c\u305f\u30d1\u30bf\u30fc\u30f3\u3084\u76f8\u95a2\u95a2\u4fc2\u3001\u30c8\u30ec\u30f3\u30c9\u3001\u305d\u306e\u4ed6\u306e\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u6307\u3059\u3002\u4f01\u696d\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u3001\u30bb\u30f3\u30b5\u30fc\u3001\u305d\u306e\u4ed6\u306e\u30bd\u30fc\u30b9\u304b\u3089\u751f\u6210\u3055\u308c\u305f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u30fb\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u3001\u9ad8\u5ea6\u306a\u5206\u6790\u6280\u8853\u3001\u30c4\u30fc\u30eb\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p><p>\u3053\u306e\u5206\u91ce\u306f\u7d71\u8a08\u5206\u6790\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u3082\u306e\u3067\u3042\u308b\u3001 <u><a href=\"https:\/\/www.carmatec.com\/ja\/%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e9%96%8b%e7%99%ba%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9\/\">\u6a5f\u68b0\u5b66\u7fd2<\/a><\/u>\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3001\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u3088\u308a\u3001\u4fa1\u5024\u3042\u308b\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3001\u4f01\u696d\u3084\u7d44\u7e54\u304c\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p><h5><strong>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u306e\u4e3b\u306a\u7279\u5fb4<\/strong><\/h5><ol><li><strong>\u30dc\u30ea\u30e5\u30fc\u30e0<\/strong>:\u69d8\u3005\u306a\u30bd\u30fc\u30b9\u304b\u3089\u306e\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046\u3002<\/li><li><strong>\u901f\u5ea6<\/strong>:\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u307e\u305f\u306f\u307b\u307c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u5206\u6790\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u51e6\u7406\u3057\u307e\u3059\u3002<\/li><li><strong>\u30d0\u30e9\u30a8\u30c6\u30a3<\/strong>:\u69cb\u9020\u5316\u3001\u534a\u69cb\u9020\u5316\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u6271\u3046\u3002<\/li><li><strong>\u4fa1\u5024<\/strong>:\u610f\u601d\u6c7a\u5b9a\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u610f\u5473\u306e\u3042\u308b\u6d1e\u5bdf\u3092\u5c0e\u304d\u51fa\u3059\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u304f\u3002<\/li><\/ol><h5><strong>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5fdc\u7528<\/strong><\/h5><ol><li><strong>\u5065\u5eb7\u7ba1\u7406<\/strong>:\u60a3\u8005\u30b1\u30a2\u3068\u75be\u75c5\u4e88\u9632\u306e\u305f\u3081\u306e\u4e88\u6e2c\u5206\u6790\u3002<\/li><li><strong>\u5c0f\u58f2\u308a<\/strong>:\u9867\u5ba2\u4f53\u9a13\u306e\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3068\u5728\u5eab\u306e\u6700\u9069\u5316<\/li><li><strong>\u30d5\u30a1\u30a4\u30ca\u30f3\u30b9<\/strong>:\u4e0d\u6b63\u691c\u77e5\u3068\u30ea\u30b9\u30af\u7ba1\u7406<\/li><li><strong>\u88fd\u9020\u696d<\/strong>:\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u306e\u52b9\u7387\u5316\u3068\u54c1\u8cea\u7ba1\u7406\u306e\u5f37\u5316<\/li><li><strong>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0<\/strong>:\u9867\u5ba2\u884c\u52d5\u3068\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u52b9\u679c\u306e\u4e88\u6e2c<\/li><\/ol><h3><strong>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u306e\u91cd\u8981\u6027<\/strong><\/h3><p>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u306f\u3001\u81a8\u5927\u3067\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30d1\u30ef\u30fc\u3092\u6d3b\u7528\u3059\u308b\u4e0a\u3067\u6975\u3081\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u3002\u4f01\u696d\u3084\u7d44\u7e54\u304c\u307e\u3059\u307e\u3059\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u3088\u3046\u306b\u306a\u308b\u4e2d\u3001\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u3001\u52b9\u679c\u7684\u306b\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3001\u5206\u6790\u3057\u3001\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u304c\u4e0d\u53ef\u6b20\u306a\u7406\u7531\u3092\u8aac\u660e\u3057\u307e\u3059\uff1a<\/p><p><strong>1.\u610f\u601d\u6c7a\u5b9a\u306e\u5f37\u5316<\/strong><\/p><ul><li><strong>\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u6226\u7565<\/strong>:\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u4e8b\u5b9f\u3068\u30c8\u30ec\u30f3\u30c9\u306b\u88cf\u6253\u3061\u3055\u308c\u305f\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/li><li><strong>\u4e88\u6e2c\u7684\u6d1e\u5bdf<\/strong>:\u5c06\u6765\u306e\u7d50\u679c\u3092\u4e88\u6e2c\u3057\u3001\u5e02\u5834\u306e\u5909\u5316\u3001\u9867\u5ba2\u306e\u8981\u6c42\u3001\u30ea\u30b9\u30af\u306b\u5099\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/li><\/ul><p><strong>2.\u52b9\u7387\u5316\u3068\u81ea\u52d5\u5316<\/strong><\/p><ul><li><strong>\u6642\u9593\u7bc0\u7d04<\/strong>:\u30c7\u30fc\u30bf\u51e6\u7406\u4f5c\u696d\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u624b\u4f5c\u696d\u3092\u6e1b\u3089\u3057\u3001\u5206\u6790\u3092\u52a0\u901f\u3055\u305b\u308b\u3002<\/li><li><strong>\u5408\u7406\u5316\u3055\u308c\u305f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc<\/strong>:Apache Spark\u3084Hadoop\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u306f\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u91cf\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u5186\u6ed1\u306a\u904b\u55b6\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/li><\/ul><p><strong>3.