{"id":47031,"date":"2025-06-26T05:59:34","date_gmt":"2025-06-26T05:59:34","guid":{"rendered":"https:\/\/www.carmatec.com\/?p=47031"},"modified":"2025-12-31T07:12:14","modified_gmt":"2025-12-31T07:12:14","slug":"20-hitsuyou-etl-tsuuru-de-deta-no-senmonka","status":"publish","type":"post","link":"https:\/\/www.carmatec.com\/ja\/blog\/20-must-have-etl-tools-for-data-mastery\/","title":{"rendered":"2026\u5e74\u3001\u30c7\u30fc\u30bf\u30de\u30b9\u30bf\u30ea\u30fc\u306e\u305f\u3081\u306e\u5fc5\u9808ETL\u30c4\u30fc\u30eb20\u9078"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"47031\" class=\"elementor elementor-47031\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-83a3250 e-flex e-con-boxed e-con e-parent\" data-id=\"83a3250\" 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-4518d27 elementor-widget 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data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>2026\u5e74\u306e\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u72b6\u6cc1\u306b\u304a\u3044\u3066\u3001\u4f01\u696d\u306f\u7af6\u4e89\u529b\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u306b\u4f9d\u5b58\u3057\u3066\u304a\u308a\u3001\u3053\u306e\u80fd\u529b\u306e\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u306f\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u306b\u3042\u308a\u307e\u3059\u3002ETL\uff08\u62bd\u51fa\u3001\u5909\u63db\u3001\u30ed\u30fc\u30c9\uff09\u30c4\u30fc\u30eb\u306f\u3001\u591a\u69d8\u306a\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3001\u4f7f\u7528\u53ef\u80fd\u306a\u5f62\u5f0f\u306b\u5909\u63db\u3057\u3001\u5206\u6790\u306e\u305f\u3081\u306b\u96c6\u4e2d\u30b7\u30b9\u30c6\u30e0\u306b\u30ed\u30fc\u30c9\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u30c7\u30fc\u30bf\u91cf\u306e\u6025\u5897\u3068\u8907\u96d1\u5316\u306b\u4f34\u3044\u3001\u9069\u5207\u306aETL\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u306f\u3001\u30c7\u30fc\u30bf\u30de\u30b9\u30bf\u30ea\u30fc\u3092\u9054\u6210\u3059\u308b\u4e0a\u3067\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002Carmatec\u306f\u3001\u9769\u65b0\u7684\u306aETL\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u30ea\u30fc\u30c0\u30fc\u3067\u3059\u3002 <a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%87%e3%82%b8%e3%82%bf%e3%83%ab%e3%83%88%e3%83%a9%e3%83%b3%e3%82%b9%e3%83%95%e3%82%a9%e3%83%bc%e3%83%a1%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9\/\">\u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/a>, ETL\u30c4\u30fc\u30eb\u306f\u3001\u7d44\u7e54\u304c\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u4e0a\u3067\u6975\u3081\u3066\u91cd\u8981\u306a\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u5305\u62ec\u7684\u306a\u30ac\u30a4\u30c9\u3067\u306f\u30012026\u5e74\u306b\u5fc5\u9808\u3068\u306a\u308b20\u306eETL\u30c4\u30fc\u30eb\u3092\u53d6\u308a\u4e0a\u3052\u3001\u305d\u306e\u7279\u5fb4\u3001\u5229\u70b9\u3001\u4f7f\u7528\u4f8b\u306b\u95a2\u3059\u308b\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u304c\u30c7\u30fc\u30bf\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u5408\u7406\u5316\u3057\u3001\u6226\u7565\u7684\u306a\u6210\u529f\u3092\u4fc3\u9032\u3059\u308b\u306e\u3092\u652f\u63f4\u3057\u307e\u3059\u3002.<\/p><h3><strong>2026\u5e74\u306b\u304a\u3051\u308bETL\u306e\u91cd\u8981\u306a\u5f79\u5272<\/strong><\/h3><p>ETL\u30d7\u30ed\u30bb\u30b9\u306f\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u652f\u3048\u3001\u4f01\u696d\u304c\u7570\u7a2e\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u4e00\u8cab\u6027\u3092\u4fdd\u3064\u305f\u3081\u306b\u5909\u63db\u3057\u3001\u5206\u6790\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3084\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u4f01\u696d\u304c\u30af\u30e9\u30a6\u30c9\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u3001AI\u4e3b\u5c0e\u306e\u6d1e\u5bdf\u3092\u