{"id":5166,"date":"2022-07-16T19:41:39","date_gmt":"2022-07-17T03:41:39","guid":{"rendered":"https:\/\/www.gudusoft.com\/?p=5166"},"modified":"2024-12-10T04:37:31","modified_gmt":"2024-12-10T12:37:31","slug":"best-open-source-data-profiling-tools","status":"publish","type":"post","link":"https:\/\/www.gudusoft.com\/jp\/%e6%9c%80%e9%ab%98%e3%81%ae%e3%82%aa%e3%83%bc%e3%83%97%e3%83%b3-%e3%82%bd%e3%83%bc%e3%82%b9-%e3%83%87%e3%83%bc%e3%82%bf-%e3%83%97%e3%83%ad%e3%83%95%e3%82%a1%e3%82%a4%e3%83%aa%e3%83%b3%e3%82%b0\/","title":{"rendered":"2025 \u5e74\u306b\u691c\u8a0e\u3059\u3079\u304d 8 \u3064\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0 \u30c4\u30fc\u30eb"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:#e8eaf0;border-style:solid;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1310.4px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-1\" style=\"line-height:26px;\"><h2>2025\u5e74\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u30c4\u30fc\u30eb8\u9078<\/h2>\n<p>\u30c7\u30fc\u30bf\u306e\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u7d71\u5408\u3001\u63a2\u7d22\u306a\u3069\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u52b9\u7387\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u7d44\u7e54\u306f\u307e\u3059\u307e\u3059 <strong>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30c7\u30fc\u30bf \u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0 \u30c4\u30fc\u30eb<\/strong>\u3002 \u6642\u9593\u3068\u3068\u3082\u306b\u3001 <strong><a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e3%83%97%e3%83%ad%e3%83%95%e3%82%a1%e3%82%a4%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%a8%e3%81%af\/\">\u30c7\u30fc\u30bf\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0<\/a><\/strong> \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6e96\u5099\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3068\u306a\u308a\u3001 <strong><a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e5%a4%89%e6%8f%9b%e3%81%a8%e3%81%af\/\">\u30c7\u30fc\u30bf\u5909\u63db<\/a><\/strong>\u3001\u79fb\u4f4f\u3001 <strong>\u5009\u5eab\u4fdd\u7ba1<\/strong>\u3001\u305d\u3057\u3066\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u30a4\u30cb\u30b7\u30a2\u30c1\u30d6\u3002\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u30c4\u30fc\u30eb\u3092\u304a\u63a2\u3057\u306a\u3089\u3001\u3053\u3053\u304c\u6700\u9069\u306a\u5834\u6240\u3067\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001 <strong>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u30c4\u30fc\u30eb8\u9078<\/strong> 2025 \u5e74\u306b\u30c7\u30fc\u30bf \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u7c21\u7d20\u5316\u3068\u5f37\u5316\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n<div id=\"attachment_5170\" style=\"width: 917px\" class=\"wp-caption aligncenter\"><img aria-describedby=\"caption-attachment-5170\" decoding=\"async\" class=\"size-full wp-image-5170\" src=\"https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Open_Source_Data_Profiling_Tools.png\" alt=\"\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0 \u30c4\u30fc\u30eb\" width=\"907\" height=\"592\" srcset=\"https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Open_Source_Data_Profiling_Tools-200x131.png 200w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Open_Source_Data_Profiling_Tools-300x196.png 300w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Open_Source_Data_Profiling_Tools-400x261.png 400w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Open_Source_Data_Profiling_Tools-600x392.png 600w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Open_Source_Data_Profiling_Tools-768x501.png 