\u30ab\u30b9\u30bf\u30de\u30fc\u30fb\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306e\u5411\u4e0a<\/strong><\/p><ul><li><strong>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3<\/strong>:\u9867\u5ba2\u306e\u884c\u52d5\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u306e\u4f53\u9a13\u3092\u63d0\u4f9b\u3057\u3001\u6e80\u8db3\u5ea6\u3068\u30ed\u30a4\u30e4\u30eb\u30c6\u30a3\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/li><li><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30fb\u30a4\u30f3\u30b5\u30a4\u30c8<\/strong>:\u5373\u5ea7\u306e\u63a8\u5968\u3084\u30b5\u30dd\u30fc\u30c8\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3001\u9867\u5ba2\u306e\u30cb\u30fc\u30ba\u3078\u306e\u8fc5\u901f\u306a\u5bfe\u5fdc\u3092\u652f\u63f4\u3059\u308b\u30c4\u30fc\u30eb\u3002<\/li><\/ul><p><strong>4.\u7af6\u4e89\u512a\u4f4d\u6027<\/strong><\/p><ul><li><strong>\u30c8\u30ec\u30f3\u30c9\u306e\u7279\u5b9a<\/strong>:\u5e02\u5834\u52d5\u5411\u3084\u6d88\u8cbb\u8005\u30d1\u30bf\u30fc\u30f3\u3092\u898b\u6975\u3081\u308b\u3053\u3068\u3067\u3001\u7af6\u5408\u4ed6\u793e\u3088\u308a\u3082\u512a\u4f4d\u306b\u7acb\u3064\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/li><li><strong>\u3088\u308a\u901f\u3044\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3<\/strong>:\u30c4\u30fc\u30eb\u306f\u3001\u88fd\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u306e\u30ae\u30e3\u30c3\u30d7\u3084\u6a5f\u4f1a\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u4fc3\u9032\u3059\u308b\u3002<\/li><\/ul><p><strong>5.\u30b3\u30b9\u30c8\u306e\u6700\u9069\u5316<\/strong><\/p><ul><li><strong>\u30ea\u30bd\u30fc\u30b9\u914d\u5206<\/strong>:\u30ea\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u72b6\u6cc1\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u30fb\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u30a8\u30cd\u30eb\u30ae\u30fc\u6d88\u8cbb\u306b\u81f3\u308b\u307e\u3067\u3001\u7d4c\u8cbb\u306e\u6700\u9069\u5316\u306b\u5f79\u7acb\u3064\u3002<\/li><li><strong>\u4e0d\u6b63\u884c\u70ba\u306e\u691c\u51fa<\/strong>:\u4e0d\u6b63\u884c\u70ba\u306e\u7279\u5b9a\u3068\u8efd\u6e1b\u3092\u652f\u63f4\u3057\u3001\u4f01\u696d\u3092\u7d4c\u6e08\u7684\u640d\u5931\u304b\u3089\u6551\u3046\u30c4\u30fc\u30eb\u3002<\/li><\/ul><p><strong>6.\u62e1\u5f35\u6027\u3068\u67d4\u8edf\u6027<\/strong><\/p><ul><li><strong>\u30c7\u30fc\u30bf\u5897\u5927\u3078\u306e\u5bfe\u5fdc<\/strong>:\u30c7\u30fc\u30bf\u91cf\u304c\u5897\u3048\u3066\u3082\u3001Tableau\u3084Amazon EMR\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u306f\u3001\u9700\u8981\u306b\u5408\u308f\u305b\u3066\u7c21\u5358\u306b\u62e1\u5f35\u3067\u304d\u308b\u3002<\/li><li><strong>\u7570\u696d\u7a2e\u3078\u306e\u5fdc\u7528<\/strong>:\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u306f\u6c4e\u7528\u6027\u304c\u9ad8\u304f\u3001\u533b\u7642\u3001\u91d1\u878d\u3001\u5c0f\u58f2\u3001\u88fd\u9020\u306a\u3069\u306e\u696d\u754c\u306b\u6069\u6075\u3092\u3082\u305f\u3089\u3059\u3002<\/li><\/ul><p><strong>7.\u30c7\u30fc\u30bf\u306e\u6b63\u78ba\u6027\u3068\u54c1\u8cea\u306e\u78ba\u4fdd<\/strong><\/p><ul><li><strong>\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0<\/strong>:\u4e0d\u6b63\u78ba\u3055\u3084\u5197\u9577\u6027\u3092\u7279\u5b9a\u3057\u4fee\u6b63\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u5b8c\u5168\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u30c4\u30fc\u30eb\u3002<\/li><li><strong>\u4fe1\u983c\u3067\u304d\u308b\u30ec\u30dd\u30fc\u30c8<\/strong>:\u9ad8\u54c1\u8cea\u306e\u30c7\u30fc\u30bf\u306f\u3001\u6226\u7565\u7684\u30d7\u30e9\u30f3\u30cb\u30f3\u30b0\u306b\u4e0d\u53ef\u6b20\u306a\u6b63\u78ba\u306a\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u4fdd\u8a3c\u3059\u308b\u3002<\/li><\/ul><p><strong>8. <\/strong><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u610f\u601d\u6c7a\u5b9a<\/strong><\/p><ul><li><strong>\u30e9\u30a4\u30d6\u5206\u6790<\/strong>:\u96fb\u5b50\u5546\u53d6\u5f15\u3001\u91d1\u878d\u3001\u7269\u6d41\u306a\u3069\u306e\u696d\u754c\u306b\u3068\u3063\u3066\u6975\u3081\u3066\u91cd\u8981\u306a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u610f\u601d\u6c7a\u5b9a\u3092\u53ef\u80fd\u306b\u3059\u308b\u30c4\u30fc\u30eb\u3002<\/li><li><strong>\u5371\u6a5f\u7ba1\u7406<\/strong>:\u7d44\u7e54\u306f\u8fc5\u901f\u306b\u554f\u984c\u3092\u7279\u5b9a\u3057\u3001\u5bfe\u51e6\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u30c0\u30a6\u30f3\u30bf\u30a4\u30e0\u3084\u30ea\u30b9\u30af\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/li><\/ul><h3><strong>2025\u5e74\u3001\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb15\u9078\u3068\u306f\uff1f<\/strong><\/h3><p><strong>1.Apache Hadoop<\/strong><\/p><p>Apache Hadoop\u306f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u306e\u8981\u3067\u3042\u308a\u7d9a\u3051\u3066\u3044\u308b\u3002\u305d\u306e\u5206\u6563\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u51e6\u7406\u80fd\u529b\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046\u306e\u306b\u7406\u60f3\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u306a\u3063\u3066\u3044\u308b\u3002Hadoop\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u7528\u306eHDFS\u3068\u51e6\u7406\u7528\u306eMapReduce\u304c\u3042\u308a\u3001Hive\u3084Pig\u306a\u3069\u306e\u30c4\u30fc\u30eb\u306b\u3088\u3063\u3066\u88dc\u5b8c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p><p><strong>2.