53d6\u308a\u5165\u308c\u308b\u306b\u3064\u308c\u3066\u3001ETL\u30c4\u30fc\u30eb\u306f\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u5927\u898f\u6a21\u306b\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u9032\u5316\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u306b\u304a\u3051\u308bELT\uff08Extract\u3001Load\u3001Transform\uff09\u3078\u306e\u30b7\u30d5\u30c8\u306f\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u30d1\u30ef\u30fc\u306e\u9ad8\u307e\u308a\u3092\u53cd\u6620\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u5f93\u6765\u306eETL\u306f\u3001\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067\u306f\u4f9d\u7136\u3068\u3057\u3066\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u81ea\u52d5\u5316\u3001\u7d71\u5408\u306b\u512a\u308c\u305f\u30c4\u30fc\u30eb\u3092\u7d39\u4ecb\u3057\u3001\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u30c7\u30b8\u30bf\u30eb\u6642\u4ee3\u306b\u304a\u3044\u3066\u4f01\u696d\u304c\u30c7\u30fc\u30bf\u30de\u30b9\u30bf\u30ea\u30fc\u3092\u9054\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002.<\/p><h5><strong>1.\u30d8\u30dc\u30c7\u30fc\u30bf<\/strong><\/h5><p>Hevo Data\u306f\u3001\u30b7\u30f3\u30d7\u30eb\u3055\u3068\u62e1\u5f35\u6027\u3092\u8ffd\u6c42\u3057\u305f\u3001\u30b3\u30fc\u30c9\u4e0d\u8981\u306e\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306eETL\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002150\u4ee5\u4e0a\u306e\u7d44\u307f\u8fbc\u307f\u6e08\u307f\u30b3\u30cd\u30af\u30bf\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001SaaS\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u30b9\u30ad\u30fc\u30de\u30de\u30c3\u30d4\u30f3\u30b0\u304c\u81ea\u52d5\u5316\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u306e\u5909\u66f4\u306b\u5bfe\u5fdc\u3057\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002Hevo\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u5909\u63db\u306b\u3088\u308a\u3001\u5206\u6790\u53ef\u80fd\u306a\u30c7\u30fc\u30bf\u304c\u4fdd\u8a3c\u3055\u308c\u308b\u305f\u3081\u3001\u30b9\u30d4\u30fc\u30c9\u3068\u6b63\u78ba\u6027\u3092\u512a\u5148\u3059\u308b\u30d3\u30b8\u30cd\u30b9\u306b\u6700\u9069\u3067\u3059\u3002\u5805\u7262\u306a\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001\u640d\u5931\u306a\u304f\u5b8c\u5168\u306a\u30c7\u30fc\u30bf\u8ee2\u9001\u304c\u4fdd\u8a3c\u3055\u308c\u308b\u305f\u3081\u3001\u5206\u6790\u4e3b\u5c0e\u578b\u306e\u4f01\u696d\u306b\u3068\u3063\u3066\u4fe1\u983c\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002.<\/p><h5><strong>2.\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30ab \u30d1\u30ef\u30fc\u30bb\u30f3\u30bf\u30fc<\/strong><\/h5><p>Informatica PowerCenter \u306f\u3001\u5805\u7262\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\u6a5f\u80fd\u3067\u77e5\u3089\u308c\u308b\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b0\u30ec\u30fc\u30c9\u306e\u4e3b\u8981\u306a ETL \u30c4\u30fc\u30eb\u3067\u3059\u3002\u8907\u96d1\u306a\u5909\u63db\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u74b0\u5883\u3068\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3092\u7d71\u5408\u3057\u307e\u3059\u3002\u30d3\u30b8\u30e5\u30a2\u30eb\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306b\u3088\u308a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u8a2d\u8a08\u304c\u7c21\u7d20\u5316\u3055\u308c\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u7ba1\u7406\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u6a5f\u80fd\u306b\u3088\u308a\u6b63\u78ba\u6027\u304c\u4fdd\u8a3c\u3055\u308c\u307e\u3059\u3002PowerCenter\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306f\u3001\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3092\u6301\u3064\u5927\u898f\u6a21\u306a\u7d44\u7e54\u306b\u3068\u3063\u3066\u6700\u826f\u306e\u9078\u629e\u80a2\u3068\u306a\u308b\u304c\u3001\u305d\u306e\u5b66\u7fd2\u66f2\u7dda\u306b\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3078\u306e\u6295\u8cc7\u304c\u5fc5\u8981\u3068\u306a\u308b\u5834\u5408\u304c\u3042\u308b\u3002.