768w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Open_Source_Data_Profiling_Tools-800x522.png 800w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Open_Source_Data_Profiling_Tools.png 907w\" sizes=\"(max-width: 907px) 100vw, 907px\" \/><p id=\"caption-attachment-5170\" class=\"wp-caption-text\">\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0 \u30c4\u30fc\u30eb<\/p><\/div>\n<h3>Best Open Source Data Profiling Tools &#8211; 1. <a href=\"https:\/\/www.talend.com\/\">Talend\u30aa\u30fc\u30d7\u30f3\u30b9\u30bf\u30b8\u30aa<\/a><\/h3>\n<p>Talend Open Studio \u306f\u3001\u7c21\u5358\u306a ETL \u304a\u3088\u3073\u30c7\u30fc\u30bf\u7d71\u5408\u30bf\u30b9\u30af\u3092\u4e00\u62ec\u307e\u305f\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5b9f\u884c\u3059\u308b\u3001\u6700\u3082\u4eba\u6c17\u306e\u3042\u308b\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u304a\u3088\u3073\u30c7\u30fc\u30bf \u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0 \u30c4\u30fc\u30eb\u306e 1 \u3064\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u30c4\u30fc\u30eb\u306e\u6a5f\u80fd\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u7ba1\u7406\u3001\u30c6\u30ad\u30b9\u30c8 \u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u7279\u6027\u306e\u5206\u6790\u3001\u3042\u3089\u3086\u308b\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u306e\u5373\u6642\u7d71\u5408\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306e\u30e6\u30cb\u30fc\u30af\u306a\u4fa1\u5024\u63d0\u6848\u306e 1 \u3064\u306f\u3001\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3068\u306e\u7167\u5408\u3092\u9032\u3081\u308b\u6a5f\u80fd\u3067\u3059\u3002\u3055\u3089\u306b\u3001Open Profiler \u306f\u3001\u5404\u30c7\u30fc\u30bf\u8981\u7d20\u306e\u5206\u6790\u7d50\u679c\u3092\u793a\u3059\u4e00\u9023\u306e\u30b0\u30e9\u30d5\u3068\u8868\u3092\u8868\u793a\u3059\u308b\u76f4\u611f\u7684\u306a\u30e6\u30fc\u30b6\u30fc \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p>Talend Open Studio \u306f\u3059\u3079\u3066\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u7121\u6599\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u306e\u30c4\u30fc\u30eb\u306e\u4ed6\u306e\u6709\u6599\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u306f\u9ad8\u5ea6\u306a\u6a5f\u80fd\u304c\u3042\u308a\u3001\u6708\u984d $1,000 \u304b\u3089 $1,170 \u306e\u8cbb\u7528\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n<p>https:\/\/www.talend.com\/<\/p>\n<h3>Best Open Source Data Profiling Tools &#8211; 2. <a href=\"https:\/\/datacleaner.github.io\/\">DataCleaner<\/a><\/h3>\n<p>DataCleaner\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u3001\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u30a8\u30f3\u30ea\u30c3\u30c1\u30e1\u30f3\u30c8\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u3001\u591a\u7528\u9014\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c7\u30fc\u30bf\u54c1\u8cea\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3067\u3059\u3002\u30d1\u30bf\u30fc\u30f3\u3001\u6b20\u640d\u5024\u3001\u6587\u5b57\u30bb\u30c3\u30c8\u306a\u3069\u306e\u30c7\u30fc\u30bf\u7279\u6027\u306e\u7279\u5b9a\u3092\u542b\u3080\u5f37\u529b\u306a\u30c7\u30fc\u30bf\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u6a5f\u80fd\u304c\u7279\u306b\u9ad8\u304f\u8a55\u4fa1\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>DataCleaner\u306e\u512a\u308c\u305f\u70b9 <strong><a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e5%93%81%e8%b3%aa%e3%81%ae%e6%94%b9%e5%96%84%e6%96%b9%e6%b3%95\/\">\u30c7\u30fc\u30bf\u54c1\u8cea<\/a><\/strong> \u30c7\u30fc\u30bf\u306e\u5b8c\u5168\u6027\u3001\u6574\u5408\u6027\u3001\u5206\u5e03\u30d1\u30bf\u30fc\u30f3\u3092\u691c\u67fb\u3059\u308b\u3053\u3068\u3067\u5206\u6790\u3092\u884c\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u7570\u5e38\u3092\u7279\u5b9a\u3057\u3001\u4e00\u610f\u6027\u3084\u4e00\u8cab\u6027\u3068\u3044\u3063\u305f\u69d8\u3005\u306a\u5074\u9762\u304b\u3089\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3092\u6e2c\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30c4\u30fc\u30eb\u306f\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u304c\u7c21\u5358\u3067\u3001Windows\u3001Linux\u3001macOS\u306a\u3069\u3001\u69d8\u3005\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084CSV\u306a\u3069\u306e\u30d5\u30e9\u30c3\u30c8\u30d5\u30a1\u30a4\u30eb\u306a\u3069\u3001\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u7d20\u65e9\u304f\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>DataCleaner\u306f\u3001\u30a2\u30c9\u30db\u30c3\u30af\u306a\u30c7\u30fc\u30bf\u54c1\u8cea\u8ab2\u984c\u3078\u306e\u5bfe\u5fdc\u3084\u3001\u3088\u308a\u5e83\u7bc4\u306a\u30c7\u30fc\u30bf\u5206\u6790\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3078\u306e\u7d71\u5408\u3092\u76ee\u7684\u3068\u3057\u305f\u3001\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3044\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u6c42\u3081\u308b\u30c1\u30fc\u30e0\u306b\u6700\u9069\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u5927\u898f\u6a21\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u304a\u3051\u308b\u6c38\u7d9a\u7684\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u3057\u3066\u3067\u306f\u306a\u304f\u3001\u30b9\u30bf\u30f3\u30c9\u30a2\u30ed\u30f3\u306e\u30c7\u30fc\u30bf\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u30bf\u30b9\u30af\u3067\u306e\u4f7f\u7528\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n<p>https:\/\/datacleaner.github.io\/<\/p>\n<h3>Best Open Source Data Profiling Tools &#8211; 3. <a href=\"https:\/\/dbmstools.com\/tools\/open-source-data-quality-and-profiling\">\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u54c1\u8cea\u3068\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0<\/a><\/h3>\n<p>\u30c7\u30fc\u30bf\u54c1\u8cea\u304a\u3088\u3073\u30c7\u30fc\u30bf\u6e96\u5099\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u3001 <strong>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u54c1\u8cea\u3068\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0<\/strong> \u30c7\u30fc\u30bf\u306e\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u691c\u51fa\u3001\u7570\u5e38\u306e\u691c\u51fa\u306a\u3069\u3092\u5b9f\u884c\u3059\u308b\u9ad8\u6027\u80fd\u306e\u7d71\u5408\u30c7\u30fc\u30bf\u7ba1\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p>\u5143\u306f\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3068\u6e96\u5099\u306e\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3067\u3057\u305f\u304c\u3001\u73fe\u5728\u306f\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u3001\u8c4a\u5bcc\u306a\u30c7\u30fc\u30bf\u306e\u5909\u66f4\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30a2\u30e9\u30fc\u30c8\u306a\u3069\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002\u73fe\u5728\u3001\u3053\u306e\u30c4\u30fc\u30eb\u306b\u3088\u308a\u3001Hadoop \u306f Hadoop \u30b0\u30ea\u30c3\u30c9\u9593\u3067\u30d5\u30a1\u30a4\u30eb\u3092\u8ee2\u9001\u3057\u3066\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>https:\/\/dbmstools.com\/tools\/open-source-data-quality-and-profiling<\/p>\n<h3>Best Open Source Data Profiling Tools &#8211; 4. <a href=\"https:\/\/openrefine.org\/\">OpenRefine<\/a><\/h3>\n<p>\u4ee5\u524d\u306f Google Refine \u304a\u3088\u3073 Freebase Gridworks \u3068\u3057\u3066\u77e5\u3089\u308c\u3066\u3044\u305f OpenRefine \u306f\u3001\u4e71\u96d1\u306a\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30c4\u30fc\u30eb\u3067\u3059\u3002 2010 \u5e74\u306b\u958b\u59cb\u3055\u308c\u305f OpenRefine \u306e\u6d3b\u767a\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5909\u5316\u3059\u308b\u30cb\u30fc\u30ba\u306b\u95a2\u9023\u3059\u308b\u3088\u3046\u306b\u30c7\u30fc\u30bf \u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0 \u30c4\u30fc\u30eb\u3092\u5f37\u5316\u3059\u308b\u3053\u3068\u306b\u5c02\u5ff5\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>15 \u3092\u8d85\u3048\u308b\u8a00\u8a9e\u3067\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b OpenRefine \u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u3092\u30ed\u30fc\u30c9\u3001\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u8abf\u6574\u3001\u304a\u3088\u3073\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b Java \u30d9\u30fc\u30b9\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002\u6539\u5584\u3055\u308c\u305f\u30c7\u30fc\u30bf \u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u3092\u78ba\u5b9f\u306b\u3059\u308b\u305f\u3081\u306b\u3001Web \u304b\u3089\u306e\u60c5\u5831\u3082\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u5909\u63db\u306e\u5834\u5408\u3001\u30e6\u30fc\u30b6\u30fc\u306f GREL\u3001Python\u3001\u304a\u3088\u3073 Clojure \u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>https:\/\/openrefine.org\/<\/p>\n<h3>\u6700\u9ad8\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 5. DataMatch Enterprise<\/h3>\n<p>\u30b3\u30fc\u30c9\u4e0d\u8981\u306e\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u3001\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u30de\u30c3\u30c1\u30f3\u30b0\u3001\u304a\u3088\u3073\u91cd\u8907\u6392\u9664\u306e\u305f\u3081\u306e\u4e00\u822c\u7684\u306a\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3068\u3057\u3066\u3001DataMatch Enterprise \u306f\u3001\u9867\u5ba2\u304a\u3088\u3073\u9023\u7d61\u5148\u306e\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u554f\u984c\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u7279\u5225\u306b\u8a2d\u8a08\u3055\u308c\u305f\u3001\u975e\u5e38\u306b\u8996\u899a\u7684\u306a\u30c7\u30fc\u30bf \u30af\u30ec\u30f3\u30b8\u30f3\u30b0 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u72ec\u81ea\u306e\u6a19\u6e96\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u6d3b\u7528\u3057\u3066\u3001\u97f3\u58f0\u3001\u96e3\u8aad\u5316\u3001\u507d\u306e\u30ad\u30fc\u3001\u7565\u8a9e\u3001\u304a\u3088\u3073\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30d0\u30ea\u30a2\u30f3\u30c8\u3092\u8a8d\u8b58\u3057\u307e\u3059\u3002<\/p>\n<p>DataMatch Enterprise (DME) \u306f\u7121\u6599\u3067\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u304c\u3001DataMatch Enterprise Server (DMES) \u306a\u3069\u306e\u4ed6\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u3001\u30c7\u30e2\u306e\u4e8b\u524d\u6ce8\u6587\u5f8c\u306b\u4e00\u5b9a\u306e\u4fa1\u683c\u3067\u5165\u624b\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>Best Open Source Data Profiling Tools &#8211; 6. <a href=\"https:\/\/www.ataccama.com\/\">\u30a2\u30bf\u30ab\u30de<\/a><\/h3>\n<p>\u30a2\u30b8\u30e3\u30a4\u30eb\u3067\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306a\u7d44\u7e54\u306e\u69cb\u7bc9\u3092\u652f\u63f4\u3059\u308b\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba \u30c7\u30fc\u30bf\u54c1\u8cea\u30d5\u30a1\u30d6\u30ea\u30c3\u30af \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u3001Ataccama \u306f\u7121\u6599\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0 \u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30d6\u30e9\u30a6\u30b6\u304b\u3089\u76f4\u63a5\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3067\u304d\u308b\u6a5f\u80fd\u3001\u5916\u90e8\u30ad\u30fc\u5206\u6790\u3092\u542b\u3080\u9ad8\u5ea6\u306a\u5206\u6790\u6307\u6a19\u3001\u3042\u3089\u3086\u308b\u30c7\u30fc\u30bf\u306e\u5909\u63db\u306a\u3069\u3002<\/p>\n<p>\u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u307e\u305f\u3001ARTIFICIAL \u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u4e2d\u306b\u7570\u5e38\u3092\u691c\u51fa\u3057\u3001\u30c7\u30fc\u30bf\u306e\u554f\u984c\u3092\u901a\u77e5\u3057\u3001Ataccama DQ \u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u542b\u3080\u30c7\u30fc\u30bf \u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u306e\u3044\u304f\u3064\u304b\u306e\u5074\u9762\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3001\u30c7\u30fc\u30bf \u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u3092\u7c21\u7d20\u5316\u3057\u307e\u3059\u3002\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306f\u3001\u30c7\u30fc\u30bf\u6e96\u5099\u3084\u30d5\u30ea\u30fc\u30df\u30a2\u30e0 \u30c7\u30fc\u30bf \u30ab\u30bf\u30ed\u30b0\u306a\u3069\u306e\u4eca\u5f8c\u306e\u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf \u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u3092\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u3055\u3089\u306a\u308b\u52aa\u529b\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>https:\/\/www.ataccama.com\/<\/p>\n<h3>Best Open Source Data Profiling Tools &#8211; 7. <a href=\"https:\/\/griffin.apache.org\/\">\u30a2\u30d1\u30c3\u30c1\u30b0\u30ea\u30d5\u30a3\u30f3<\/a><\/h3>\n<p>Apache Griffin \u306f\u3001\u3055\u307e\u3056\u307e\u306a\u89b3\u70b9\u304b\u3089\u30c7\u30fc\u30bf\u54c1\u8cea\u3092\u6e2c\u5b9a\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u7d71\u5408\u3059\u308b\u305f\u3081\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u7528\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u54c1\u8cea\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u5206\u6790\u8981\u4ef6\u3092\u6e80\u305f\u3059\u305f\u3081\u306b\u30d0\u30c3\u30c1 \u30e2\u30fc\u30c9\u3068\u30b9\u30c8\u30ea\u30fc\u30e0 \u30e2\u30fc\u30c9\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 Griffin \u306f\u3001\u4e00\u9023\u306e\u5b9a\u7fa9\u6e08\u307f\u30c7\u30fc\u30bf\u54c1\u8cea\u30c9\u30e1\u30a4\u30f3 \u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3001\u3088\u308a\u5e83\u7bc4\u306a\u30c7\u30fc\u30bf\u54c1\u8cea\u554f\u984c\u306b\u5bfe\u51e6\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf \u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u3092\u9ad8\u901f\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>https:\/\/griffin.apache.org\/<\/p>\n<h3>\u6700\u9ad8\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0 \u30c4\u30fc\u30eb \u2013 8. Power MatchMaker<\/h3>\n<p>\u4e3b\u306b\u6b21\u306e\u76ee\u7684\u3067\u4f5c\u6210\u3055\u308c\u305f\u3001\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9\u306e Java \u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf \u30af\u30ec\u30f3\u30b8\u30f3\u30b0 \u30c4\u30fc\u30eb\u3068\u3057\u3066 <strong><a href=\"https:\/\/www.gudusoft.com\/jp\/%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%81%a8%e3%81%af\/\">\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9<\/a><\/strong> \u304a\u3088\u3073\u9867\u5ba2\u95a2\u4fc2\u7ba1\u7406 (CRM) \u958b\u767a\u8005\u306f\u3001Power MatchMaker \u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3001\u691c\u8a3c\u3001\u8b58\u5225\u3001\u304a\u3088\u3073\u91cd\u8907\u30ec\u30b3\u30fc\u30c9\u306e\u524a\u9664\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30ab\u30b9\u30bf\u30de\u30fc \u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7 \u30de\u30cd\u30b8\u30e1\u30f3\u30c8 (CRM) \u3068\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u7d71\u5408\u4e2d\u306b\u767a\u751f\u3059\u308b\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u3088\u3046\u306b\u9ad8\u5ea6\u306b\u8a2d\u8a08\u3055\u308c\u305f Power MatchMaker \u306f\u3001\u4e3b\u8981\u306a\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30f3\u306e\u5909\u63db\u3001\u91cd\u8907\u30c7\u30fc\u30bf\u306e\u30de\u30fc\u30b8\u3001\u304a\u3088\u3073\u76f8\u4e92\u53c2\u7167\u30c6\u30fc\u30d6\u30eb\u306e\u69cb\u7bc9\u306b\u9069\u3057\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002<\/p>\n<p>Power MatchMaker \u30c4\u30fc\u30eb\u306f\u7121\u6599\u3067\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u4f7f\u7528\u3067\u304d\u3001\u5408\u7406\u7684\u306a\u4fa1\u683c\u3067\u751f\u7523\u30b5\u30dd\u30fc\u30c8\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<h3>\u7d50\u8ad6<\/h3>\n<p>\u79c1\u305f\u3061\u306e\u8a18\u4e8b\u3092\u304a\u8aad\u307f\u3044\u305f\u3060\u304d\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\u3002 <strong>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30c7\u30fc\u30bf \u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0 \u30c4\u30fc\u30eb<\/strong> 2025\u5e74\u307e\u3067\u306b\u30c7\u30fc\u30bf\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u306b\u3064\u3044\u3066\u3055\u3089\u306b\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u5834\u5408\u306f\u3001 <a href=\"https:\/\/www.gudusoft.com\/jp\/\"><strong>Gudu SQLFlow<\/strong><\/a> \u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3002<\/p>\n<p>\u305d\u306e\u4e00\u3064\u3068\u3057\u3066\u00a0<strong><a href=\"https:\/\/www.dpriver.com\/blog\/2022\/05\/11\/best-data-lineage-tools\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u6700\u9ad8\u306e\u30c7\u30fc\u30bf\u7cfb\u7d71\u30c4\u30fc\u30eb<\/a><\/strong>\u00a0\u73fe\u5728\u5e02\u5834\u306b\u51fa\u56de\u3063\u3066\u3044\u308b Gudu SQLFlow \u306f\u3001SQL \u30b9\u30af\u30ea\u30d7\u30c8 \u30d5\u30a1\u30a4\u30eb\u3092\u5206\u6790\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u00a0<strong><a href=\"https:\/\/www.gudusoft.com\/jp\/whats-data-lineage-why-important\/\">\u30c7\u30fc\u30bf\u7cfb\u7d71<\/a><\/strong>\u3001\u304a\u3088\u3073\u8996\u899a\u7684\u306a\u8868\u793a\u3092\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30e6\u30fc\u30b6\u30fc\u304c CSV 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0px;}<\/style><\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":27,"featured_media":5177,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[178],"tags":[310,270,303,173,305,169,157,309,304,307,308,311,306,123],"_links":{"self":[{"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/posts\/5166"}],"collection":[{"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/users\/27"}],"replies":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/comments?post=5166"}],"version-history":[{"count":18,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/posts\/5166\/revisions"}],"predecessor-version":[{"id":6502,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/posts\/5166\/revisions\/6502"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/media\/5177"}],"wp:attachment":[{"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/media?parent=5166"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/categories?post=5166"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/tags?post=5166"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}