\u30a2\u30d1\u30c3\u30c1\u30fb\u30b9\u30d1\u30fc\u30af<\/strong><\/p><p>\u30b9\u30d4\u30fc\u30c9\u3068\u6c4e\u7528\u6027\u3067\u77e5\u3089\u308c\u308bApache Spark\u306f\u3001\u30d0\u30c3\u30c1\u51e6\u7406\u3068\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3002Hadoop\u3068\u306e\u4e92\u63db\u6027\u304c\u9ad8\u304f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30b0\u30e9\u30d5\u51e6\u7406\u30bf\u30b9\u30af\u306b\u6700\u9069\u3067\u3059\u3002<\/p><p><strong>3.\u30bf\u30d6\u30ed\u30fc<\/strong><\/p><p>Tableau\u306f\u30c7\u30fc\u30bf\u30fb\u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u306e\u5206\u91ce\u3092\u652f\u914d\u3057\u7d9a\u3051\u3066\u3044\u308b\u3002\u305d\u306e\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3068\u5f37\u529b\u306a\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30a2\u30ca\u30ea\u30b9\u30c8\u306f\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u4f5c\u6210\u3057\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u7d20\u65e9\u304f\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p><p><strong>4.Microsoft Power BI<\/strong><\/p><p>Power BI\u306f\u3001Microsoft\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3055\u308c\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u4f01\u696d\u306b\u3068\u3063\u3066\u6700\u9069\u306a\u9078\u629e\u80a2\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002AI\u4e3b\u5c0e\u306e\u6d1e\u5bdf\u3068\u5f37\u529b\u306a\u5171\u6709\u6a5f\u80fd\u3092\u5099\u3048\u305fPower BI\u306f\u3001\u5171\u540c\u5206\u6790\u306b\u6700\u9069\u3067\u3059\u3002<\/p><p><strong>5.Google BigQuery<\/strong><\/p><p>BigQuery\u306f\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9 <u><a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a6%e3%82%a7%e3%82%a2%e3%83%8f%e3%82%a6%e3%82%b9%e3%83%bb%e3%82%b3%e3%83%b3%e3%82%b5%e3%83%ab%e3%83%86%e3%82%a3%e3%83%b3%e3%82%b0%e3%83%bb%e3%82%b5%e3%83%bc%e3%83%93\/\">\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/a><\/u> \u306f\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u51e6\u7406\u3092\u5f97\u610f\u3068\u3059\u308b\u3002\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u6a5f\u80fd\u306b\u3088\u308a\u3001Google Cloud\u3092\u6d3b\u7528\u3059\u308b\u4f01\u696d\u306e\u9593\u3067\u4eba\u6c17\u304c\u3042\u308b\u3002<\/p><p><strong>6.\u30a2\u30de\u30be\u30f3\u30fb\u30ec\u30c3\u30c9\u30b7\u30d5\u30c8<\/strong><\/p><p>Amazon Redshift\u306f\u3001\u9ad8\u901f\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3001\u304b\u3064\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002AWS\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408\u3068\u30da\u30bf\u30d0\u30a4\u30c8\u30b9\u30b1\u30fc\u30eb\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u80fd\u529b\u306b\u3088\u308a\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3068\u306a\u308a\u307e\u3059\u3002<\/p><p><strong>7.Cloudera<\/strong><\/p><p>Cloudera\u306eData Platform\uff08CDP\uff09\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u306e\u305f\u3081\u306e\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u7279\u306b\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b0\u30ec\u30fc\u30c9\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3067\u77e5\u3089\u308c\u3066\u3044\u308b\u3002<\/p><p><strong>8.Qlik Sense<\/strong><\/p><p>Qlik Sense\u306f\u3001\u30bb\u30eb\u30d5\u30b5\u30fc\u30d3\u30b9\u306e\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30c7\u30fc\u30bf\u30c7\u30a3\u30b9\u30ab\u30d0\u30ea\u30fc\u3092\u53ef\u80fd\u306b\u3059\u308b\u9ad8\u5ea6\u306a\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u30c4\u30fc\u30eb\u3067\u3059\u3002\u305d\u306e\u30a2\u30bd\u30b7\u30a8\u30a4\u30c6\u30a3\u30d6\u30fb\u30a8\u30f3\u30b8\u30f3\u306f\u3001\u5f93\u6765\u306e\u30c4\u30fc\u30eb\u3067\u306f\u898b\u9003\u3057\u3066\u3057\u307e\u3046\u3088\u3046\u306a\u30c7\u30fc\u30bf\u306e\u95a2\u9023\u6027\u3092\u63a2\u7d22\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30cb\u30fc\u30af\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p><p><strong>9.\u30c7\u30fc\u30bf\u30d6\u30ea\u30c3\u30af<\/strong><\/p><p>Apache Spark\u3092\u30d9\u30fc\u30b9\u306b\u69cb\u7bc9\u3055\u308c\u305fDatabricks\u306f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u7c21\u7d20\u5316\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u3001\u5171\u540c\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p><p><strong>10.SAP HANA<\/strong><\/p><p>SAP HANA\u306f\u3001\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u51e6\u7406\u80fd\u529b\u3067\u77e5\u3089\u308c\u308b\u30a4\u30f3\u30e1\u30e2\u30ea\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7528\u9014\u3067\u4f01\u696d\u306b\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002 <u><a href=\"https:\/\/www.carmatec.com\/ja\/%e4%ba%88%e6%b8%ac%e5%88%86%e6%9e%90%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9\/\">\u4e88\u6e2c\u5206\u6790<\/a><\/u> \u304a\u3088\u3073\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u51e6\u7406\u3002<\/p><p><strong>11.SAS\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790<\/strong><\/p><p>SAS\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u3001\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0\u306a\u3069\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30c4\u30fc\u30eb\u7fa4\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u7d71\u8a08\u5206\u6790\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u305f\u3081\u3001\u4e0a\u7d1a\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u4fe1\u983c\u3067\u304d\u308b\u9078\u629e\u80a2\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p><p><strong>12.IBM