<\/p><h5><strong>3.Talend\u30c7\u30fc\u30bf\u30d5\u30a1\u30d6\u30ea\u30c3\u30af<\/strong><\/h5><p>Talend Data Fabric\u306f\u3001ETL\u3001ELT\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u305f\u3081\u306e\u7d71\u5408\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63d0\u4f9b\u3057\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u7ba1\u7406\u3092\u7d71\u5408\u3059\u308b\u30021,000\u4ee5\u4e0a\u306e\u30b3\u30cd\u30af\u30bf\u3092\u5099\u3048\u3001\u5e45\u5e83\u3044\u30bd\u30fc\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u304c\u3001\u4e00\u90e8\u306f\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u3067\u3042\u308a\u3001\u30ab\u30b9\u30bf\u30e0\u8a2d\u5b9a\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002Talend\u306e\u30c9\u30e9\u30c3\u30b0\u30a2\u30f3\u30c9\u30c9\u30ed\u30c3\u30d7\u30fb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u306f\u958b\u767a\u3092\u52b9\u7387\u5316\u3059\u308b\u304c\u3001\u9ad8\u5ea6\u306a\u6a5f\u80fd\u306b\u306f\u6280\u8853\u7684\u306a\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u306a\u5834\u5408\u3082\u3042\u308b\u3002Talend\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306f\u3001\u5305\u62ec\u7684\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u6c42\u3081\u308b\u4f01\u696d\u306b\u9069\u3057\u3066\u3044\u308b\u3002.<\/p><h5><strong>4.AWS\u63a5\u7740\u5264<\/strong><\/h5><p>AWS Glue\u306f\u3001\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u306a\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u6700\u9069\u306a\u3001AWS\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u5185\u306e\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u306a\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9ETL\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u3001\u5909\u63db\u3001\u30ed\u30fc\u30c9\u3092\u81ea\u52d5\u5316\u3057\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u767a\u898b\u30fb\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3092\u5099\u3048\u3066\u3044\u308b\u3002Glue\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068 <a href=\"https:\/\/www.carmatec.com\/ja\/aws%e3%83%9e%e3%83%8d%e3%83%bc%e3%82%b8%e3%83%89%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9\/\">AWS\u306e\u30b5\u30fc\u30d3\u30b9<\/a> Redshift\u3084S3\u306e\u3088\u3046\u306aAWS\u30a4\u30f3\u30d5\u30e9\u3092\u6d3b\u7528\u3059\u308b\u7d44\u7e54\u306b\u3068\u3063\u3066\u3001\u3053\u306e\u88fd\u54c1\u306f\u6b20\u304b\u305b\u306a\u3044\u3082\u306e\u3068\u306a\u3063\u3066\u3044\u308b\u3002\u305d\u306e\u30d3\u30b8\u30e5\u30a2\u30eb\u30fb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u7c21\u7d20\u5316\u3059\u308b\u304c\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u306b\u306f\u614e\u91cd\u306a\u8a2d\u5b9a\u304c\u5fc5\u8981\u3060\u3002.<\/p><h5><strong>5.Azure\u30c7\u30fc\u30bf\u30d5\u30a1\u30af\u30c8\u30ea\u30fc<\/strong><\/h5><p>Azure Data Factory\u306f\u3001Microsoft\u306eAzure\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u5185\u306e\u5805\u7262\u306aETL\u304a\u3088\u3073\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3042\u308a\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30c7\u30fc\u30bf\u7d71\u5408\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\u8907\u96d1\u306a\u5909\u63db\u3092\u5f97\u610f\u3068\u3057\u3001Synapse Analytics\u306e\u3088\u3046\u306aAzure\u30b5\u30fc\u30d3\u30b9\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3067\u304d\u308b\u3002\u30d3\u30b8\u30e5\u30a2\u30eb\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3068\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u30b5\u30dd\u30fc\u30c8\u306b\u3088\u308a\u3001\u521d\u5fc3\u8005\u304b\u3089\u4e0a\u7d1a\u8005\u307e\u3067\u5bfe\u5fdc\u3067\u304d\u308b\u3002Azure Data Factory\u306f\u3001Microsoft\u306e\u30af\u30e9\u30a6\u30c9\u306b\u6295\u8cc7\u3057\u3066\u3044\u308b\u7d44\u7e54\u306b\u3068\u3063\u3066\u5f37\u529b\u306a\u9078\u629e\u80a2\u3060\u304c\u3001\u8907\u96d1\u306a\u30d5\u30ed\u30fc\u306e\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306f\u96e3\u3057\u3044\u304b\u3082\u3057\u308c\u306a\u3044\u3002.