{"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\/ko\/%ec%b5%9c%ea%b3%a0%ec%9d%98-etl-%eb%8f%84%ea%b5%ac\/","title":{"rendered":"2022\ub144 12\uac00\uc9c0 \ucd5c\uace0\uc758 ETL \ub3c4\uad6c | \uad6c\ub450 SQL\ud50c\ub85c\uc6b0"},"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>2022\ub144 \ucd5c\uace0\uc758 ETL \ub3c4\uad6c 12\uac00\uc9c0<\/strong><\/h2>\n<p>\ub9ce\uc740 \uc218\uc758 <strong><a href=\"https:\/\/en.wikipedia.org\/wiki\/Extract,_transform,_load\">\uc804\uc790\uc0c1\uac70\ub798<\/a><\/strong> 2022\ub144\uc5d0 \uc2dc\uc7a5\uc5d0 \ucd9c\uc2dc\ub41c \ub3c4\uad6c\ub294 \uc778\ud504\ub77c\uc640 \uc9c0\uc6d0 \uc870\uc9c1 \ub610\ub294 \uacf5\uae09\uc5c5\uccb4\uc5d0 \ub530\ub77c \ub2e4\uc74c\uacfc \uac19\uc740 4\uac00\uc9c0 \ubc94\uc8fc\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4. <strong>\uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc18c\ud504\ud2b8\uc6e8\uc5b4 ETL \ub3c4\uad6c<\/strong>, <strong>\uc624\ud508\uc18c\uc2a4 ETL \ub3c4\uad6c<\/strong>, <strong>\ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 ETL \ub3c4\uad6c<\/strong>, \uadf8\ub9ac\uace0 <strong>\uc0ac\uc6a9\uc790 \uc815\uc758 ETL \ub3c4\uad6c<\/strong>. \uadf8\ub7ec\ub098 ETL \ub3c4\uad6c\uac00 \ub108\ubb34 \ub9ce\uc544\uc11c \ucd5c\uace0\uc758 \ub3c4\uad6c\ub97c \ucc3e\ub294 \uac83\uc740 \uacb0\ucf54 \uc26c\uc6b4 \uc77c\uc774 \uc544\ub2d9\ub2c8\ub2e4. \ucd5c\uace0\uc758 ETL \ub3c4\uad6c\ub97c \ucc3e\uace0 \uc788\ub2e4\uba74 \uc62c\ubc14\ub978 \uacf3\uc5d0 \uc654\uc2b5\ub2c8\ub2e4. \uc0b6\uc744 \ub354 \ud3b8\ub9ac\ud558\uac8c \ub9cc\ub4e4\uae30 \uc704\ud574, <a href=\"https:\/\/www.gudusoft.com\/ko\/\"><strong>Gudu SQLFlow<\/strong><\/a> \ud300\uc740 \ubaa9\ub85d\uc744 \uc791\uc131\ud588\uc2b5\ub2c8\ub2e4. <strong>\ucd5c\uace0\uc758 ETL \ub3c4\uad6c 2022<\/strong> \uc0ac\uc6a9 \uc0ac\ub840, \uc608\uc0b0, \uc5ed\ub7c9, \ub370\uc774\ud130 \uc18c\uc2a4, \uae30\uc220\uc801 \uc774\ud574\ub3c4 \ub4f1\uc744 \uae30\uc900\uc73c\ub85c \ud569\ub2c8\ub2e4.<\/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=\"\ucd5c\uace0\uc758 ETL \ub3c4\uad6c\" 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\">\ucd5c\uace0\uc758 ETL \ub3c4\uad6c<\/p><\/div>\n<p>\ub85c\uc11c <strong><a href=\"https:\/\/medium.com\/@han.yu_47442\/15-best-data-lineage-tools-2022-reviews-comparison-9fc5fe690f2d\">\ub370\uc774\ud130 \uacc4\ubcf4 \ubd84\uc11d \ub3c4\uad6c<\/a><\/strong>, <strong>Gudu SQLFlow <\/strong>SQL \uc2a4\ud06c\ub9bd\ud2b8 \ud30c\uc77c\uc744 \ubd84\uc11d\ud558\uace0, \ub370\uc774\ud130 \uacc4\ubcf4\ub97c \uc5bb\uace0, \uc2dc\uac01\uc801 \ub514\uc2a4\ud50c\ub808\uc774\ub97c \uc218\ud589\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c \uc0ac\uc6a9\uc790\uac00 CSV \ud615\uc2dd\uc73c\ub85c \ub370\uc774\ud130 \uacc4\ubcf4\ub97c \uc81c\uacf5\ud558\uace0 \uc2dc\uac01\uc801 \ub514\uc2a4\ud50c\ub808\uc774\ub97c \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \ub354 \uc774\uc0c1 \ubbf8\ub8e8\uc9c0 \ub9d0\uace0, 2022\ub144 \uc2dc\uc911\uc5d0 \ub098\uc640 \uc788\ub294 \ucd5c\uace0\uc758 ETL \ub3c4\uad6c 12\uac00\uc9c0 \ubaa9\ub85d\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n<h3><strong>\ucd5c\uace0\uc758 ETL \ub3c4\uad6c \u2013 1. IBM DataStage<\/strong><\/h3>\n<p><strong>\uc720\ud615:<\/strong> \uae30\uc5c5<\/p>\n<p><strong>IBM \ub370\uc774\ud130\uc2a4\ud14c\uc774\uc9c0<\/strong> \uc11c\ubc84\uc758 \uc911\uc559 \ub370\uc774\ud130 \uc800\uc7a5\uc18c\uc5d0 \ub300\ud574 Windows \ud074\ub77c\uc774\uc5b8\ud2b8\uc5d0\uc11c \uc791\uc5c5\uc744 \uc0dd\uc131\ud558\uace0 \uc2e4\ud589\ud558\uae30 \uc704\ud55c \ud074\ub77c\uc774\uc5b8\ud2b8-\uc11c\ubc84 \ub514\uc790\uc778\uc744 \uae30\ubc18\uc73c\ub85c \uad6c\ucd95\ub41c \ub370\uc774\ud130 \ud1b5\ud569 \ub3c4\uad6c\uc785\ub2c8\ub2e4. <span class=\"Y2IQFc\" lang=\"en\">ETL \ubc0f ELT(Extract, Load, and Transform) \ubaa8\ub378\uc744 \uc9c0\uc6d0\ud558\uace0 \uace0\uc131\ub2a5\uc744 \uc720\uc9c0\ud558\uba74\uc11c \uc5ec\ub7ec \uc18c\uc2a4\uc640 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ub370\uc774\ud130 \ud1b5\ud569\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc628\ud504\ub808\ubbf8\uc2a4 \ubc30\ud3ec\ub97c \uc704\ud574 \uc81c\uc791\ub41c IBM DataStage\ub294 \ud074\ub77c\uc6b0\ub4dc \uc9c0\uc6d0 \ubc84\uc804\uc778 DataStage for IBM Cloud Pak for Data\uc5d0\uc11c\ub3c4 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3><strong>\ucd5c\uace0\uc758 ETL \ub3c4\uad6c \u2013 2. Oracle Data Integrator<\/strong><\/h3>\n<p><strong>\uc720\ud615:<\/strong> \uae30\uc5c5<\/p>\n<p>\uc870\uc9c1 \uac04 \ub370\uc774\ud130 \ud1b5\ud569 \uc6cc\ud06c\ud50c\ub85c\ub97c \uad6c\ucd95, \uad00\ub9ac \ubc0f \uc720\uc9c0\ud558\ub3c4\ub85d \uc124\uacc4\ub41c \ud50c\ub7ab\ud3fc\uc73c\ub85c\uc11c, <strong>\uc624\ub77c\ud074 \ub370\uc774\ud130 \ud1b5\ud569\uc790(ODI)<\/strong> \ub300\uc6a9\ub7c9 \ub300\ub7c9 \ub85c\ub4dc\uc5d0\uc11c \uc11c\ube44\uc2a4 \uc9c0\ud5a5 \uc544\ud0a4\ud14d\ucc98 \ub370\uc774\ud130 \uc11c\ube44\uc2a4\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ubaa8\ub4e0 \ub370\uc774\ud130 \ud1b5\ud569 \uc694\uccad\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \ub610\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \uc18d\ub3c4\ub97c \ub192\uc774\uae30 \uc704\ud574 \ubcd1\ub82c \uc791\uc5c5 \uc2e4\ud589\uc744 \uc9c0\uc6d0\ud558\uace0 Oracle GoldenGate \ubc0f Oracle Warehouse Builder\uc640 \uae30\ubcf8 \ud1b5\ud569\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. Oracle Enterprise Manager\ub97c \ud1b5\ud574 ODI \ubc0f \uae30\ud0c0 Oracle \uc194\ub8e8\uc158\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uc5ec \ub3c4\uad6c \uc2a4\ud0dd \uc804\uccb4\uc5d0\uc11c \ub354 \ud070 \uac00\uc2dc\uc131\uc744 \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><strong>\ucd5c\uace0\uc758 ETL \ub3c4\uad6c \u2013 3. Informatica PowerCenter<\/strong><\/h3>\n<p><strong>\uc720\ud615:<\/strong> \uae30\uc5c5<\/p>\n<p>\ube44\uc988\ub2c8\uc2a4 \ubc0f IT \ud300 \uac04 \ud611\uc5c5\uc744 \uac1c\uc120\ud558\uace0 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub2e8\uc21c\ud654\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub454 \uba54\ud0c0\ub370\uc774\ud130 \uae30\ubc18 \ud50c\ub7ab\ud3fc\uc73c\ub85c\uc11c, <strong>\uc778\ud3ec\ub9e4\ud2f0\uce74 \ud30c\uc6cc\uc13c\ud130<\/strong> JSON, XML, PDF, IoT \uba38\uc2e0 \ub370\uc774\ud130\ub97c \ud3ec\ud568\ud55c \uace0\uae09 \ub370\uc774\ud130 \ud615\uc2dd\uc744 \uad6c\ubb38 \ubd84\uc11d\ud558\uace0, \uc815\uc758\ub41c \ud45c\uc900\uc744 \uc218\ud589\ud558\uae30 \uc704\ud574 \ubcc0\ud658\ub41c \ub370\uc774\ud130\ub97c \uc790\ub3d9\uc73c\ub85c \uac80\uc99d\ud569\ub2c8\ub2e4. \ub610\ud55c \uc0ac\uc6a9\ud558\uae30 \uc26c\uc6b4 \uc0ac\uc804 \uad6c\ucd95\ub41c \ubcc0\ud658 \uae30\ub2a5\uc774 \uc788\uc5b4 \ucef4\ud4e8\ud305 \uc694\uad6c \uc0ac\ud56d\uc744 \ucda9\uc871\ud558\ub3c4\ub85d \ud655\uc7a5\ud560 \uc218 \uc788\ub294 \uace0\uac00\uc6a9\uc131\uacfc \ucd5c\uc801\ud654\ub41c \uc131\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h3><strong>\ucd5c\uace0\uc758 ETL \ub3c4\uad6c \u2013 4. SAS \ub370\uc774\ud130 \uad00\ub9ac<\/strong><\/h3>\n<p><strong>\uc720\ud615:<\/strong> \uae30\uc5c5<\/p>\n<p>\ub370\uc774\ud130 \ud1b5\ud569 \ud50c\ub7ab\ud3fc\uc73c\ub85c\uc11c <strong>SAS \ub370\uc774\ud130 \uad00\ub9ac<\/strong> \ud074\ub77c\uc6b0\ub4dc, \ub808\uac70\uc2dc \uc2dc\uc2a4\ud15c, \ub370\uc774\ud130 \ub808\uc774\ud06c\ub97c \ud3ec\ud568\ud558\uc5ec \uc874\uc7ac\ud558\ub294 \ubaa8\ub4e0 \ub370\uc774\ud130\ub97c \uc5f0\uacb0\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud1b5\ud569\uc740 \uc870\uc9c1\uc758 \ube44\uc988\ub2c8\uc2a4 \ud504\ub85c\uc138\uc2a4\uc5d0 \ub300\ud55c \uc804\uccb4\uc801\uc778 \uad00\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uad00\ub9ac \uaddc\uce59\uc744 \uc7ac\uc0ac\uc6a9\ud558\uace0 \ube44IT \uc774\ud574 \uad00\uacc4\uc790\uac00 \ud50c\ub7ab\ud3fc \ub0b4\uc5d0\uc11c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ud568\uc73c\ub85c\uc368 \uc774 \ub3c4\uad6c\ub294 \uc6cc\ud06c\ud50c\ub85c\ub97c \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4. \ub610\ud55c SAS Data Management\uc758 \ub610 \ub2e4\ub978 \ud2b9\uc9d5\uc740 \ub9e4\uc6b0 \uc720\uc5f0\ud558\uace0 \ub2e4\uc591\ud55c \ucef4\ud4e8\ud305 \ud658\uacbd\uacfc \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\uc11c \uc791\ub3d9\ud560 \uc218 \uc788\uc73c\uba70 \ud0c0\uc0ac \ub370\uc774\ud130 \ubaa8\ub378\ub9c1 \ub3c4\uad6c\uc640 \ud1b5\ud569\ud558\uc5ec \ub9e4\ub825\uc801\uc778 \uc2dc\uac01\ud654\ub97c \uc0dd\uc131\ud560 \uc218\ub3c4 \uc788\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h3><strong>\ucd5c\uace0\uc758 ETL \ub3c4\uad6c \u2013 5. Talend Open Studio<\/strong><\/h3>\n<p><strong>\uc720\ud615:<\/strong> \uc624\ud508\uc18c\uc2a4<\/p>\n<p>\uc624\ud508\uc18c\uc2a4 \ub3c4\uad6c\ub85c\uc11c <strong>\ud0c8\ub80c\ub4dc \uc624\ud508 \uc2a4\ud29c\ub514\uc624<\/strong> \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ube60\ub974\uac8c \uad6c\ucd95\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uad6c\uc131 \uc694\uc18c\ub294 Open Studio\uc758 \ub4dc\ub798\uadf8 \uc564 \ub4dc\ub86d GUI\ub97c \ud1b5\ud574 Excel, Dropbox, Oracle, Salesforce, Microsoft Dynamics \ubc0f \uae30\ud0c0 \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0\uc11c \uc791\uc5c5\uc744 \uc2e4\ud589\ud558\ub3c4\ub85d \uc5f0\uacb0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Talend Open Studio\ub294 \uae30\ubcf8 \uc81c\uacf5 \ucee4\ub125\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uad00\uacc4\ud615 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uad00\ub9ac \uc2dc\uc2a4\ud15c, SaaS \ud50c\ub7ab\ud3fc \ubc0f \ud328\ud0a4\uc9c0 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c \ud658\uacbd\uc5d0\uc11c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><strong>\ucd5c\uace0\uc758 ETL \ub3c4\uad6c \u2013 6. Pentaho Data Integration<\/strong><\/h3>\n<p><strong>\uc720\ud615:<\/strong> \uc624\ud508\uc18c\uc2a4<\/p>\n<p><span class=\"Y2IQFc\" lang=\"en\">\uc774 \ub3c4\uad6c\ub294 \ud45c\uc900\ud654\ub418\uace0 \uc77c\uad00\ub41c \ud615\uc2dd\uc73c\ub85c \ub370\uc774\ud130\ub97c \ucea1\ucc98, \uc815\ub9ac, \uc800\uc7a5\ud558\ub294 \uac83\uc744 \ud3ec\ud568\ud55c \ub370\uc774\ud130 \ud1b5\ud569 \ud504\ub85c\uc138\uc2a4\ub97c \uad00\ub9ac\ud558\uace0, \uc774 \uc815\ubcf4\ub97c \ubd84\uc11d\uc744 \uc704\ud574 \ucd5c\uc885 \uc0ac\uc6a9\uc790\uc640 \uacf5\uc720\ud558\uace0, IoT \uae30\uc220\uc5d0\uc11c \ub370\uc774\ud130 \uc561\uc138\uc2a4\ub97c \uac00\ub2a5\ud558\uac8c \ud558\uc5ec \uba38\uc2e0 \ub7ec\ub2dd\uc744 \uc6a9\uc774\ud558\uac8c \ud569\ub2c8\ub2e4. \ub610\ud55c, <strong>\ud39c\ud0c0\ud638 \ub370\uc774\ud130 \ud1b5\ud569(PDI)<\/strong> \ub610\ud55c, \ud544\uc694\ud560 \ub54c \ubcc0\ud658\uc744 \uad6c\ucd95\ud558\uace0, \uc791\uc5c5\uc744 \uc608\uc57d\ud558\uace0, \ucc98\ub9ac \uc791\uc5c5\uc744 \uc218\ub3d9\uc73c\ub85c \uc2dc\uc791\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 Spoon \ub370\uc2a4\ud06c\ud1b1 \ud074\ub77c\uc774\uc5b8\ud2b8\ub3c4 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3><strong>\ucd5c\uace0\uc758 ETL \ub3c4\uad6c \u2013 7. Singer<\/strong><\/h3>\n<p><strong>\uc720\ud615:<\/strong> \uc624\ud508\uc18c\uc2a4<\/p>\n<p><span class=\"Y2IQFc\" lang=\"en\">\uc624\ud508\uc18c\uc2a4 \uc2a4\ud06c\ub9bd\ud305 \uae30\uc220\ub85c\uc11c <strong>\uac00\uc218<\/strong> \uc870\uc9c1\uc758 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uacfc \uc2a4\ud1a0\ub9ac\uc9c0 \uac04 \ub370\uc774\ud130 \uc804\uc1a1\uc744 \ud5a5\uc0c1\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. <\/span><span class=\"Y2IQFc\" lang=\"en\">\uc774 \ub3c4\uad6c\ub294 \ub370\uc774\ud130 \ucd94\ucd9c\uacfc \ub370\uc774\ud130 \ub85c\ub529 \uc2a4\ud06c\ub9bd\ud2b8 \uac04\uc758 \uad00\uacc4\ub97c \uc815\uc758\ud558\uace0 \ubaa8\ub4e0 \uc18c\uc2a4\uc5d0\uc11c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uc5ec \ubaa8\ub4e0 \ub300\uc0c1\uc5d0 \ub85c\ub4dc\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2a4\ud06c\ub9bd\ud2b8\ub294 JSON\uc744 \uc0ac\uc6a9\ud558\ubbc0\ub85c \ubaa8\ub4e0 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\ub85c \uc561\uc138\uc2a4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ud48d\ubd80\ud55c \ub370\uc774\ud130 \uc720\ud615\uc744 \uc9c0\uc6d0\ud558\uace0 JSON \uc2a4\ud0a4\ub9c8\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \uad6c\uc870\ub97c \uc801\uc6a9\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3><strong>\ucd5c\uace0\uc758 ETL \ub3c4\uad6c \u2013 8. <\/strong>\ud558\ub461<\/h3>\n<p><strong>\uc720\ud615:<\/strong> \uc624\ud508\uc18c\uc2a4<\/p>\n<p><strong>\uc544\ud30c\uce58 \ud558\ub461<\/strong> \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ucef4\ud4e8\ud130 \ud074\ub7ec\uc2a4\ud130\uc5d0 \ucef4\ud4e8\ud305 \ubd80\ud558\ub97c \ubd84\uc0b0\ud558\uc5ec \ub300\uc6a9\ub7c9 \ub370\uc774\ud130 \uc138\ud2b8 \ucc98\ub9ac\ub97c \uc9c0\uc6d0\ud558\ub3c4\ub85d \uc124\uacc4\ub41c \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ubc0f \ud558\ub4dc\uc6e8\uc5b4 \uacc4\uce35\uc5d0\uc11c \uc624\ub958\ub97c \uac10\uc9c0\ud558\uace0 \ucc98\ub9ac\ud558\ub3c4\ub85d \uc124\uacc4\ub41c \uc774 