Cognos Analytics<\/strong><\/p><p>Cognos Analytics\u306f\u3001AI\u4e3b\u5c0e\u306e\u6d1e\u5bdf\u3001\u81ea\u52d5\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u6e96\u5099\u3001\u5805\u7262\u306a\u30ec\u30dd\u30fc\u30c8\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u5f93\u6765\u306eBI\u3068\u6700\u65b0\u306eAI\u6a5f\u80fd\u306e\u878d\u5408\u3092\u6c42\u3081\u308b\u7d44\u7e54\u306b\u6700\u9069\u3067\u3059\u3002<\/p><p><strong>13.KNIME<\/strong><\/p><p>KNIME\uff08Konstanz Information Miner\uff09\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u3001\u51e6\u7406\u3001\u5206\u6790\u3092\u5f97\u610f\u3068\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30c4\u30fc\u30eb\u3067\u3042\u308b\u3002\u30e2\u30b8\u30e5\u30fc\u30eb\u8a2d\u8a08\u3067\u4f7f\u3044\u3084\u3059\u3044\u305f\u3081\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u9593\u3067\u4eba\u6c17\u304c\u3042\u308b\u3002<\/p><p><strong>14.\u30b9\u30ce\u30fc\u30d5\u30ec\u30fc\u30af<\/strong><\/p><p>Snowflake\u306e\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u6bd4\u985e\u306e\u306a\u3044\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u7279\u306b\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304a\u3088\u3073\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u51e6\u7406\u3067\u304d\u308b\u70b9\u3067\u652f\u6301\u3055\u308c\u3066\u3044\u308b\u3002<\/p><p><strong>15.\u30aa\u30e9\u30af\u30eb\u30fb\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30fb\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9<\/strong><\/p><p>\u30aa\u30e9\u30af\u30eb\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30fb\u30c4\u30fc\u30eb\u7fa4\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u7d71\u5408\u3057\u3066\u9ad8\u5ea6\u306a\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u3002\u6a5f\u68b0\u5b66\u7fd2\u3068AI\u3092\u6d3b\u7528\u3057\u305f\u6a5f\u80fd\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u304b\u3089\u3088\u308a\u6df1\u3044\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p><h3><strong>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u3092\u9078\u3076\u969b\u306b\u8003\u616e\u3059\u3079\u304d\u8981\u7d20<\/strong><\/h3><p>\u9069\u5207\u306a\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u306f\u3001\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u51e6\u7406\u3057\u3001\u6d3b\u7528\u3059\u308b\u7d44\u7e54\u306e\u80fd\u529b\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u91cd\u8981\u306a\u6c7a\u5b9a\u3067\u3042\u308b\u3002\u3053\u3053\u3067\u306f\u3001\u30cb\u30fc\u30ba\u306b\u6700\u9069\u306a\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u969b\u306b\u8a55\u4fa1\u3059\u3079\u304d\u4e3b\u306a\u8981\u7d20\u3092\u7d39\u4ecb\u3059\u308b\uff1a<\/p><p><strong>1.\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong><\/p><ul><li><strong>\u30c7\u30fc\u30bf\u5897\u5927\u3078\u306e\u5bfe\u5fdc<\/strong>:\u69cb\u9020\u5316\u3001\u534a\u69cb\u9020\u5316\u3001\u975e\u69cb\u9020\u5316\u3092\u554f\u308f\u305a\u3001\u30c7\u30fc\u30bf\u91cf\u306e\u5897\u52a0\u306b\u5408\u308f\u305b\u3066\u30c4\u30fc\u30eb\u3092\u62e1\u5f35\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/li><li><strong>\u5c06\u6765\u3078\u306e\u5099\u3048<\/strong>:\u5927\u5e45\u306a\u30aa\u30fc\u30d0\u30fc\u30db\u30fc\u30eb\u3092\u5fc5\u8981\u3068\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u5de5\u5177\u304c\u9700\u8981\u306e\u5897\u52a0\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002<\/li><\/ul><p><strong>2.\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30d4\u30fc\u30c9<\/strong><\/p><ul><li><strong>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790<\/strong>:\u5373\u5ea7\u306e\u6d1e\u5bdf\u304c\u5fc5\u8981\u306a\u30d3\u30b8\u30cd\u30b9\u3067\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3067\u304d\u308b\u30c4\u30fc\u30eb\u3092\u9078\u307c\u3046\u3002<\/li><li><strong>\u52b9\u7387\u6027<\/strong>:\u30c4\u30fc\u30eb\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u8fc5\u901f\u306b\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u91cf\u3092\u6700\u9069\u5316\u3059\u3079\u304d\u3067\u3042\u308b\u3002<\/li><\/ul><p><strong>3.\u30e6\u30fc\u30b6\u30d3\u30ea\u30c6\u30a3<\/strong><\/p><ul><li><strong>\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9<\/strong>:\u76f4\u611f\u7684\u306a\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3068\u3001\u7279\u306b\u975e\u6280\u8853\u7cfb\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u6700\u5c0f\u9650\u306e\u5b66\u7fd2\u66f2\u7dda\u3057\u304b\u306a\u3044\u30c4\u30fc\u30eb\u3092\u63a2\u3059\u3002<\/li><li><strong>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba<\/strong>:\u7279\u5b9a\u306e\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u305f\u3081\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u53ef\u80fd\u306a\u30c4\u30fc\u30eb\u3067\u3042\u308b\u3053\u3068\u3002<\/li><\/ul><p><strong>4.\u7d71\u5408\u80fd\u529b<\/strong><\/p><ul><li><strong>\u4e92\u63db\u6027<\/strong>:\u65e2\u5b58\u306e\u30b7\u30b9\u30c6\u30e0\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u88fd\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3067\u304d\u308b\u30c4\u30fc\u30eb\u3067\u3042\u308b\u3053\u3068\u3002<\/li><li><strong>API\u3068\u30d7\u30e9\u30b0\u30a4\u30f3<\/strong>:\u30c4\u30fc\u30eb\u306e\u6a5f\u80fd\u3092\u62e1\u5f35\u3059\u308bAPI\u3084\u30d7\u30e9\u30b0\u30a4\u30f3\u3092\u30c1\u30a7\u30c3\u30af\u3059\u308b\u3002<\/li><\/ul><p><strong>5.