<\/p><h5><strong>6.\u30d5\u30a3\u30d9\u30c8\u30e9\u30f3<\/strong><\/h5><p>Fivetran\u306f\u3001\u81ea\u52d5\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306b\u7279\u5316\u3057\u305f\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306eETL\u30c4\u30fc\u30eb\u3067\u3001\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u306e\u305f\u3081\u306b500\u4ee5\u4e0a\u306e\u30b3\u30cd\u30af\u30bf\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002SQL\u306b\u3088\u308b\u30ed\u30fc\u30c9\u5f8c\u306e\u5909\u63db\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001ELT\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u6700\u9069\u3067\u3059\u3002Fivetran\u306e\u30b9\u30ad\u30fc\u30de\u30c9\u30ea\u30d5\u30c8\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u306f\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u304c\u30bd\u30fc\u30b9\u306e\u5909\u66f4\u306b\u9069\u5fdc\u3059\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3092\u8efd\u6e1b\u3057\u307e\u3059\u3002\u305d\u306e\u30bb\u30c3\u30c8\u30fb\u30a4\u30c3\u30c8\u30fb\u30a2\u30f3\u30c9\u30fb\u30d5\u30a9\u30fc\u30b2\u30c3\u30c8\u30fb\u30a4\u30c3\u30c8\u30fb\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u7279\u306bSalesforce\u3084e\u30b3\u30de\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u306a\u3069\u3001\u4fe1\u983c\u6027\u304c\u9ad8\u304f\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306e\u5c11\u306a\u3044\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u6c42\u3081\u308b\u30c1\u30fc\u30e0\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002.<\/p><h5><strong>7.\u30a8\u30a2\u30d0\u30a4\u30c8<\/strong><\/h5><p>Airbyte\u306f\u3001\u30ab\u30b9\u30bf\u30e0\u30b3\u30cd\u30af\u30bf\u306e\u8fc5\u901f\u306a\u4f5c\u6210\u3092\u53ef\u80fd\u306b\u3059\u308b\u30ce\u30fc\u30b3\u30fc\u30c9\u30b3\u30cd\u30af\u30bf\u30d3\u30eb\u30c0\u30fc\u3092\u5099\u3048\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eETL\u30c4\u30fc\u30eb\u3068\u3057\u3066\u969b\u7acb\u3063\u3066\u3044\u307e\u3059\u3002\u30af\u30e9\u30a6\u30c9\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\uff08Airbyte Cloud\uff09\u3068\u30bb\u30eb\u30d5\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\uff08Airbyte Enterprise\uff09\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3001\u591a\u69d8\u306a\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002Airbyte\u306f900\u4eba\u4ee5\u4e0a\u306e\u8ca2\u732e\u8005\u3092\u64c1\u3057\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u4e3b\u5c0e\u306e\u958b\u767a\u306b\u3088\u308a\u3001\u30b3\u30cd\u30af\u30bf\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u6210\u9577\u3092\u78ba\u5b9f\u306a\u3082\u306e\u306b\u3057\u3066\u3044\u307e\u3059\u3002Python\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308bPyAirbyte\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u3088\u308b\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u958b\u767a\u8005\u3084\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3068\u3063\u3066\u67d4\u8edf\u306a\u9078\u629e\u80a2\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002.<\/p><h5><strong>8.