{"id":3759,"date":"2022-05-04T02:24:05","date_gmt":"2022-05-04T10:24:05","guid":{"rendered":"https:\/\/www.gudusoft.com\/?p=3759"},"modified":"2022-05-04T03:36:35","modified_gmt":"2022-05-04T11:36:35","slug":"best-etl-tools","status":"publish","type":"post","link":"https:\/\/www.gudusoft.com\/jp\/%e3%83%99%e3%82%b9%e3%83%88-etl-%e3%83%84%e3%83%bc%e3%83%ab\/","title":{"rendered":"12 \u306e\u30d9\u30b9\u30c8 ETL \u30c4\u30fc\u30eb 2022 | Gudu SQLFlow"},"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><strong>12 \u30d9\u30b9\u30c8 ETL \u30c4\u30fc\u30eb 2022<\/strong><\/h2>\n<p>\u305f\u304f\u3055\u3093\u306e <strong><a href=\"https:\/\/en.wikipedia.org\/wiki\/Extract,_transform,_load\">ETL<\/a><\/strong> \u30c4\u30fc\u30eb\u306f 2022 \u5e74\u306b\u5e02\u5834\u3067\u5165\u624b\u53ef\u80fd\u306b\u306a\u308a\u3001\u305d\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3068\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u7d44\u7e54\u307e\u305f\u306f\u30d9\u30f3\u30c0\u30fc\u306b\u5fdc\u3058\u3066\u3001\u6b21\u306e 4 \u3064\u306e\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u985e\u3067\u304d\u307e\u3059\u3002 <strong>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 ETL \u30c4\u30fc\u30eb<\/strong>, <strong>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e ETL \u30c4\u30fc\u30eb<\/strong>, <strong>\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e ETL \u30c4\u30fc\u30eb<\/strong>\u3001 \u3068 <strong>\u30ab\u30b9\u30bf\u30e0 ETL \u30c4\u30fc\u30eb<\/strong>.\u305f\u3060\u3057\u3001\u975e\u5e38\u306b\u591a\u304f\u306e ETL \u30c4\u30fc\u30eb\u304c\u5b58\u5728\u3059\u308b\u305f\u3081\u3001\u6700\u9069\u306a\u30c4\u30fc\u30eb\u3092\u898b\u3064\u3051\u308b\u306e\u306f\u5bb9\u6613\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305f\u307e\u305f\u307e\u6700\u9ad8\u306e ETL \u30c4\u30fc\u30eb\u3092\u63a2\u3057\u3066\u3044\u308b\u306a\u3089\u3001\u3053\u3053\u306f\u9069\u5207\u306a\u5834\u6240\u3067\u3059\u3002\u751f\u6d3b\u3092\u697d\u306b\u3059\u308b\u305f\u3081\u306b\u3001 <a href=\"https:\/\/www.gudusoft.com\/jp\/\"><strong>Gudu SQLFlow<\/strong><\/a> \u30c1\u30fc\u30e0\u306f\u3001 <strong>\u30d9\u30b9\u30c8 ETL \u30c4\u30fc\u30eb 2022<\/strong> \u30e6\u30fc\u30b9 \u30b1\u30fc\u30b9\u3001\u4e88\u7b97\u3001\u6a5f\u80fd\u3001\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3001\u304a\u3088\u3073\u6280\u8853\u30ea\u30c6\u30e9\u30b7\u30fc\u306b\u57fa\u3065\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<div id=\"attachment_3767\" style=\"width: 1034px\" class=\"wp-caption aligncenter\"><img aria-describedby=\"caption-attachment-3767\" decoding=\"async\" class=\"size-full wp-image-3767\" src=\"https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/05\/Best_ETL_Tools.jpg\" alt=\"\u6700\u9ad8\u306e ETL \u30c4\u30fc\u30eb\" width=\"1024\" height=\"279\" srcset=\"https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/05\/Best_ETL_Tools-200x54.jpg 200w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/05\/Best_ETL_Tools-300x82.jpg 300w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/05\/Best_ETL_Tools-400x109.jpg 400w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/05\/Best_ETL_Tools-600x163.jpg 600w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/05\/Best_ETL_Tools-768x209.jpg 768w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/05\/Best_ETL_Tools-800x218.jpg 800w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/05\/Best_ETL_Tools.jpg 1024w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><p id=\"caption-attachment-3767\" class=\"wp-caption-text\">\u6700\u9ad8\u306e