\u30c7\u30fc\u30bf\u51e6\u7406\u80fd\u529b<\/strong><\/p><ul><li><strong>\u591a\u69d8\u306a\u30c7\u30fc\u30bf<\/strong>:\u6271\u3046\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\uff08\u69cb\u9020\u5316\u3001\u534a\u69cb\u9020\u5316\u3001\u975e\u69cb\u9020\u5316\uff09\u306b\u5bfe\u5fdc\u3057\u305f\u30c4\u30fc\u30eb\u3092\u9078\u3076\u3002<\/li><li><strong>\u8907\u96d1\u306a\u30af\u30a8\u30ea\u30fc<\/strong>:\u30c4\u30fc\u30eb\u306f\u8907\u96d1\u306a\u30af\u30a8\u30ea\u3084\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u52b9\u679c\u7684\u306b\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/li><\/ul><p><strong>6.\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd<\/strong><\/p><ul><li><strong>\u30c7\u30fc\u30bf\u4fdd\u8b77<\/strong>:\u30c4\u30fc\u30eb\u306b\u6697\u53f7\u5316\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001GDPR\u3084HIPAA\u306a\u3069\u306e\u898f\u5236\u3078\u306e\u6e96\u62e0\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/li><li><strong>\u76e3\u67fb\u8a3c\u8de1<\/strong>:\u30c7\u30fc\u30bf\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3084\u5909\u66f4\u306e\u8a73\u7d30\u306a\u30ed\u30b0\u3092\u4fdd\u6301\u3059\u308b\u30c4\u30fc\u30eb\u3092\u63a2\u3059\u3002<\/li><\/ul><p><strong>7.\u8cbb\u7528\u5bfe\u52b9\u679c<\/strong><\/p><ul><li><strong>\u4fa1\u683c\u8a2d\u5b9a\u30e2\u30c7\u30eb<\/strong>:\u30e9\u30a4\u30bb\u30f3\u30b9\u3001\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u3001\u304a\u3088\u3073\u904b\u7528\u30b3\u30b9\u30c8\u3092\u7406\u89e3\u3057\u3001\u30c4\u30fc\u30eb\u304c\u4e88\u7b97\u306b\u5408\u3046\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/li><li><strong>ROI<\/strong>:\u5229\u70b9\u3068\u6d1e\u5bdf\u304c\u30c4\u30fc\u30eb\u306e\u30b3\u30b9\u30c8\u3092\u6b63\u5f53\u5316\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u8a55\u4fa1\u3059\u308b\u3002<\/li><\/ul><p><strong>8.\u30d9\u30f3\u30c0\u30fc\u306e\u30b5\u30dd\u30fc\u30c8\u3068\u30b3\u30df\u30e5\u30cb\u30c6\u30a3<\/strong><\/p><ul><li><strong>\u30c6\u30af\u30cb\u30ab\u30eb\u30b5\u30dd\u30fc\u30c8<\/strong>:\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3001\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u3001\u30d9\u30f3\u30c0\u30fc\u306e\u30b5\u30dd\u30fc\u30c8\u304c\u3057\u3063\u304b\u308a\u3057\u3066\u3044\u308b\u30c4\u30fc\u30eb\u3092\u9078\u3076\u3002<\/li><li><strong>\u5730\u57df\u8cc7\u6e90<\/strong>:\u6d3b\u767a\u306a\u30e6\u30fc\u30b6\u30fc\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306f\u3001\u8ffd\u52a0\u306e\u30ea\u30bd\u30fc\u30b9\u3001\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3001\u304a\u3088\u3073\u4e00\u822c\u7684\u306a\u554f\u984c\u306e\u89e3\u6c7a\u7b56\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li><\/ul><p><strong>9.\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u6a5f\u80fd<\/strong><\/p><ul><li><strong>\u9ad8\u5ea6\u306a\u6a5f\u80fd<\/strong>:\u30c4\u30fc\u30eb\u304c\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/li><li><strong>\u30ab\u30b9\u30bf\u30e0\u30ec\u30dd\u30fc\u30c8<\/strong>:\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u306e\u30ec\u30dd\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b\u80fd\u529b\u306f\u3001\u610f\u601d\u6c7a\u5b9a\u306b\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002<\/li><\/ul><p><strong>10.\u67d4\u8edf\u6027\u3068\u5c55\u958b\u30aa\u30d7\u30b7\u30e7\u30f3<\/strong><\/p><ul><li><strong>\u5c0e\u5165<\/strong>:\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u306a\u3069\u3001\u5c55\u958b\u306e\u597d\u307f\u306b\u5408\u3063\u305f\u30c4\u30fc\u30eb\u3092\u9078\u307c\u3046\u3002<\/li><li><strong>\u30af\u30ed\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e92\u63db\u6027<\/strong>:\u304a\u597d\u307f\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\uff08Windows\u3001macOS\u3001Linux\uff09\u3067\u30b9\u30e0\u30fc\u30ba\u306b\u52d5\u4f5c\u3059\u308b\u3053\u3068\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/li><\/ul><p><strong>11.\u696d\u754c\u7279\u6709\u306e\u8981\u4ef6<\/strong><\/p><ul><li><strong>\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/strong>:\u30d8\u30eb\u30b9\u30b1\u30a2\u3001\u5c0f\u58f2\u3001\u91d1\u878d\u306a\u3069\u3001\u7279\u5b9a\u306e\u696d\u754c\u3092\u5ff5\u982d\u306b\u7f6e\u3044\u3066\u8a2d\u8a08\u3055\u308c\u305f\u30c4\u30fc\u30eb\u3092\u691c\u8a0e\u3059\u308b\u3002<\/li><li><strong>\u898f\u5236\u9075\u5b88<\/strong>:\u30c4\u30fc\u30eb\u304c\u696d\u754c\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u57fa\u6e96\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/li><\/ul><p><strong>12.