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \uace0\uac00\uc6a9\uc131\uc744 \uc81c\uacf5\ud558\uace0 \uc5ec\ub7ec \uba38\uc2e0\uc758 \ucef4\ud4e8\ud305 \uc131\ub2a5\uc744 \uacb0\ud569\ud569\ub2c8\ub2e4. \uc774 \ud504\ub808\uc784\uc6cc\ud06c\ub294 Hadoop YARN \ubaa8\ub4c8\uc744 \ud1b5\ud574 \uc791\uc5c5 \uc2a4\ucf00\uc904\ub9c1 \ubc0f \ud074\ub7ec\uc2a4\ud130 \ub9ac\uc18c\uc2a4 \uad00\ub9ac\ub3c4 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<h3><strong>\ucd5c\uace0\uc758 ETL \ub3c4\uad6c \u2013 9. <\/strong>\ub2e4\ud0c0\ub3c4<\/h3>\n<p><strong>\uc720\ud615:<\/strong> \uad6c\ub984<\/p>\n<p>\ucf54\ub4dc \uc5c6\ub294 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 ETL \ud50c\ub7ab\ud3fc\uc73c\ub85c\uc11c <strong>\ub2e4\ud0c0\ub3c4<\/strong> \uae30\uc220 \uc0ac\uc6a9\uc790\uc640 \ube44\uae30\uc220 \uc0ac\uc6a9\uc790 \ubaa8\ub450\uc5d0\uac8c \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\uc131\uc744 \uc81c\uacf5\ud558\uace0, \ub2e4\uc591\ud55c \ucee4\ub125\ud130, \uc644\ubcbd\ud558\uac8c \uc0ac\uc6a9\uc790 \uc815\uc758 \uac00\ub2a5\ud55c \uc9c0\ud45c, \ubaa8\ub4e0 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub3d9\uc2dc\uc5d0 \uad00\ub9ac\ud560 \uc218 \uc788\ub294 \uc911\uc559 \uc2dc\uc2a4\ud15c, \uae30\uc874 \uae30\uc220 \uc544\ud0a4\ud14d\ucc98\uc640\uc758 \uc6d0\ud65c\ud55c \ud1b5\ud569\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. <span class=\"Y2IQFc\" lang=\"en\">\uc0ac\uc6a9\uc790\ub294 \uacc4\uc815 \uc0dd\uc131 \ud6c4 \uba87 \ubd84 \uc774\ub0b4\uc5d0 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ubc30\ud3ec\ud560 \uc218 \uc788\uc73c\uba70 \ubaa8\ub4e0 API \ubcc0\uacbd \uc0ac\ud56d\uc740 \ub2e4\uc74c\uc5d0 \uc758\ud574 \uad00\ub9ac\ub429\ub2c8\ub2e4. <strong>\ub2e4\ud0c0\ub3c4<\/strong> \ud300\uc774\ubbc0\ub85c \ud30c\uc774\ud504\ub77c\uc778\uc744 \uc720\uc9c0\ud560 \ud544\uc694\uac00 \uc5c6\uc2b5\ub2c8\ub2e4. \uc694\uccad \uc2dc 10\uc601\uc5c5\uc77c \uc774\ub0b4\uc5d0 \uc0c8 \ucee4\ub125\ud130\ub97c \ucd94\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ud50c\ub7ab\ud3fc\uc740 GDPR, SOC2 \ubc0f ISO 27001\uc744 \uc900\uc218\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3><strong>\ucd5c\uace0\uc758 ETL \ub3c4\uad6c \u2013 10. <\/strong>AWS \uae00\ub8e8<\/h3>\n<p><strong>\uc720\ud615:<\/strong>\u00a0\uad6c\ub984<\/p>\n<p><span class=\"Y2IQFc\" lang=\"en\"><strong>AWS \uae00\ub8e8<\/strong> \uae30\uc220\uc801, \ube44\uae30\uc220\uc801 \ube44\uc988\ub2c8\uc2a4 \uc0ac\uc6a9\uc790\ub97c \uc9c0\uc6d0\ud558\uae30 \uc704\ud574 \uc2dc\uac01\ud654 \ubc0f \ucf54\ub4dc \uae30\ubc18 \ud074\ub77c\uc774\uc5b8\ud2b8\ub97c \uc9c0\uc6d0\ud558\ub294 