\u30de\u30c6\u30a3\u30ea\u30aa\u30f3<\/strong><\/h5><p>Matillion\u306f\u3001Snowflake\u3001Redshift\u3001BigQuery\u306a\u3069\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u5411\u3051\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u306aETL\/ELT\u30c4\u30fc\u30eb\u3067\u3059\u3002\u76f4\u611f\u7684\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3067\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u4f5c\u6210\u3092\u7c21\u7d20\u5316\u3057\u3001\u30d7\u30c3\u30b7\u30e5\u30c0\u30a6\u30f3\u6700\u9069\u5316\u306e\u30b5\u30dd\u30fc\u30c8\u3067\u5009\u5eab\u306e\u8a08\u7b97\u80fd\u529b\u3092\u6d3b\u7528\u3057\u307e\u3059\u3002Matillion\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u306e\u7d71\u5408\u306f\u3001ELT\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u512a\u5148\u3059\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u7406\u60f3\u7684\u3067\u3059\u3002\u4f7f\u7528\u91cf\u306b\u5fdc\u3058\u305f\u4fa1\u683c\u30e2\u30c7\u30eb\u306f\u3001\u30c7\u30fc\u30bf\u30cb\u30fc\u30ba\u306e\u5897\u5927\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002.<\/p><h5><strong>9.\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30c8<\/strong><\/h5><p>Integrate.io\uff08\u65e7Xplenty\uff09\u306f\u3001\u4f7f\u3044\u3084\u3059\u3055\u3068\u30b3\u30fc\u30c9\u4e0d\u8981\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u305f\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306eETL\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001SaaS\u30a2\u30d7\u30ea\u3001\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u62bd\u51fa\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u5f37\u529b\u306a\u5909\u63db\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u308b\u3002\u30af\u30ec\u30b8\u30c3\u30c8\u30d9\u30fc\u30b9\u306e\u4fa1\u683c\u30e2\u30c7\u30eb\u306f\u3001\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u91cf\u306e\u30d3\u30b8\u30cd\u30b9\u306b\u9069\u3057\u3066\u3044\u308b\u304c\u3001\u9ad8\u5ea6\u306a\u81ea\u52d5\u5316\u6a5f\u80fd\u306b\u306f\u5b66\u7fd2\u66f2\u7dda\u304c\u5fc5\u8981\u306a\u5834\u5408\u304c\u3042\u308b\u3002Integrate.io\u306f\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u3092\u6c42\u3081\u308b\u30c1\u30fc\u30e0\u306b\u3068\u3063\u3066\u5805\u5b9f\u306a\u9078\u629e\u80a2\u3067\u3042\u308b\u3002.<\/p><h5><strong>10.\u30ea\u30d9\u30ea\u30fc<\/strong><\/h5><p>Rivery\u306f\u3001ETL\u3001ELT\u3001\u30ea\u30d0\u30fc\u30b9ETL\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308bSaaS\u578bDataOps\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002200\u4ee5\u4e0a\u306e\u30de\u30cd\u30fc\u30b8\u30c9\u30b3\u30cd\u30af\u30bf\u3092\u5099\u3048\u3001\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u3001\u5909\u63db\u3001\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u5408\u7406\u5316\u3057\u307e\u3059\u3002Rivery\u306e\u30a4\u30f3\u30e9\u30a4\u30f3Python\u30b5\u30dd\u30fc\u30c8\u306f\u30ab\u30b9\u30bf\u30e0\u5909\u63db\u3092\u53ef\u80fd\u306b\u3057\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u306f\u81ea\u52d5\u5316\u3092\u5f37\u5316\u3057\u307e\u3059\u3002\u30de\u30eb\u30c1\u30c6\u30ca\u30f3\u30c8\u578b\u306e\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u4fdd\u8a3c\u3057\u3001\u591a\u69d8\u306a\u30b7\u30b9\u30c6\u30e0\u306b\u307e\u305f\u304c\u308b\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u7ba1\u7406\u3059\u308b\u30d3\u30b8\u30cd\u30b9\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002.<\/p><h5><strong>11.\u30a2\u30eb\u30c6\u30ea\u30af\u30b9<\/strong><\/h5><p>Alteryx\u306f\u3001\u30c7\u30fc\u30bf\u30d6\u30ec\u30f3\u30c9\u3068\u9ad8\u5ea6\u306a\u5206\u6790\u306b\u512a\u308c\u305f\u30c7\u30fc\u30bf\u5206\u6790\u3068ETL\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u305d\u306e\u30d3\u30b8\u30e5\u30a2\u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DataPrep<\/strong><\/h5><p>Zoho 