\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30fb\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong><\/p><ul><li><strong>\u30c1\u30fc\u30e0\u30fb\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong>:\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30c4\u30fc\u30eb\u306f\u3001\u90e8\u9580\u3092\u8d85\u3048\u305f\u3088\u308a\u826f\u3044\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u30c7\u30fc\u30bf\u5171\u6709\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/li><li><strong>\u30de\u30eb\u30c1\u30e6\u30fc\u30b6\u30fc\u30fb\u30b5\u30dd\u30fc\u30c8<\/strong>:\u8907\u6570\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u540c\u6642\u306b\u30c4\u30fc\u30eb\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002<\/li><\/ul><h3><strong>\u30d3\u30b8\u30cd\u30b9\u30fb\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u30d3\u30b8\u30cd\u30b9\u30fb\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u9055\u3044<\/strong><\/h3><p>\u30d3\u30b8\u30cd\u30b9\u30fb\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\uff08BA\uff09\u3068\u30d3\u30b8\u30cd\u30b9\u30fb\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\uff08BI\uff09\u306f\u3001\u3069\u3061\u3089\u3082\u4f01\u696d\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u610f\u601d\u6c7a\u5b9a\u306b\u6b20\u304b\u305b\u306a\u3044\u3082\u306e\u3067\u3059\u304c\u3001\u305d\u306e\u76ee\u7684\u3068\u65b9\u6cd5\u8ad6\u306f\u7570\u306a\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306f\u305d\u306e\u9055\u3044\u306e\u5185\u8a33\u3067\u3042\u308b\uff1a<\/p><p><strong>1.\u76ee\u7684\u3068\u7126\u70b9<\/strong><\/p><ul><li><strong><u><a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e3%83%bb%e3%82%a4%e3%83%b3%e3%83%86%e3%83%aa%e3%82%b8%e3%82%a7%e3%83%b3%e3%82%b9%e3%83%bb%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9%e3%83%bb%e3%82%bd%e3%83%aa%e3%83%a5\/\">\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\uff08BI\uff09<\/a><\/u><\/strong> \u7126\u70b9 <strong>\u8a18\u8ff0\u7684\u5206\u6790<\/strong>\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u3002 <strong>\u3069\u3046\u3057\u305f\u3053\u3068\u304b<\/strong> \u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u6574\u7406\u3057\u3001\u8996\u899a\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u6b21\u306e\u3088\u3046\u306a\u696d\u52d9\u306b\u5f79\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002 <strong>\u610f\u601d\u6c7a\u5b9a<\/strong> \u904e\u53bb\u306e\u5b9f\u7e3e\u306b\u57fa\u3065\u3044\u3066\u3044\u308b\u3002<\/li><li><strong>\u30d3\u30b8\u30cd\u30b9\u30fb\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9 (BA)<\/strong> \u7126\u70b9 <strong><u><a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%96%e3%83%ad%e3%82%b0\/%e4%ba%88%e6%b8%ac%e5%88%86%e6%9e%90%e3%81%a8%e5%87%a6%e6%96%b9%e5%88%86%e6%9e%90%e3%81%ae%e3%82%ac%e3%82%a4%e3%83%89\/\">\u4e88\u6e2c\u5206\u6790\u3068\u51e6\u65b9\u5206\u6790<\/a><\/u><\/strong>\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u3002 <strong>\u306a\u305c\u304b<\/strong> \u305d\u3057\u3066 <strong>\u5c06\u6765\u8d77\u3053\u308a\u3046\u308b\u3053\u3068<\/strong>.BA\u306f\u3001\u7d71\u8a08\u30e2\u30c7\u30eb\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u7528\u3057\u3066\u4e88\u6e2c\u3092\u884c\u3044\u3001\u5c06\u6765\u306e\u30d3\u30b8\u30cd\u30b9\u6210\u679c\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306e\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li><\/ul><p><strong>2.\u30c7\u30fc\u30bf\u5229\u7528<\/strong><\/p><ul><li><strong>BI<\/strong> \u901a\u5e38\u3001\u904e\u53bb\u304a\u3088\u3073\u73fe\u5728\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3001\u30ec\u30dd\u30fc\u30c8\u3001\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3001\u304a\u3088\u3073\u4e3b\u8981\u696d\u7e3e\u8a55\u4fa1\u6307\u6a19\uff08KPI\uff09\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\"\u5148\u6708\u306e\u58f2\u4e0a\u306f\uff1f\"\u3084 \"\u73fe\u5728\u306e\u5728\u5eab\u30ec\u30d9\u30eb\u306f\uff1f\"\u3068\u3044\u3063\u305f\u8cea\u554f\u306b\u7b54\u3048\u308b\u3082\u306e\u3067\u3042\u308b\u3002<\/li><li><strong>\u6587\u5b66\u58eb<\/strong> \u306f\u3001\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u3068\u9ad8\u5ea6\u306a\u7d71\u8a08\u6280\u8853\u3084\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u306e\u4e21\u65b9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c8\u30ec\u30f3\u30c9\u3001\u30d1\u30bf\u30fc\u30f3\u3001\u7570\u5e38\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002\u6765\u671f\u306e\u58f2\u4e0a\u306f\u3069\u3046\u306a\u308b\u306e\u304b\u300d\u300c\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30fb\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u3092\u6700\u9069\u5316\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3044\u3044\u306e\u304b\u300d\u3068\u3044\u3063\u305f\u7591\u554f\u306b\u7b54\u3048\u308b\u3002<\/li><\/ul><p><strong>3.\u30c4\u30fc\u30eb\u3068\u30c6\u30af\u30cb\u30c3\u30af<\/strong><\/p><ul><li><strong><u><a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%96%e3%83%ad%e3%82%b0\/%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e3%83%bb%e3%82%a4%e3%83%b3%e3%83%86%e3%83%aa%e3%82%b8%e3%82%a7%e3%83%b3%e3%82%b9%e3%83%bb%e3%83%84%e3%83%bc%e3%83%ab-%e3%83%88%e3%83%83%e3%83%9720\/\">BI<\/a><\/u><\/strong><u><a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%96%e3%83%ad%e3%82%b0\/%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e3%83%bb%e3%82%a4%e3%83%b3%e3%83%86%e3%83%aa%e3%82%b8%e3%82%a7%e3%83%b3%e3%82%b9%e3%83%bb%e3%83%84%e3%83%bc%e3%83%ab-%e3%83%88%e3%83%83%e3%83%9720\/\"> \u7528\u5177<\/a><\/u> \u306a\u3069\u306f\u3001\u30ec\u30dd\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3001\u30af\u30a8\u30ea\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u3002 <strong>\u30d1\u30ef\u30fcBI<\/strong>, <strong>\u30bf\u30d6\u30ed\u30fc<\/strong>\u3042\u308b\u3044\u306f <strong>\u30af\u30ea\u30c3\u30af<\/strong>.