ETL \u30c4\u30fc\u30eb<\/p><\/div>\n<p>\u3068\u3057\u3066 <strong><a href=\"https:\/\/medium.com\/@han.yu_47442\/15-best-data-lineage-tools-2022-reviews-comparison-9fc5fe690f2d\">\u30c7\u30fc\u30bf\u7cfb\u7d71\u89e3\u6790\u30c4\u30fc\u30eb<\/a><\/strong>, <strong>Gudu SQLFlow <\/strong>SQL\u30b9\u30af\u30ea\u30d7\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u89e3\u6790\u3057\u3066\u30c7\u30fc\u30bf\u7cfb\u7d71\u3092\u53d6\u5f97\u3057\u3001\u30d3\u30b8\u30e5\u30a2\u30eb\u8868\u793a\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf\u7cfb\u7d71\u3092CSV\u5f62\u5f0f\u3067\u63d0\u4f9b\u3057\u3066\u30d3\u30b8\u30e5\u30a2\u30eb\u8868\u793a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u4ee5\u4e0a\u82e6\u52b4\u3059\u308b\u3053\u3068\u306a\u304f\u30012022\u5e74\u306e\u5e02\u5834\u3067\u5165\u624b\u53ef\u80fd\u306a12\u306e\u6700\u9ad8\u306eETL\u30c4\u30fc\u30eb\u306e\u30ea\u30b9\u30c8\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059.<\/p>\n<h3><strong>\u6700\u9ad8\u306e ETL \u30c4\u30fc\u30eb \u2013 1. IBM DataStage<\/strong><\/h3>\n<p><strong>\u30bf\u30a4\u30d7\uff1a<\/strong> \u4f01\u696d<\/p>\n<p><strong>IBM \u30c7\u30fc\u30bf\u30b9\u30c6\u30fc\u30b8<\/strong> \u30b5\u30fc\u30d0\u30fc\u4e0a\u306e\u4e2d\u592e\u30c7\u30fc\u30bf \u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u5bfe\u3057\u3066 Windows \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304b\u3089\u30bf\u30b9\u30af\u3092\u4f5c\u6210\u304a\u3088\u3073\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8 \u30b5\u30fc\u30d0\u30fc\u8a2d\u8a08\u3092\u4e2d\u5fc3\u306b\u69cb\u7bc9\u3055\u308c\u305f\u30c7\u30fc\u30bf\u7d71\u5408\u30c4\u30fc\u30eb\u3067\u3059\u3002 <span class=\"Y2IQFc\" lang=\"en\">ETL \u304a\u3088\u3073\u62bd\u51fa\u3001\u8aad\u307f\u8fbc\u307f\u3001\u5909\u63db (ELT) \u30e2\u30c7\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u9ad8\u6027\u80fd\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u8907\u6570\u306e\u30bd\u30fc\u30b9\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u308f\u305f\u308b\u30c7\u30fc\u30bf\u7d71\u5408\u3092\u53ef\u80fd\u306b\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u5c55\u958b\u7528\u306b\u69cb\u7bc9\u3055\u308c\u305f IBM DataStage \u306f\u3001\u30af\u30e9\u30a6\u30c9\u5bfe\u5fdc\u30d0\u30fc\u30b8\u30e7\u30f3 (DataStage for IBM Cloud Pak for Data) \u3067\u3082\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<h3><strong>\u6700\u9ad8\u306e ETL \u30c4\u30fc\u30eb \u2013 2. Oracle Data Integrator<\/strong><\/h3>\n<p><strong>\u30bf\u30a4\u30d7\uff1a<\/strong> \u4f01\u696d<\/p>\n<p>\u7d44\u7e54\u9593\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u69cb\u7bc9\u3001\u7ba1\u7406\u3001\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u3001 <strong>Oracle Data Integrator (ODI)<\/strong> \u5927\u91cf\u306e\u30d0\u30eb\u30af \u30ed\u30fc\u30c9\u304b\u3089\u30b5\u30fc\u30d3\u30b9\u6307\u5411\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3 \u30c7\u30fc\u30bf \u30b5\u30fc\u30d3\u30b9\u307e\u3067\u3001\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u8981\u6c42\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u9ad8\u901f\u5316\u3059\u308b\u305f\u3081\u306b\u3001\u4e26\u5217\u30bf\u30b9\u30af\u5b9f\u884c\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001Oracle GoldenGate \u304a\u3088\u3073 Oracle Warehouse Builder \u3068\u306e\u7d44\u8fbc\u307f\u7d71\u5408\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 Oracle Enterprise Manager \u3092\u901a\u3058\u3066\u3001ODI \u304a\u3088\u3073\u305d\u306e\u4ed6\u306e Oracle \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u76e3\u8996\u3057\u3066\u3001\u30c4\u30fc\u30eb\u30b9\u30bf\u30c3\u30af\u5168\u4f53\u306e\u53ef\u8996\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3><strong>\u6700\u9ad8\u306e ETL \u30c4\u30fc\u30eb \u2013 3. Informatica PowerCenter<\/strong><\/h3>\n<p><strong>\u30bf\u30a4\u30d7\uff1a<\/strong> \u4f01\u696d<\/p>\n<p>\u30d3\u30b8\u30cd\u30b9 \u30c1\u30fc\u30e0\u3068 IT \u30c1\u30fc\u30e0\u9593\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u6539\u5584\u3057\u3001\u30c7\u30fc\u30bf \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u7c21\u7d20\u5316\u3059\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u305f\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u3001 <strong>Informatica PowerCenter<\/strong> JSON\u3001XML\u3001PDF\u3001IoT \u30de\u30b7\u30f3 \u30c7\u30fc\u30bf\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u30c7\u30fc\u30bf\u5f62\u5f0f\u3092\u89e3\u6790\u3057\u3001\u5b9a\u7fa9\u3055\u308c\u305f\u6a19\u6e96\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u5909\u63db\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u81ea\u52d5\u7684\u306b\u691c\u8a3c\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u4f7f\u3044\u3084\u3059\u304f\u3001\u9ad8\u53ef\u7528\u6027\u3068\u6700\u9069\u5316\u3055\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u62e1\u5f35\u3067\u304d\u308b\u4e8b\u524d\u69cb\u7bc9\u6e08\u307f\u306e\u5909\u63db\u3082\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3><strong>\u6700\u9ad8\u306e ETL \u30c4\u30fc\u30eb \u2013 4. SAS \u30c7\u30fc\u30bf\u7ba1\u7406<\/strong><\/h3>\n<p><strong>\u30bf\u30a4\u30d7\uff1a<\/strong> \u4f01\u696d<\/p>\n<p>\u30c7\u30fc\u30bf\u7d71\u5408\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u3001 <strong>SAS \u30c7\u30fc\u30bf\u7ba1\u7406<\/strong> \u30af\u30e9\u30a6\u30c9\u3001\u30ec\u30ac\u30b7\u30fc \u30b7\u30b9\u30c6\u30e0\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306a\u3069\u3001\u5b58\u5728\u3059\u308b\u3042\u3089\u3086\u308b\u30c7\u30fc\u30bf\u3092\u63a5\u7d9a\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u7d71\u5408\u306f\u3001\u7d44\u7e54\u306e\u30d3\u30b8\u30cd\u30b9 \u30d7\u30ed\u30bb\u30b9\u306e\u5168\u4f53\u50cf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u7ba1\u7406\u30eb\u30fc\u30eb\u3092\u518d\u5229\u7528\u3057\u3001IT \u4ee5\u5916\u306e\u5229\u5bb3\u95a2\u4fc2\u8005\u304c\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u5185\u3067\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3066\u5206\u6790\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u30c4\u30fc\u30eb\u306f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001SAS Data Management \u306e\u3082\u3046 1 \u3064\u306e\u7279\u5fb4\u306f\u3001\u975e\u5e38\u306b\u67d4\u8edf\u3067\u3042\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3055\u307e\u3056\u307e\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u74b0\u5883\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u52d5\u4f5c\u3057\u3001\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30c7\u30fc\u30bf \u30e2\u30c7\u30ea\u30f3\u30b0 \u30c4\u30fc\u30eb\u3068\u7d71\u5408\u3057\u3066\u8aac\u5f97\u529b\u306e\u3042\u308b\u8996\u899a\u5316\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3><strong>\u6700\u9ad8\u306e ETL \u30c4\u30fc\u30eb \u2013 5. Talend Open Studio<\/strong><\/h3>\n<p><strong>\u30bf\u30a4\u30d7\uff1a<\/strong> \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9<\/p>\n<p>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u3068\u3057\u3066\u3001 <strong>Talend\u30aa\u30fc\u30d7\u30f3\u30b9\u30bf\u30b8\u30aa<\/strong> \u30c7\u30fc\u30bf \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u3059\u3070\u3084\u304f\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf \u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u63a5\u7d9a\u3057\u3066\u3001Open Studio \u306e\u30c9\u30e9\u30c3\u30b0 \u30a2\u30f3\u30c9 \u30c9\u30ed\u30c3\u30d7 GUI \u3092\u4ecb\u3057\u3066\u3001Excel\u3001Dropbox\u3001Oracle\u3001Salesforce\u3001Microsoft Dynamics\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u304b\u3089\u30b8\u30e7\u30d6\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002 Talend Open Studio\u306f\u3001\u7d44\u307f\u8fbc\u307f\u306e\u30b3\u30cd\u30af\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3001\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u74b0\u5883\u304b\u3089\u60c5\u5831\u3092\u62bd\u51fa\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3><strong>\u6700\u9ad8\u306e ETL \u30c4\u30fc\u30eb \u2013 6. Pentaho \u30c7\u30fc\u30bf\u7d71\u5408<\/strong><\/h3>\n<p><strong>\u30bf\u30a4\u30d7\uff1a<\/strong> \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9<\/p>\n<p><span class=\"Y2IQFc\" lang=\"en\">\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u6a19\u6e96\u5316\u3055\u308c\u305f\u4e00\u8cab\u3057\u305f\u5f62\u5f0f\u3067\u306e\u30c7\u30fc\u30bf\u306e\u30ad\u30e3\u30d7\u30c1\u30e3\u3001\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u304a\u3088\u3073\u4fdd\u5b58\u3001\u5206\u6790\u306e\u305f\u3081\u306b\u3053\u306e\u60c5\u5831\u3092\u30a8\u30f3\u30c9 \u30e6\u30fc\u30b6\u30fc\u3068\u5171\u6709\u3059\u308b\u3053\u3068\u3001IoT \u30c6\u30af\u30ce\u30ed\u30b8\u304b\u3089\u306e\u30c7\u30fc\u30bf \u30a2\u30af\u30bb\u30b9\u3092\u53ef\u80fd\u306b\u3057\u3066\u6a5f\u68b0\u5b66\u7fd2\u3092\u4fc3\u9032\u3059\u308b\u3053\u3068\u306a\u3069\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u30d7\u30ed\u30bb\u30b9\u3092\u7ba1\u7406\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001 <strong>Pentaho \u30c7\u30fc\u30bf\u7d71\u5408 (PDI)<\/strong> \u307e\u305f\u3001\u5909\u63db\u306e\u69cb\u7bc9\u3001\u30b8\u30e7\u30d6\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3001\u304a\u3088\u3073\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u51e6\u7406\u30bf\u30b9\u30af\u3092\u624b\u52d5\u3067\u958b\u59cb\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3059\u308b Spoon \u30c7\u30b9\u30af\u30c8\u30c3\u30d7 \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3082\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><strong>\u6700\u9ad8\u306e ETL \u30c4\u30fc\u30eb \u2013 7. \u6b4c\u624b<\/strong><\/h3>\n<p><strong>\u30bf\u30a4\u30d7\uff1a<\/strong> \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9<\/p>\n<p><span class=\"Y2IQFc\" lang=\"en\">\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u6280\u8853\u3068\u3057\u3066\u3001 <strong>\u6b4c\u624b<\/strong> \u7d44\u7e54\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u30b9\u30c8\u30ec\u30fc\u30b8\u9593\u306e\u30c7\u30fc\u30bf\u8ee2\u9001\u3092\u5f37\u5316\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002 <\/span><span class=\"Y2IQFc\" lang=\"en\">\u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30c7\u30fc\u30bf\u62bd\u51fa\u30b9\u30af\u30ea\u30d7\u30c8\u3068\u30c7\u30fc\u30bf \u30ed\u30fc\u30c9 \u30b9\u30af\u30ea\u30d7\u30c8\u306e\u95a2\u4fc2\u3092\u5b9a\u7fa9\u3057\u3001\u4efb\u610f\u306e\u30bd\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3066\u4efb\u610f\u306e\u5b9b\u5148\u306b\u30ed\u30fc\u30c9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u306f JSON \u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u3001\u4efb\u610f\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u30a2\u30af\u30bb\u30b9\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u8c4a\u5bcc\u306a\u30c7\u30fc\u30bf\u578b\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001JSON \u30b9\u30ad\u30fc\u30de\u3092\u4ecb\u3057\u3066\u30c7\u30fc\u30bf\u69cb\u9020\u3092\u9069\u7528\u3057\u307e\u3059\u3002<\/span><\/p>\n<h3><strong>\u6700\u9ad8\u306e ETL \u30c4\u30fc\u30eb \u2013 8. <\/strong>Hadoop<\/h3>\n<p><strong>\u30bf\u30a4\u30d7\uff1a<\/strong> \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9<\/p>\n<p><strong>\u30a2\u30d1\u30c3\u30c1\u30fb\u30cf\u30c9\u30a5\u30fc\u30d7<\/strong> \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2 \u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u306e\u30af\u30e9\u30b9\u30bf\u30fc\u9593\u3067\u8a08\u7b97\u8ca0\u8377\u3092\u5206\u6563\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf \u30bb\u30c3\u30c8\u306e\u51e6\u7406\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5c64\u3068\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u5c64\u3067\u969c\u5bb3\u3092\u691c\u51fa\u3057\u3066\u51e6\u7406\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u3053\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u9ad8\u53ef\u7528\u6027\u3092\u63d0\u4f9b\u3057\u3001\u8907\u6570\u306e\u30de\u30b7\u30f3\u306e\u8a08\u7b97\u80fd\u529b\u3092\u7d50\u5408\u3057\u307e\u3059\u3002\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001Hadoop YARN \u30e2\u30b8\u30e5\u30fc\u30eb\u3092\u4ecb\u3057\u305f\u30b8\u30e7\u30d6 \u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3068\u30af\u30e9\u30b9\u30bf\u30fc \u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3><strong>\u6700\u9ad8\u306e ETL \u30c4\u30fc\u30eb \u2013 9. <\/strong>\u30c0\u30bf\u30c9<\/h3>\n<p><strong>\u30bf\u30a4\u30d7\uff1a<\/strong> \u30af\u30e9\u30a6\u30c9<\/p>\n<p>\u30b3\u30fc\u30c9\u4e0d\u8981\u306e\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e ETL \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u3001 <strong>\u30c0\u30bf\u30c9<\/strong> \u6280\u8853\u8005\u304a\u3088\u3073\u975e\u6280\u8853\u8005\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u67d4\u8edf\u6027\u3092\u63d0\u4f9b\u3057\u3001\u5e45\u5e83\u3044\u30b3\u30cd\u30af\u30bf\u3001\u5b8c\u5168\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30e1\u30c8\u30ea\u30c3\u30af\u3001\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u540c\u6642\u306b\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u4e2d\u592e\u30b7\u30b9\u30c6\u30e0\u3001\u304a\u3088\u3073\u65e2\u5b58\u306e\u6280\u8853\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3078\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 <span class=\"Y2IQFc\" lang=\"en\">\u30e6\u30fc\u30b6\u30fc\u306f\u30a2\u30ab\u30a6\u30f3\u30c8\u4f5c\u6210\u304b\u3089\u6570\u5206\u3067\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u3001\u3059\u3079\u3066\u306e API \u306e\u5909\u66f4\u306f <strong>\u30c0\u30bf\u30c9<\/strong> \u30c1\u30fc\u30e0\u306a\u306e\u3067\u3001\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u7dad\u6301\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u65b0\u3057\u3044\u30b3\u30cd\u30af\u30bf\u306f\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u5fdc\u3058\u3066 10 \u55b6\u696d\u65e5\u4ee5\u5185\u306b\u8ffd\u52a0\u3067\u304d\u307e\u3059\u3002\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001GDPR\u3001SOC2\u3001\u304a\u3088\u3073 ISO 27001 \u306b\u6e96\u62e0\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><strong>\u6700\u9ad8\u306e