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ub370\uc774\ud130 \ud1b5\ud569 \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. <\/span>\uc11c\ubc84\ub9ac\uc2a4 \ud50c\ub7ab\ud3fc\uc740 \uc870\uc9c1 \uc804\uccb4\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ucc3e\uae30 \uc704\ud55c AWS Glue \ub370\uc774\ud130 \ub514\ub809\ud1a0\ub9ac, ETL \ud30c\uc774\ud504\ub77c\uc778\uc744 \uc2dc\uac01\uc801\uc73c\ub85c \uc124\uacc4, \uc2e4\ud589, \uc720\uc9c0\uad00\ub9ac\ud558\uae30 \uc704\ud55c AWS Glue Studio\uc640 \uac19\uc740 \ucd94\uac00 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. <span class=\"Y2IQFc\" lang=\"en\">\ub610\ud55c, AWS Glue\ub294 \ub354\uc6b1 \uc2e4\uc81c\uc801\uc778 \ub370\uc774\ud130 \uc0c1\ud638\uc791\uc6a9\uc744 \uc704\ud574 \uc0ac\uc6a9\uc790 \uc815\uc758 SQL \ucffc\ub9ac\ub3c4 \uc9c0\uc6d0\ud55c\ub2e4\ub294 \uc810\uc744 \uc9c0\uc801\ud558\uace0 \uc2f6\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3><strong>\ucd5c\uace0\uc758 ETL \ub3c4\uad6c \u2013 11. Azure Data Factory<\/strong><\/h3>\n<p><strong>\uc720\ud615:<\/strong>\u00a0\uad6c\ub984<\/p>\n<p>\uc11c\ubc84\ub9ac\uc2a4 \ub370\uc774\ud130 \ud1b5\ud569 \uc11c\ube44\uc2a4\uc778 Azure Data Factory\ub294 \ucef4\ud4e8\ud305 \uc218\uc694\ub97c \ucda9\uc871\ud558\ub3c4\ub85d \ud655\uc7a5\ub418\ub294 \uc885\ub7c9\uc81c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \uad6c\ucd95\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uc11c\ube44\uc2a4\ub294 90\uac1c\uac00 \ub118\ub294 \uae30\ubcf8 \uc81c\uacf5 \ucee4\ub125\ud130\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uac00\uc838\uc624\ub294 \ubb34\ucf54\ub4dc \ubc0f \ucf54\ub4dc \uae30\ubc18 \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c Azure Data Factory\ub294 Azure Synapse Analytics\uc640 \ud1b5\ud569\ub418\uc5b4 \uace0\uae09 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc2dc\uac01\ud654\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. <span class=\"Y2IQFc\" lang=\"en\">\ub610\ud55c, \uc774 \ud50c\ub7ab\ud3fc\uc740 DevOps \ud300\uc744 \uc704\ud55c \ubc84\uc804 \uc81c\uc5b4 \ubc0f \uc9c0\uc18d\uc801\uc778 \ud1b5\ud569\/\uc9c0\uc18d\uc801\uc778 \ubc30\ud3ec \uc6cc\ud06c\ud50c\ub85c\ub97c \uc704\ud574 Git\uc744 \uc9c0\uc6d0\ud55c\ub2e4\ub294 \uc810\ub3c4 \uc5b8\uae09\ud560 \uac00\uce58\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h3><strong>\ucd5c\uace0\uc758 ETL \ub3c4\uad6c \u2013 12. Google Cloud Dataflow<\/strong><\/h3>\n<p><strong>\uc720\ud615:<\/strong> \uad6c\ub984<\/p>\n<p>\uc644\uc804\ud788 \ud638\uc2a4\ud305\ub41c \ub370\uc774\ud130 \ucc98\ub9ac \uc11c\ube44\uc2a4\uc778 Google