\u4e3b\u306b\u30a2\u30c9\u30db\u30c3\u30af\u30af\u30a8\u30ea\u30fc\u3068\u69cb\u9020\u5316\u30ec\u30dd\u30fc\u30c8\u306b\u4f7f\u7528\u3055\u308c\u308b\u3002<\/li><li><strong>\u6587\u5b66\u58eb<\/strong> \u30c4\u30fc\u30eb\u306b\u306f\u901a\u5e38\u3001\u9ad8\u5ea6\u306a\u5206\u6790\u3001\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3001\u7d71\u8a08\u5206\u6790\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u3002\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304c\u542b\u307e\u308c\u308b\u3002 <strong>\u7761\u7720\u6642\u7121\u547c\u5438\u75c7\u5019\u7fa4<\/strong>, <strong>R<\/strong>, <strong><u><a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%91%e3%82%a4%e3%82%bd%e3%83%b3%e9%96%8b%e7%99%ba%e4%bc%9a%e7%a4%be\/\">\u30d1\u30a4\u30bd\u30f3<\/a><\/u><\/strong> (\u6a5f\u68b0\u5b66\u7fd2\u7528\uff09\u3001\u307e\u305f\u306f\u4e88\u6e2c\u3084\u6700\u9069\u5316\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u5c02\u7528\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3002<\/li><\/ul><p><strong>4.\u6d1e\u5bdf\u306e\u7a2e\u985e<\/strong><\/p><ul><li><strong>BI<\/strong> \u904e\u53bb\u3068\u73fe\u5728\u306b\u95a2\u3059\u308b\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u3092\u652f\u63f4\u3059\u308b\u3002 <strong>\u30e2\u30cb\u30bf\u30fc\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/strong> \u305d\u3057\u3066\u30d3\u30b8\u30cd\u30b9\u6307\u6a19\u3092\u8ffd\u8de1\u3059\u308b\u3002<\/li><li><strong>\u6587\u5b66\u58eb<\/strong> \u306e\u305f\u3081\u306e\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3059\u308b\u3002 <strong>\u5c06\u6765\u8a08\u753b<\/strong> \u30d3\u30b8\u30cd\u30b9\u3068\u610f\u601d\u6c7a\u5b9a\u3092\u652f\u63f4\u3059\u308b <strong>\u5c06\u6765\u306e\u30c8\u30ec\u30f3\u30c9\u3092\u4e88\u6e2c\u3059\u308b<\/strong> \u305d\u3057\u3066 <strong>\u884c\u52d5\u3092\u898f\u5b9a\u3059\u308b<\/strong> \u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u5206\u6790\u306b\u57fa\u3065\u304f\u3002<\/li><\/ul><p><strong>5.\u30a8\u30f3\u30c9\u30e6\u30fc\u30b6\u30fc<\/strong><\/p><ul><li><strong>BI<\/strong> \u306f\u901a\u5e38 <strong>\u4e8b\u696d\u90e8\u9577<\/strong> \u305d\u3057\u3066 <strong>\u30a8\u30b0\u30bc\u30af\u30c6\u30a3\u30d6<\/strong> \u65e5\u5e38\u696d\u52d9\u306b\u95a2\u3059\u308b\u8fc5\u901f\u3067\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u3092\u5fc5\u8981\u3068\u3059\u308b\u4eba\u3005\u3002<\/li><li><strong>\u6587\u5b66\u58eb<\/strong> \u306e\u65b9\u304c\u9069\u3057\u3066\u3044\u308b\u3002 <strong>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8<\/strong>, <strong>\u30a2\u30ca\u30ea\u30b9\u30c8<\/strong>\u3001 \u305d\u3057\u3066 <strong>\u6226\u7565\u7684\u610f\u601d\u6c7a\u5b9a\u8005<\/strong> \u5c06\u6765\u306e\u696d\u7e3e\u3092\u4e88\u6e2c\u3057\u3001\u4e8b\u696d\u6226\u7565\u3092\u63d0\u6848\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u4eba\u3002<\/li><\/ul><h3><strong>\u4e3b\u306a\u76f8\u9055\u70b9\u306e\u307e\u3068\u3081\uff1a<\/strong><\/h3><table><tbody><tr><th>\u7279\u5fb4<\/th><th>\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\uff08BI\uff09<\/th><th>\u30d3\u30b8\u30cd\u30b9\u30fb\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9 (BA)<\/th><\/tr><tr><td>\u30d5\u30a9\u30fc\u30ab\u30b9<\/td><td>\u8a18\u8ff0\u7684\u5206\u6790\uff08\u4f55\u304c\u8d77\u3053\u3063\u305f\u306e\u304b\uff1f\uff09<\/td><td>\u4e88\u6e2c\u5206\u6790\u3068\u51e6\u65b9\u5206\u6790\uff08\u306a\u305c\uff0f\u4f55\u304c\u8d77\u3053\u308b\u306e\u304b\uff1f\uff09<\/td><\/tr><tr><td>\u30c7\u30fc\u30bf\u5229\u7528<\/td><td>\u30ec\u30dd\u30fc\u30c8\u306e\u305f\u3081\u306e\u904e\u53bb\u3068\u73fe\u5728\u306e\u30c7\u30fc\u30bf<\/td><td>\u4e88\u6e2c\u304a\u3088\u3073\u6700\u9069\u5316\u306e\u305f\u3081\u306e\u904e\u53bb\u30c7\u30fc\u30bf\uff0b\u7d71\u8a08\u624b\u6cd5<\/td><\/tr><tr><td>\u30c4\u30fc\u30eb<\/td><td>\u30ec\u30dd\u30fc\u30c8\u3001\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3001\u53ef\u8996\u5316\u30c4\u30fc\u30eb<\/td><td>\u4e88\u6e2c\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3001\u7d71\u8a08\u5206\u6790\u30c4\u30fc\u30eb<\/td><\/tr><tr><td>\u30a4\u30f3\u30b5\u30a4\u30c8<\/td><td>\u696d\u52d9\u4e0a\u306e\u6d1e\u5bdf\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u8ffd\u8de1<\/td><td>\u4e88\u6e2c\u7684\u6d1e\u5bdf\u3068\u6700\u9069\u5316\u6226\u7565<\/td><\/tr><tr><td>\u5229\u7528\u8005<\/td><td>\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3001\u30a8\u30b0\u30bc\u30af\u30c6\u30a3\u30d6\u3001\u904b\u55b6\u30b9\u30bf\u30c3\u30d5<\/td><td>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001\u30a2\u30ca\u30ea\u30b9\u30c8\u3001\u6226\u7565\u7684\u610f\u601d\u6c7a\u5b9a\u8005<\/td><\/tr><\/tbody><\/table><h2><strong>\u7d50\u8ad6<\/strong><\/h2><p>2025\u5e74\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5c55\u671b\u306f\u3001\u9769\u65b0\u7684\u306a\u30c4\u30fc\u30eb\u3067\u3042\u3075\u308c\u3066\u304a\u308a\u3001\u305d\u308c\u305e\u308c\u304c\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3084\u696d\u754c\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u6d1e\u5bdf\u306b\u91cd\u70b9\u3092\u7f6e\u304f\u304b\u3069\u3046\u304b\u3001 <u><a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e3%83%bb%e3%83%93%e3%82%b8%e3%83%a5%e3%82%a2%e3%83%a9%e3%82%a4%e3%82%bc%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%83%bb%e3%82%b3%e3%83%b3%e3%82%b5%e3%83%ab%e3%83%86%e3%82%a3\/\">\u30c7\u30fc\u30bf\u53ef\u8996\u5316<\/a><\/u>\u3053\u308c\u308915\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30fb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306e\u6700\u524d\u7dda\u3092\u8c61\u5fb4\u3057\u3066\u3044\u308b\u3002\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u3001\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u4e16\u754c\u3067\u6709\u610f\u7fa9\u306a\u6210\u9577\u3092\u63a8\u9032\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002Carmatec\u306e <u><a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%93%e3%83%83%e3%82%b0%e3%83%87%e3%83%bc%e3%82%bf%e3%83%bb%e3%82%b3%e3%83%b3%e3%82%b5%e3%83%ab%e3%83%86%e3%82%a3%e3%83%b3%e3%82%b0%e3%83%bb%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9\/\">\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30fb\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30fb\u30b5\u30fc\u30d3\u30b9<\/a><\/u> \u4f01\u696d\u304c\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u3088\u308a\u30b9\u30de\u30fc\u30c8\u306a\u610f\u601d\u6c7a\u5b9a\u306e\u305f\u3081\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u6d1e\u5bdf\u3068\u62e1\u5f35\u53ef\u80fd\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p><h2><strong>\u3088\u304f\u3042\u308b\u8cea\u554f<\/strong><\/h2><ol><li><strong> \u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u306f\u4f55\u306b\u4f7f\u308f\u308c\u308b\u306e\u304b\uff1f<br \/><\/strong>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u51e6\u7406\u3001\u5206\u6790\u3001\u53ef\u8996\u5316\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u7d44\u7e54\u304c\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u3092\u5c0e\u304d\u51fa\u3057\u3001\u610f\u601d\u6c7a\u5b9a\u3092\u6539\u5584\u3057\u3001\u696d\u52d9\u52b9\u7387\u3092\u9ad8\u3081\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li><li><strong> \u30d3\u30b8\u30cd\u30b9\u306b\u9069\u3057\u305f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u3092\u9078\u3076\u306b\u306f\uff1f<br \/><\/strong>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30e6\u30fc\u30b6\u30d3\u30ea\u30c6\u30a3\u3001\u7d71\u5408\u6a5f\u80fd\u3001\u8cbb\u7528\u5bfe\u52b9\u679c\u306a\u3069\u306e\u8981\u7d20\u3092\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u307e\u305f\u3001\u696d\u754c\u7279\u6709\u306e\u8981\u4ef6\u3084\u30c4\u30fc\u30eb\u306e\u9ad8\u5ea6\u306a\u5206\u6790\u6a5f\u80fd\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3082\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/li><li><strong> \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u306f\u3001\u4f01\u696d\u3067\u4f7f\u7528\u3059\u308b\u306e\u306b\u4fe1\u983c\u3067\u304d\u308b\u306e\u304b\uff1f<br \/><\/strong>Apache Hadoop\u3084Apache Spark\u306e\u3088\u3046\u306a\u591a\u304f\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u306f\u3001\u305d\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u5805\u7262\u306a\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3001\u6d3b\u767a\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30b5\u30dd\u30fc\u30c8\u306b\u3088\u308a\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u74b0\u5883\u3067\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306b\u95a2\u3059\u308b\u7279\u5b9a\u306e\u8981\u4ef6\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li><li><strong> \u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u304b\uff1f<br \/><\/strong>Apache Kafka\u3084Splunk\u306a\u3069\u3001\u591a\u304f\u306e\u30c4\u30fc\u30eb\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u51e6\u7406\u7528\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30fb\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u5373\u6642\u306e\u6d1e\u5bdf\u3068\u8fc5\u901f\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/li><li><strong> \u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u3068\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u306e\u9055\u3044\u306f\uff1f<br \/><\/strong>\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30c4\u30fc\u30eb\u306f\u3001\u67d4\u8edf\u6027\u3001\u62e1\u5f35\u6027\u3001\u521d\u671f\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u3092\u63d0\u4f9b\u3057\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306b\u5bfe\u3059\u308b\u3088\u308a\u5927\u304d\u306a\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u305d\u306e\u9078\u629e\u306f\u3001\u7d44\u7e54\u306e\u30a4\u30f3\u30d5\u30e9\u3001\u4e88\u7b97\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u8981\u4ef6\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>In 2025, businesses and organizations continue to leverage the power of big data to drive decision-making, improve efficiency, and gain a competitive edge. With the ever-growing volume and variety of data, choosing the right analytics tools has become crucial. Here&#8217;s a comprehensive list of the 15 most popular big data analytics tools that are making [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":44256,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-44194","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/posts\/44194","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/comments?post=44194"}],"version-history":[{"count":0,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/posts\/44194\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/media\/44256"}],"wp:attachment":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/media?parent=44194"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/categories?post=44194"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/tags?post=44194"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}