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ETL\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3042\u308a\u3001Microsoft\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u7dca\u5bc6\u306b\u7d71\u5408\u3055\u308c\u3066\u3044\u308b\u3002\u305d\u306e\u30b3\u30cd\u30af\u30bf\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u7af6\u5408\u4ed6\u793e\u3088\u308a\u3082\u5c0f\u3055\u3044\u304c\u300120\u4ee5\u4e0a\u306e\u30b3\u30cd\u30af\u30bf\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3002C#\u307e\u305f\u306fVB.NET\u306b\u3088\u308bSSIS\u306e\u30ab\u30b9\u30bf\u30e0\u30b9\u30af\u30ea\u30d7\u30c8\u306f\u67d4\u8edf\u6027\u3092\u63d0\u4f9b\u3059\u308b\u304c\u3001\u9ad8\u5ea6\u306a\u30b9\u30ad\u30eb\u3092\u5fc5\u8981\u3068\u3059\u308b\u3002\u305d\u306e\u30b7\u30f3\u30b0\u30eb\u30b9\u30ec\u30c3\u30c9\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u62e1\u5f35\u6027\u3092\u5236\u9650\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001Microsoft\u4e2d\u5fc3\u306e\u7d44\u7e54\u306b\u6700\u9069\u3067\u3042\u308b\u3002.<\/p><h5><strong>16.SAS\u30c7\u30fc\u30bf\u7ba1\u7406<\/strong><\/h5><p>SAS Data Management\u306f\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u305f\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baETL\u30c4\u30fc\u30eb\u3067\u3042\u308b\u3002\u8907\u96d1\u306a\u5909\u63db\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u69d8\u3005\u306a\u30bd\u30fc\u30b9\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001\u30ea\u30bd\u30fc\u30b9\u96c6\u7d04\u306e\u305f\u3081\u3001\u5805\u7262\u306a\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002SAS\u306e\u5305\u62ec\u7684\u306a\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u6a5f\u80fd\u306f\u3001\u521d\u5fc3\u8005\u306b\u3068\u3063\u3066\u306f\u5b66\u7fd2\u66f2\u7dda\u304c\u6025\u3067\u3042\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u512a\u5148\u3059\u308b\u7d44\u7e54\u306b\u3068\u3063\u3066\u5f37\u529b\u306a\u9078\u629e\u80a2\u3068\u306a\u3063\u3066\u3044\u308b\u3002.<\/p><h5><strong>17.\u30b9\u30ca\u30c3\u30d7\u30ed\u30b8\u30c3\u30af<\/strong><\/h5><p>SnapLogic\u306f\u3001\u81ea\u52d5\u5316\u3068\u62e1\u5f35\u6027\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u305f\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306eETL\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3060\u3002\u30d7\u30ec\u30df\u30a2\u30e0\u30b3\u30cd\u30af\u30bf\u306fNetSuite\u3084Workday\u306e\u3088\u3046\u306a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u304c\u3001\u4fa1\u683c\u8a2d\u5b9a\u304c\u8907\u96d1\u306a\u5834\u5408\u304c\u3042\u308b\u3002SnapLogic\u306e\u30c9\u30e9\u30c3\u30b0\uff06\u30c9\u30ed\u30c3\u30d7\u30fb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u8a2d\u8a08\u3092\u7c21\u7d20\u5316\u3057\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u6a5f\u80fd\u306f\u52d5\u7684\u306a\u30c7\u30fc\u30bf\u30cb\u30fc\u30ba\u306b\u9069\u3057\u3066\u3044\u308b\u3002SnapLogic\u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b0\u30ec\u30fc\u30c9\u306e\u7d71\u5408\u3092\u6c42\u3081\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u6c4e\u7528\u6027\u306e\u9ad8\u3044\u9078\u629e\u80a2\u3060\u3002.<\/p><h5><strong>18.\u6b4c\u624b<\/strong><\/h5><p>Singer\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eETL\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3001\u62bd\u51fa\uff08\u30bf\u30c3\u30d7\uff09\u3068\u30ed\u30fc\u30c9\uff08\u30bf\u30fc\u30b2\u30c3\u30c8\uff09\u306e\u305f\u3081\u306e\u6a19\u6e96\u5316\u3055\u308c\u305f\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u30c7\u30fc\u30bf\u7d71\u5408\u3092\u7c21\u7d20\u5316\u3059\u308b\u3002\u305d\u306e\u67d4\u8edf\u6027\u306f\u3001\u30ab\u30b9\u30bf\u30e0\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5fc5\u8981\u3068\u3059\u308b\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u9b45\u529b\u7684\u3067\u3059\u304c\u3001\u5546\u7528\u30c4\u30fc\u30eb\u306e\u3088\u3046\u306a\u30ce\u30fc\u30b3\u30fc\u30c9\u3067\u306e\u5bb9\u6613\u3055\u306b\u306f\u6b20\u3051\u307e\u3059\u3002Singer\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u4e3b\u5c0e\u306e\u958b\u767a\u306b\u3088\u308a\u3001\u7d99\u7d9a\u7684\u306a\u6a5f\u80fd\u5f37\u5316\u304c\u4fdd\u8a3c\u3055\u308c\u3066\u304a\u308a\u3001\u6280\u8853\u30c1\u30fc\u30e0\u306b\u3068\u3063\u3066\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3044\u9078\u629e\u80a2\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002.