ETL \u30c4\u30fc\u30eb \u2013 10. <\/strong>AWS \u30b0\u30eb\u30fc<\/h3>\n<p><strong>\u30bf\u30a4\u30d7\uff1a<\/strong>\u00a0\u30af\u30e9\u30a6\u30c9<\/p>\n<p><span class=\"Y2IQFc\" lang=\"en\"><strong>AWS \u30b0\u30eb\u30fc<\/strong> \u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3068\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3001\u6280\u8853\u7684\u304a\u3088\u3073\u975e\u6280\u8853\u7684\u306a\u30d3\u30b8\u30cd\u30b9 \u30e6\u30fc\u30b6\u30fc\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002 <\/span>\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u7d44\u7e54\u5168\u4f53\u3067\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3059\u308b\u305f\u3081\u306e AWS Glue \u30c7\u30fc\u30bf\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3084\u3001ETL \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u8996\u899a\u7684\u306b\u8a2d\u8a08\u3001\u5b9f\u884c\u3001\u7dad\u6301\u3059\u308b\u305f\u3081\u306e AWS Glue Studio \u306a\u3069\u3001\u8ffd\u52a0\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u3055\u307e\u3056\u307e\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 <span class=\"Y2IQFc\" lang=\"en\">\u307e\u305f\u3001AWS Glue \u306f\u3001\u3088\u308a\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u64cd\u4f5c\u306e\u305f\u3081\u306b\u30ab\u30b9\u30bf\u30e0 SQL \u30af\u30a8\u30ea\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<h3><strong>\u6700\u9ad8\u306e ETL \u30c4\u30fc\u30eb \u2013 11. Azure Data Factory<\/strong><\/h3>\n<p><strong>\u30bf\u30a4\u30d7\uff1a<\/strong>\u00a0\u30af\u30e9\u30a6\u30c9<\/p>\n<p>\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308b Azure Data Factory \u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u9700\u8981\u306b\u5408\u308f\u305b\u3066\u62e1\u5f35\u3067\u304d\u308b\u5f93\u91cf\u8ab2\u91d1\u5236\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u3044\u3066\u69cb\u7bc9\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u300190 \u3092\u8d85\u3048\u308b\u7d44\u307f\u8fbc\u307f\u30b3\u30cd\u30af\u30bf\u304b\u3089\u30c7\u30fc\u30bf\u3092\u30d7\u30eb\u3059\u308b\u305f\u3081\u306e\u30b3\u30fc\u30c9\u306a\u3057\u304a\u3088\u3073\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001Azure Data Factory \u306f Azure Synapse Analytics \u3068\u7d71\u5408\u3057\u3066\u3001\u9ad8\u5ea6\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3068\u8996\u899a\u5316\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 <span class=\"Y2IQFc\" lang=\"en\">\u307e\u305f\u3001\u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u7528\u306e Git \u3068\u3001DevOps \u30c1\u30fc\u30e0\u5411\u3051\u306e\u7d99\u7d9a\u7684\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\/\u7d99\u7d9a\u7684\u30c7\u30d7\u30ed\u30a4 \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3053\u3068\u306b\u8a00\u53ca\u3059\u308b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002<\/span><\/p>\n<h3><strong>\u6700\u9ad8\u306e ETL \u30c4\u30fc\u30eb \u2013 12. Google Cloud Dataflow<\/strong><\/h3>\n<p><strong>\u30bf\u30a4\u30d7\uff1a<\/strong> \u30af\u30e9\u30a6\u30c9<\/p>\n<p>\u5b8c\u5168\u306b\u30db\u30b9\u30c8\u3055\u308c\u305f\u30c7\u30fc\u30bf\u51e6\u7406\u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308b Google Cloud Dataflow \u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30d1\u30ef\u30fc\u3092\u6700\u9069\u5316\u3057\u3001\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u3092\u81ea\u52d5\u5316\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u67d4\u8edf\u306a\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3068\u81ea\u52d5\u30ea\u30bd\u30fc\u30b9 \u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u3063\u3066\u51e6\u7406\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u3001\u4f7f\u7528\u91cf\u304c\u9700\u8981\u306b\u4e00\u81f4\u3059\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001Google Cloud Dataflow \u306f\u3001\u30c7\u30fc\u30bf\u5909\u63db\u4e2d\u306e\u4e88\u6e2c\u5206\u6790\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u7570\u5e38\u691c\u51fa\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b AI \u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<h2>\u7d50\u8ad6<\/h2>\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\u304a\u697d\u3057\u307f\u3044\u305f\u3060\u3051\u307e\u3057\u305f\u3089\u5e78\u3044\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u4f55\u767e\u500b\u3082\u3042\u308b\u304b\u3089 <strong>ETL \u30c4\u30fc\u30eb\u00a0<\/strong>\u30aa\u30f3\u30e9\u30a4\u30f3\u3067\u5165\u624b\u3067\u304d\u307e\u3059\u3002\u30ea\u30b9\u30c8\u306b\u304a\u6c17\u306b\u5165\u308a\u304c\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u3054\u5bb9\u8d66\u304f\u3060\u3055\u3044\u3002\u4ee5\u4e0b\u306b\u30b3\u30e1\u30f3\u30c8\u3092\u6b8b\u3057\u3066\u3001\u3069\u306e ETL \u30c4\u30fc\u30eb\u304c\u6700\u3082\u6c17\u306b\u5165\u3063\u3066\u3044\u308b\u304b\u3092\u304a\u77e5\u3089\u305b\u304f\u3060\u3055\u3044\u3002\u3053\u306e\u30ea\u30b9\u30c8\u306f\u3059\u3050\u306b\u66f4\u65b0\u3055\u308c\u307e\u3059\u3002 <strong>\uff08\u30e9\u30a4\u30a2\u30f3\u306b\u3088\u3063\u3066\u516c\u958b\u3055\u308c\u307e\u3057\u305f<\/strong> <b>2022 \u5e74 5 \u6708 4 \u65e5\uff09<\/b><\/p>\n<\/div><\/div><\/div><style type=\"text\/css\">.fusion-body .fusion-builder-column-0{width:100% !important;margin-top : 0px;margin-bottom : 0px;}.fusion-builder-column-0 > .fusion-column-wrapper {padding-top : 0px !important;padding-right : 0px !important;margin-right : 1.92%;padding-bottom : 0px !important;padding-left : 0px !important;margin-left : 1.92%;}@media only screen and (max-width:1024px) {.fusion-body .fusion-builder-column-0{width:100% !important;}.fusion-builder-column-0 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}@media only screen and (max-width:640px) {.fusion-body .fusion-builder-column-0{width:100% !important;}.fusion-builder-column-0 > .fusion-column-wrapper {margin-right : 1.92%;margin-left : 1.92%;}}<\/style><\/div><style type=\"text\/css\">.fusion-body .fusion-flex-container.fusion-builder-row-1{ padding-top : 0px;margin-top : 0px;padding-right : 0px;padding-bottom : 0px;margin-bottom : 0px;padding-left : 0px;}<\/style><\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":27,"featured_media":3796,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[31],"tags":[128,129,127,118,130,75,126,119,121,120,124,122,125,123],"_links":{"self":[{"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/posts\/3759"}],"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=3759"}],"version-history":[{"count":39,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/posts\/3759\/revisions"}],"predecessor-version":[{"id":3802,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/posts\/3759\/revisions\/3802"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/media\/3796"}],"wp:attachment":[{"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/media?parent=3759"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/categories?post=3759"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.gudusoft.com\/jp\/wp-json\/wp\/v2\/tags?post=3759"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}