Cloud Dataflow\ub294 \ucef4\ud4e8\ud305 \ud30c\uc6cc\ub97c \ucd5c\uc801\ud654\ud558\uace0 \ub9ac\uc18c\uc2a4 \uad00\ub9ac\ub97c \uc790\ub3d9\ud654\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uc11c\ube44\uc2a4\ub294 \uc720\uc5f0\ud55c \uc2a4\ucf00\uc904\ub9c1\uacfc \uc790\ub3d9 \ub9ac\uc18c\uc2a4 \ud655\uc7a5\uc744 \ud1b5\ud574 \ucc98\ub9ac \ube44\uc6a9\uc744 \uc808\uac10\ud558\uc5ec \uc0ac\uc6a9\ub7c9\uc774 \uc218\uc694\uc640 \uc77c\uce58\ud558\ub3c4\ub85d \ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. \ub610\ud55c Google Cloud Dataflow\ub294 \ub370\uc774\ud130 \ubcc0\ud658 \uc911\uc5d0 \uc608\uce21 \ubd84\uc11d\uacfc \uc2e4\uc2dc\uac04 \uc774\uc0c1 \ud0d0\uc9c0\ub97c \uc9c0\uc6d0\ud558\ub294 AI \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h2>\uacb0\ub860<\/h2>\n<p>\uc800\ud76c \uae30\uc0ac\ub97c \uc77d\uc5b4\uc8fc\uc154\uc11c \uac10\uc0ac\ud569\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \ub9c8\uc74c\uc5d0 \ub4dc\uc168\ub2e4\uba74 \uc800\ud76c\ub294 \ub9e4\uc6b0 \uae30\uc060 \uac83\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc218\ubc31 \uac1c\uc758 <strong>ETL \ub3c4\uad6c\u00a0<\/strong>\uc628\ub77c\uc778\uc5d0\uc11c \uc774\uc6a9 \uac00\ub2a5\ud558\ubbc0\ub85c, \ubaa9\ub85d\uc5d0 \uc5ec\ub7ec\ubd84\uc774 \uc88b\uc544\ud558\ub294 \uac83\uc774 \ud3ec\ud568\ub418\uc9c0 \uc54a\ub354\ub77c\ub3c4 \uc6a9\uc11c\ud574 \uc8fc\uc138\uc694. \uc544\ub798\uc5d0 \ub313\uae00\uc744 \ub0a8\uaca8\uc11c \uc5ec\ub7ec\ubd84\uc774 \uac00\uc7a5 \uc88b\uc544\ud558\ub294 ETL \ub3c4\uad6c\ub97c \uc54c\ub824\uc8fc\uc2dc\uba74 \uace7 \uc774 \ubaa9\ub85d\uc744 \uc5c5\ub370\uc774\ud2b8\ud558\uaca0\uc2b5\ub2c8\ub2e4. <strong>(Ryan\uc774 \uac8c\uc2dc\ud568<\/strong> <b>2022\ub144 5\uc6d4 4\uc77c)<\/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\/ko\/wp-json\/wp\/v2\/posts\/3759"}],"collection":[{"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/users\/27"}],"replies":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/comments?post=3759"}],"version-history":[{"count":39,"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/posts\/3759\/revisions"}],"predecessor-version":[{"id":3802,"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/posts\/3759\/revisions\/3802"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/media\/3796"}],"wp:attachment":[{"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/media?parent=3759"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/categories?post=3759"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.gudusoft.com\/ko\/wp-json\/wp\/v2\/tags?post=3759"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}