<\/p><h5><strong>19.\u30aa\u30e9\u30af\u30eb\u30fb\u30c7\u30fc\u30bf\u30fb\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30bf\u30fc<\/strong><\/h5><p>Oracle Data Integrator\u306f\u3001\u30aa\u30e9\u30af\u30eb\u74b0\u5883\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baETL\u30c4\u30fc\u30eb\u3067\u3001\u8907\u96d1\u306a\u5909\u63db\u3084\u5927\u91cf\u306e\u51e6\u7406\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\u5ba3\u8a00\u578b\u306e\u8a2d\u8a08\u306b\u3088\u308a\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u4f5c\u6210\u304c\u7c21\u7d20\u5316\u3055\u308c\u3001Oracle Cloud\u3068\u306e\u7d71\u5408\u306b\u3088\u308a\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u304c\u5411\u4e0a\u3059\u308b\u3002\u30aa\u30e9\u30af\u30eb\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u305f\u3081\u3001\u30aa\u30e9\u30af\u30eb\u4ee5\u5916\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u306f\u67d4\u8edf\u6027\u304c\u5236\u9650\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u304c\u3001\u30aa\u30e9\u30af\u30eb\u4e2d\u5fc3\u306e\u4f01\u696d\u306b\u3068\u3063\u3066\u306f\u5f37\u56fa\u306a\u9078\u629e\u80a2\u3068\u306a\u308b\u3002.<\/p><h5><strong>20.\u9006\u5883\u30c7\u30fc\u30bf\u30bf\u30c3\u30d7<\/strong><\/h5><p>Adverity 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Data\u306e\u3088\u3046\u306a\u30b3\u30fc\u30c9\u4e0d\u8981\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304b\u3089Informatica PowerCenter\u306e\u3088\u3046\u306a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u307e\u3067\u3001\u3053\u306e\u30ac\u30a4\u30c9\u3067\u53d6\u308a\u4e0a\u3052\u305f20\u306e\u30c4\u30fc\u30eb\u306f\u591a\u69d8\u306a\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3057\u3001\u7d44\u7e54\u304c\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30e9\u30f3\u30c9\u30b9\u30b1\u30fc\u30d7\u3092\u30ca\u30d3\u30b2\u30fc\u30c8\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002. <a href=\"https:\/\/www.carmatec.com\/ja\/\">\u30ab\u30fc\u30de\u30c6\u30c3\u30af<\/a>, \u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u3002 <a href=\"https:\/\/www.carmatec.com\/ja\/%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90%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\/\">\u30c7\u30fc\u30bf\u5206\u6790\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0<\/a>, \u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u672a\u6765\u306b\u304a\u3051\u308b\u6210\u529f\u3092\u78ba\u304b\u306a\u3082\u306e\u306b\u3059\u308b\u305f\u3081\u3001\u4f01\u696d\u3068\u63d0\u643a\u3057\u3001\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u306e\u30c7\u30fc\u30bf\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u5c0e\u5165\u3057\u3066\u3044\u307e\u3059\u3002.<\/p><h2><strong>\u3088\u304f\u3042\u308b\u3054\u8cea\u554f<\/strong><\/h2><p><strong>1.ETL\u30c4\u30fc\u30eb\u3068\u306f\u4f55\u304b\u3001\u306a\u305c2026\u5e74\u306b\u4e0d\u53ef\u6b20\u306a\u306e\u304b\uff1f<\/strong><br \/>ETL\u30c4\u30fc\u30eb\u306f\u3001\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u5206\u6790\u306e\u305f\u3081\u306b\u5909\u63db\u3057\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u30b7\u30b9\u30c6\u30e0\u306b\u30ed\u30fc\u30c9\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3057\u307e\u3059\u3002\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3001\u6b63\u78ba\u6027\u3092\u78ba\u4fdd\u3057\u3001\u30c7\u30fc\u30bf\u4e3b\u5c0e\u578b\u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3051\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u6d1e\u5bdf\u3092\u53ef\u80fd\u306b\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002.<\/p><p><strong>2.ETL\u3068ELT\u306f\u3069\u3046\u9055\u3046\u306e\u304b\u3001\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u306b\u306f\u3069\u3061\u3089\u304c\u9069\u3057\u3066\u3044\u308b\u306e\u304b\uff1f<\/strong><br \/>ETL\u306f\u30c7\u30fc\u30bf\u3092\u30ed\u30fc\u30c9\u3059\u308b\u524d\u306b\u30c7\u30fc\u30bf\u3092\u5909\u63db\u3059\u308b\u304c\u3001ELT\u306f\u307e\u305a\u751f\u30c7\u30fc\u30bf\u3092\u30ed\u30fc\u30c9\u3057\u3001\u305d\u308c\u3092\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u5185\u3067\u5909\u63db\u3059\u308b\u3002\u30af\u30e9\u30a6\u30c9\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u51e6\u7406\u80fd\u529b\u304b\u3089\u3001ELT\u306f\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u306b\u9069\u3057\u3066\u3044\u308b\u3002.<\/p><p><strong>3.\u4e2d\u5c0f\u4f01\u696d\u306b\u6700\u9069\u306aETL\u30c4\u30fc\u30eb\u306f\uff1f<\/strong><br \/>Hevo Data\u3084Zoho DataPrep\u306e\u3088\u3046\u306a\u30b3\u30fc\u30c9\u4e0d\u8981\u306e\u30c4\u30fc\u30eb\u306f\u3001\u4f7f\u3044\u3084\u3059\u3055\u3001\u624b\u9803\u306a\u4fa1\u683c\u3001\u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u7528\u306e\u30b3\u30cd\u30af\u30bf\u304c\u3042\u3089\u304b\u3058\u3081\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u4e2d\u5c0f\u4f01\u696d\u306b\u3068\u3063\u3066\u7406\u60f3\u7684\u3067\u3059\u3002.<\/p><p><strong>4.Airbyte\u306e\u3088\u3046\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eETL\u30c4\u30fc\u30eb\u306f\u3001\u4f01\u696d\u3067\u4f7f\u7528\u3059\u308b\u306e\u306b\u4fe1\u983c\u3067\u304d\u307e\u3059\u304b\uff1f<\/strong><br \/>Airbyte\u306e\u3088\u3046\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30c4\u30fc\u30eb\u306f\u3001\u6280\u8853\u7684\u306a\u5c02\u9580\u77e5\u8b58\u3092\u6301\u3064\u4f01\u696d\u306b\u3068\u3063\u3066\u4fe1\u983c\u6027\u304c\u9ad8\u304f\u3001\u67d4\u8edf\u6027\u3068\u30b3\u30b9\u30c8\u524a\u6e1b\u3092\u63d0\u4f9b\u3059\u308b\u3002\u3057\u304b\u3057\u3001\u5546\u7528\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3088\u308a\u3082\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308b\u3002.<\/p><p><strong>5.ETL\u30c4\u30fc\u30eb\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u3069\u306e\u3088\u3046\u306b\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u304b\uff1f<\/strong><br \/>Fivetran\u3001Airbyte\u3001SnapLogic\u306a\u3069\u306e\u30c4\u30fc\u30eb\u306f\u3001\u7d99\u7d9a\u7684\u306a\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u3068\u5909\u63db\u3092\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u306b\u5bfe\u3059\u308b\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u6d1e\u5bdf\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002.<\/p>\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 the data-driven landscape of 2026, businesses rely on actionable insights to stay competitive, and the backbone of this capability lies in efficient data integration. ETL (Extract, Transform, Load) tools are essential for consolidating data from diverse sources, transforming it into usable formats, and loading it into centralized systems for analysis. With the proliferation of [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":47094,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-47031","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\/47031","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\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/comments?post=47031"}],"version-history":[{"count":0,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/posts\/47031\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/media\/47094"}],"wp:attachment":[{"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/media?parent=47031"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/categories?post=47031"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.carmatec.com\/ja\/wp-json\/wp\/v2\/tags?post=47031"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}