{"id":114,"date":"2024-05-15T21:22:08","date_gmt":"2024-05-15T21:22:08","guid":{"rendered":"https:\/\/cloudbyte7.com\/?p=114"},"modified":"2024-05-15T21:22:08","modified_gmt":"2024-05-15T21:22:08","slug":"navigating-big-data-technologies-for-scalable-analytics-a-comprehensive-guide","status":"publish","type":"post","link":"https:\/\/cloudbyte7.com\/ko\/navigating-big-data-technologies-for-scalable-analytics-a-comprehensive-guide\/","title":{"rendered":"\ud655\uc7a5 \uac00\ub2a5\ud55c \ubd84\uc11d\uc744 \uc704\ud55c \ube45\ub370\uc774\ud130 \uae30\uc220 \ud65c\uc6a9\ubc95: \uc885\ud569 \uac00\uc774\ub4dc"},"content":{"rendered":"<div class=\"mx-5 sm:mx-0 prose text-left mb-5\">\n<h1>\ud655\uc7a5 \uac00\ub2a5\ud55c \ubd84\uc11d\uc744 \uc704\ud55c \ube45\ub370\uc774\ud130 \uae30\uc220 \ud65c\uc6a9\ubc95: \uc885\ud569 \uac00\uc774\ub4dc<\/h1>\n<p>\ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ub2e4\ub8e8\ub294 \uacbd\uc6b0, \ub370\uc774\ud130 \ubd84\uc11d\uc774 \uc5bc\ub9c8\ub098 \uc5b4\ub824\uc6b4 \uc77c\uc778\uc9c0 \uc798 \uc54c\uace0 \uacc4\uc2e4 \uac81\ub2c8\ub2e4. \ube45\ub370\uc774\ud130 \uae30\uc220\uc740 \uae30\uc5c5\ub4e4\uc774 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uae30 \uc704\ud574 \ub4f1\uc7a5\ud588\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774\ub7ec\ud55c \uae30\uc220\uc744 \ub2e4\ub8e8\ub294 \uac83\uc740 \ud2b9\ud788 \ucc98\uc74c \uc811\ud558\ub294 \uc0ac\ub78c\ub4e4\uc5d0\uac8c\ub294 \ubd80\ub2f4\uc2a4\ub7ec\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc6b0\uc120, \ube45\ub370\uc774\ud130\uac00 \ubb34\uc5c7\uc774\uba70 \uc65c \ud2b9\ubcc4\ud55c \ub3c4\uad6c\uc640 \uae30\uc220\uc774 \ud544\uc694\ud55c\uc9c0 \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ube45\ub370\uc774\ud130\ub294 \uae30\uc874 \ucef4\ud4e8\ud305 \ubc29\uc2dd\uc73c\ub85c\ub294 \ucc98\ub9ac\ud560 \uc218 \uc5c6\ub294 \ub9e4\uc6b0 \ubc29\ub300\ud55c \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130 \uc138\ud2b8\ub294 \uc18c\uc15c \ubbf8\ub514\uc5b4, \uacfc\ud559 \uc5f0\uad6c, \ube44\uc988\ub2c8\uc2a4 \uac70\ub798 \ub4f1 \ub2e4\uc591\ud55c \ucd9c\ucc98\uc5d0\uc11c \ubc1c\uc0dd\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uba74 \uadc0\uc911\ud55c \ud1b5\ucc30\ub825\uc744 \uc5bb\uc744 \uc218 \uc788\uc9c0\ub9cc, \ub370\uc774\ud130\uc758 \uc591, \uc18d\ub3c4, \ub2e4\uc591\uc131\uc744 \ucc98\ub9ac\ud558\uae30 \uc704\ud574\uc11c\ub294 \ud2b9\uc218 \ub3c4\uad6c\uc640 \uae30\uc220\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\ud655\uc7a5 \uac00\ub2a5\ud55c \ubd84\uc11d\uc744 \uc704\ud574 \ube45\ub370\uc774\ud130 \uae30\uc220\uc744 \ud65c\uc6a9\ud558\ub824\uba74 \ubaa9\ud45c\uc640 \uc0ac\uc6a9\ud558\ub824\ub294 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uba85\ud655\ud55c \uc774\ud574\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ub610\ud55c Hadoop, Spark, NoSQL \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \ube45\ub370\uc774\ud130 \uae30\uc220\uc5d0 \ub300\ud55c \uc219\uc9c0\ub3c4 \ud544\uc694\ud569\ub2c8\ub2e4. \ud544\uc694\uc5d0 \ub9de\ub294 \uc801\uc808\ud55c \ub3c4\uad6c\uc640 \uae30\uc220\uc744 \uc120\ud0dd\ud568\uc73c\ub85c\uc368 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\ube45\ub370\uc774\ud130 \uc774\ud574\ud558\uae30<\/h2>\n<h3>\ube45\ub370\uc774\ud130\uc758 \uc815\uc758<\/h3>\n<p>\ube45\ub370\uc774\ud130\ub294 \uae30\uc874\uc758 \ub370\uc774\ud130 \ucc98\ub9ac \ub3c4\uad6c\ub85c\ub294 \ucc98\ub9ac\ud560 \uc218 \uc5c6\ub294 \ubc29\ub300\ud558\uace0 \ubcf5\uc7a1\ud558\uba70 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \uc815\ud615 \ub370\uc774\ud130\uc640 \ube44\uc815\ud615 \ub370\uc774\ud130\ub294 \ubb3c\ub860 \uc18c\uc15c \ubbf8\ub514\uc5b4 \uac8c\uc2dc\ubb3c, \uc774\uba54\uc77c, \uc13c\uc11c \ub370\uc774\ud130\uc640 \uac19\uc740 \ubc18\uc815\ud615 \ub370\uc774\ud130\ub3c4 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ube45\ub370\uc774\ud130\ub294 \ubcfc\ub968(Volume), \ubca8\ub85c\uc2dc\ud2f0(Velocity), \ub2e4\uc591\uc131(Variety)\uc774\ub77c\ub294 \uc138 \uac00\uc9c0 \ud2b9\uc9d5\uc73c\ub85c \uc815\uc758\ub429\ub2c8\ub2e4.<\/p>\n<h3>\ube45\ub370\uc774\ud130\uc758 \ud2b9\uc9d5<\/h3>\n<h4>\uc6a9\ub7c9<\/h4>\n<p>\ube45\ub370\uc774\ud130\uc758 \uc591\uc740 \uc5c4\uccad\ub098\uba70 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Hyperight\uc5d0 \ub530\ub974\uba74, &quot;\uc804 \uc138\uacc4 \ub370\uc774\ud130\uc758 901,330\ud1a4\uc774 \uc9c0\ub09c 2\ub144 \ub3d9\uc548\uc5d0\ub9cc \uc0dd\uc131\ub418\uc5c8\uc2b5\ub2c8\ub2e4.&quot; \uc774\ucc98\ub7fc \ubc29\ub300\ud55c \ub370\uc774\ud130 \uc591\uc744 \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc0c8\ub85c\uc6b4 \ub3c4\uad6c\uc640 \uae30\uc220\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h4>\uc18d\ub3c4<\/h4>\n<p>\ube45\ub370\uc774\ud130\uc758 \uc18d\ub3c4\ub780 \ub370\uc774\ud130\uac00 \uc0dd\uc131, \uc218\uc9d1 \ubc0f \ucc98\ub9ac\ub418\ub294 \uc18d\ub3c4\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ud50c\ub7ab\ud3fc\uc5d0\uc11c\ub294 \ub9e4\ucd08 \uc218\ubc31\ub9cc \uac1c\uc758 \uac8c\uc2dc\ubb3c, \ub313\uae00, \uc88b\uc544\uc694\uac00 \uc0dd\uc131\ub429\ub2c8\ub2e4. \uc774\ucc98\ub7fc \ube60\ub974\uac8c \ubcc0\ud654\ud558\ub294 \ub370\uc774\ud130\ub294 \uc2e4\uc2dc\uac04 \ucc98\ub9ac \ubc0f \ubd84\uc11d\uc744 \ud544\uc694\ub85c \ud569\ub2c8\ub2e4.<\/p>\n<h4>\ub2e4\uc591\uc131<\/h4>\n<p>\ube45\ub370\uc774\ud130\uc758 \ub2e4\uc591\uc131\uc740 \ub370\uc774\ud130\uc758 \uc720\ud615\uacfc \ud615\uc2dd\uc774 \ub9e4\uc6b0 \ub2e4\uc591\ud558\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \ube45\ub370\uc774\ud130\uc5d0\ub294 \uc22b\uc790\uc640 \ub0a0\uc9dc \uac19\uc740 \uc815\ud615 \ub370\uc774\ud130, \ud14d\uc2a4\ud2b8\uc640 \uc774\ubbf8\uc9c0 \uac19\uc740 \ube44\uc815\ud615 \ub370\uc774\ud130, \uadf8\ub9ac\uace0 \uc18c\uc15c \ubbf8\ub514\uc5b4 \uac8c\uc2dc\ubb3c\uacfc \uc774\uba54\uc77c \uac19\uc740 \ubc18\uc815\ud615 \ub370\uc774\ud130\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\uc758 \ub2e4\uc591\uc131 \ub54c\ubb38\uc5d0 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud558\uae30 \uc704\ud55c \uc0c8\ub85c\uc6b4 \ub3c4\uad6c\uc640 \uae30\uc220\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc694\uc57d\ud558\uc790\uba74, \ube45\ub370\uc774\ud130\ub294 \uc800\uc7a5, \ucc98\ub9ac \ubc0f \ubd84\uc11d\uc5d0 \uc0c8\ub85c\uc6b4 \ub3c4\uad6c\uc640 \uae30\uc220\uc774 \ud544\uc694\ud55c \ubc29\ub300\ud558\uace0 \ubcf5\uc7a1\ud558\uba70 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc124\uba85\ud558\ub294 \uc6a9\uc5b4\uc785\ub2c8\ub2e4. \ube45\ub370\uc774\ud130\ub294 \ubcfc\ub968(Volume), \ubca8\ub85c\uc2dc\ud2f0(Velocity), \ub2e4\uc591\uc131(Variety)\uc774\ub77c\ub294 \uc138 \uac00\uc9c0 \ud2b9\uc9d5\uc73c\ub85c \uc815\uc758\ub429\ub2c8\ub2e4.<\/p>\n<h2>\ube45\ub370\uc774\ud130 \uae30\uc220 \ud604\ud669<\/h2>\n<p>\ube45\ub370\uc774\ud130 \ud658\uacbd\uc744 \ud0d0\uc0c9\ud558\ub294 \uac83\uc740 \ub04a\uc784\uc5c6\uc774 \uc0c8\ub85c\uc6b4 \uae30\uc220\uc774 \ub4f1\uc7a5\ud558\uae30 \ub54c\ubb38\uc5d0 \uc5b4\ub824\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec\ubd84\uc758 \uc2dc\uc791\uc744 \ub3d5\uae30 \uc704\ud574 \ube45\ub370\uc774\ud130 \ud658\uacbd\uc744 \uc2a4\ud1a0\ub9ac\uc9c0 \uc194\ub8e8\uc158, \ucc98\ub9ac \ud504\ub808\uc784\uc6cc\ud06c, \ub370\uc774\ud130 \ubd84\uc11d \ub3c4\uad6c\ub77c\ub294 \uc138 \uac00\uc9c0 \uc8fc\uc694 \ubc94\uc8fc\ub85c \ub098\ub204\uc5b4 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\uc2a4\ud1a0\ub9ac\uc9c0 \uc194\ub8e8\uc158<\/h3>\n<p>\ube45\ub370\uc774\ud130\ub97c \ub2e4\ub8f0 \ub54c\ub294 \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uc2a4\ud1a0\ub9ac\uc9c0 \uc194\ub8e8\uc158\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uba87 \uac00\uc9c0 \uc778\uae30 \uc788\ub294 \uc635\uc158\uc785\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ud558\ub461 \ubd84\uc0b0 \ud30c\uc77c \uc2dc\uc2a4\ud15c(HDFS):<\/strong> \ubd84\uc0b0 \ud30c\uc77c \uc2dc\uc2a4\ud15c\uc740 \uc77c\ubc18 \uc11c\ubc84 \ud074\ub7ec\uc2a4\ud130\uc5d0 \ud30c\uc77c\uc744 \uc800\uc7a5\ud569\ub2c8\ub2e4. \ub300\uc6a9\ub7c9 \ud30c\uc77c\uacfc \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc800\uc7a5\ud558\uace0 \ube60\ub978 \uc561\uc138\uc2a4\ub97c \uc81c\uacf5\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ud655\uc7a5\uc131\uc774 \ub6f0\uc5b4\ub098\uace0 \ub0b4\uacb0\ud568\uc131\uc744 \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc544\ub9c8\uc874 \uc2ec\ud50c \uc2a4\ud1a0\ub9ac\uc9c0 \uc11c\ube44\uc2a4(S3):<\/strong> \ub370\uc774\ud130 \uc6a9\ub7c9\uc5d0 \uc81c\ud55c \uc5c6\uc774 \uc800\uc7a5 \ubc0f \uac80\uc0c9\uc774 \uac00\ub2a5\ud55c \uace0\ud655\uc7a5\uc131 \uac1d\uccb4 \uc2a4\ud1a0\ub9ac\uc9c0 \uc11c\ube44\uc2a4\uc785\ub2c8\ub2e4. \uc5f0\uac04 \uac1d\uccb4 \ub0b4\uad6c\uc131 99.999999999%, \uac00\uc6a9\uc131 99.99%\ub97c \ubcf4\uc7a5\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc544\ud30c\uce58 \uce74\uc0b0\ub4dc\ub77c:<\/strong> \ub2e8\uc77c \uc7a5\uc560 \uc9c0\uc810 \uc5c6\uc774 \ub192\uc740 \uac00\uc6a9\uc131\uc744 \uc81c\uacf5\ud558\ub294 \ubd84\uc0b0\ud615 NoSQL \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc785\ub2c8\ub2e4. \ub2e4\uc218\uc758 \uc77c\ubc18 \uc11c\ubc84\uc5d0 \ubd84\uc0b0\ub418\uc5b4 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>\ucc98\ub9ac \ud504\ub808\uc784\uc6cc\ud06c<\/h3>\n<p>\ub370\uc774\ud130\ub97c \uc800\uc7a5\ud55c \ud6c4\uc5d0\ub294 \uc774\ub97c \ubd84\uc11d\ud560 \ucc98\ub9ac \ud504\ub808\uc784\uc6cc\ud06c\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uba87 \uac00\uc9c0 \uc778\uae30 \uc788\ub294 \uc635\uc158\uc785\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uc544\ud30c\uce58 \uc2a4\ud30c\ud06c:<\/strong> \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ube60\ub974\uace0 \ubc94\uc6a9\uc801\uc778 \ud074\ub7ec\uc2a4\ud130 \ucef4\ud4e8\ud305 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \ud30c\uc774\uc36c, \uc790\ubc14, \uc2a4\uce7c\ub77c, R\uc6a9 API\ub97c \uc81c\uacf5\ud558\uba70 SQL, \uc2a4\ud2b8\ub9ac\ubc0d \ubc0f \uadf8\ub798\ud504 \ucc98\ub9ac\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc544\ud30c\uce58 \ud558\ub461:<\/strong> \ube45\ub370\uc774\ud130\uc758 \ubd84\uc0b0 \uc800\uc7a5 \ubc0f \ucc98\ub9ac\uc5d0 \uc0ac\uc6a9\ub418\ub294 \uc624\ud508 \uc18c\uc2a4 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. \ubd84\uc0b0 \ud30c\uc77c \uc2dc\uc2a4\ud15c(HDFS)\uacfc MapReduce \ud504\ub85c\uadf8\ub798\ubc0d \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucc98\ub9ac\ud558\ub294 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc544\ud30c\uce58 \ud50c\ub9c1\ud06c:<\/strong> \ubc30\uce58 \ucc98\ub9ac\uc640 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\ub97c \ubaa8\ub450 \uc9c0\uc6d0\ud558\ub294 \ubd84\uc0b0 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. Java \ubc0f Scala\uc6a9 API\ub97c \uc81c\uacf5\ud558\uba70 SQL, \uc2a4\ud2b8\ub9ac\ubc0d \ubc0f \ubc30\uce58 \ucc98\ub9ac\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>\ub370\uc774\ud130 \ubd84\uc11d \ub3c4\uad6c<\/h3>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc2dc\uac01\ud654\ud558\ub294 \ub3c4\uad6c\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uba87 \uac00\uc9c0 \uc778\uae30 \uc788\ub294 \ub3c4\uad6c\uc785\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ud14c\uc774\ube14\ub85c:<\/strong> \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc5f0\uacb0\ud558\uace0 \uc2dc\uac01\ud654\ud558\uace0 \uacf5\uc720\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130 \uc2dc\uac01\ud654 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ub4dc\ub798\uadf8 \uc564 \ub4dc\ub86d \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uba70 \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc544\ub974 \uc790\ud615:<\/strong> \ud1b5\uacc4 \uacc4\uc0b0 \ubc0f \uadf8\ub798\ud53d\uc744 \uc704\ud55c \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4 \ubc0f \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ud658\uacbd\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ud1b5\uacc4 \ubc0f \uadf8\ub798\ud53d \uae30\ubc95\uc744 \uc81c\uacf5\ud558\uba70 \ud559\uacc4\uc640 \uc0b0\uc5c5\uacc4\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ud30c\uc774\uc36c:<\/strong> \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uba38\uc2e0 \ub7ec\ub2dd\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ubc94\uc6a9 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \uc870\uc791, \uc2dc\uac01\ud654 \ubc0f \ubd84\uc11d\uc744 \uc704\ud55c \ub2e4\uc591\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uc9c0\uae08\uae4c\uc9c0 \ube45\ub370\uc774\ud130 \uae30\uc220 \ud658\uacbd\uc5d0 \ub300\ud55c \uac04\ub7b5\ud55c \uac1c\uc694\ub97c \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ubcf4\uc2dc\ub2e4\uc2dc\ud53c \uc120\ud0dd\ud560 \uc218 \uc788\ub294 \uc635\uc158\uc774 \ub9ce\uc73c\uba70, \uc5b4\ub5a4 \uae30\uc220\uc774 \uc801\ud569\ud55c\uc9c0\ub294 \uad6c\uccb4\uc801\uc778 \uc694\uad6c \uc0ac\ud56d\uacfc \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/p>\n<h2>\ub370\uc774\ud130 \uc218\uc9d1 \uc804\ub7b5<\/h2>\n<p>\ube45\ub370\uc774\ud130\uc5d0 \ub300\ud55c \ud655\uc7a5 \uac00\ub2a5\ud55c \ubd84\uc11d\uc744 \uc218\ud589\ud558\ub824\uba74 \uba3c\uc800 \ub370\uc774\ud130\ub97c \uc2dc\uc2a4\ud15c\uc5d0 \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uc218\uc9d1\uc740 \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \uc218\uc9d1, \uac00\uc838\uc624\uae30 \ubc0f \uc804\uc1a1\ud558\uc5ec \uc800\uc7a5, \ucc98\ub9ac \ubc0f \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c\uc774\ub098 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub85c \uc62e\uae30\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \uc218\uc9d1 \uc804\ub7b5\uc5d0\ub294 \ubc30\uce58 \ucc98\ub9ac\uc640 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\ub77c\ub294 \ub450 \uac00\uc9c0 \uc8fc\uc694 \ubc29\uc2dd\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\uc77c\uad04 \ucc98\ub9ac<\/h3>\n<p>\ubc30\uce58 \ucc98\ub9ac\ub780 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ud55c \ubc88\uc5d0, \ubcf4\ud1b5 \uc77c\uad04 \ucc98\ub9ac \ub610\ub294 \uadf8\ub8f9\uc73c\ub85c \ucc98\ub9ac\ud558\ub294 \ud504\ub85c\uc138\uc2a4\uc785\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \ub370\uc774\ud130\uc758 \uc2dc\uac04\uc801 \ubbfc\uac10\ub3c4\uac00 \ub0ae\uace0 \uc624\ud504\ub77c\uc778 \ucc98\ub9ac\uac00 \uac00\ub2a5\ud55c \uacbd\uc6b0\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. \ubc30\uce58 \ucc98\ub9ac\ub294 \uc8fc\ub85c \uacfc\uac70 \ub370\uc774\ud130 \ubd84\uc11d, \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc9d5, ETL(\ucd94\ucd9c, \ubcc0\ud658, \ub85c\ub4dc) \ud504\ub85c\uc138\uc2a4\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<p>\ubc30\uce58 \ucc98\ub9ac\ub294 Apache Hadoop, Apache Spark, Apache Storm\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \ub3c4\uad6c \ubc0f \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Apache Hadoop\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ubcd1\ub82c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uc624\ud508 \uc18c\uc2a4 \ubd84\uc0b0 \ucc98\ub9ac \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. Apache Spark\ub294 \uba54\ubaa8\ub9ac\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ube60\ub974\uace0 \ubc94\uc6a9\uc801\uc778 \ud074\ub7ec\uc2a4\ud130 \ucef4\ud4e8\ud305 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. Apache Storm\uc740 \ub370\uc774\ud130\uac00 \ub3c4\ucc29\ud558\ub294 \uc989\uc2dc \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uc2e4\uc2dc\uac04 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4.<\/p>\n<h3>\uc2a4\ud2b8\ub9bc \ucc98\ub9ac<\/h3>\n<p>\uc2a4\ud2b8\ub9bc \ucc98\ub9ac\ub780 \ub370\uc774\ud130\uac00 \uc0dd\uc131\ub418\ub294 \uc989\uc2dc \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \ub370\uc774\ud130\uc5d0 \uc2dc\uac04\uc801 \ubbfc\uac10\uc131\uc774 \uc788\uace0 \uc989\uac01\uc801\uc778 \uc870\uce58\uac00 \ud544\uc694\ud55c \uacbd\uc6b0\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\ub294 \uc2e4\uc2dc\uac04 \ubd84\uc11d, \uc0ac\uae30 \ud0d0\uc9c0, IoT(\uc0ac\ubb3c \uc778\ud130\ub137) \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ub4f1\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<p>\uc2a4\ud2b8\ub9bc \ucc98\ub9ac\ub294 Apache Kafka, Apache Flink, Apache NiFi\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \ub3c4\uad6c \ubc0f \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Apache Kafka\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc2a4\ud2b8\ub9bc\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ubd84\uc0b0 \uc2a4\ud2b8\ub9ac\ubc0d \ud50c\ub7ab\ud3fc\uc785\ub2c8\ub2e4. Apache Flink\ub294 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \ubc30\uce58 \ucc98\ub9ac\ub97c \uc9c0\uc6d0\ud558\ub294 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. Apache NiFi\ub294 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc758 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130 \ud1b5\ud569 \ubc0f \ucc98\ub9ac \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4.<\/p>\n<p>\uacb0\ub860\uc801\uc73c\ub85c, \uc801\uc808\ud55c \ub370\uc774\ud130 \uc218\uc9d1 \uc804\ub7b5\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc740 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uacfc \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4. \ubc30\uce58 \ucc98\ub9ac\ub294 \uacfc\uac70 \ub370\uc774\ud130 \ubd84\uc11d, \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc9d5 \ubc0f ETL \ud504\ub85c\uc138\uc2a4\uc5d0 \uc801\ud569\ud55c \ubc18\uba74, \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\ub294 \uc2e4\uc2dc\uac04 \ubd84\uc11d, \uc0ac\uae30 \ud0d0\uc9c0 \ubc0f IoT \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. \ubc30\uce58 \ucc98\ub9ac\uc640 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\uc758 \ucc28\uc774\uc810\uc744 \uc774\ud574\ud558\uba74 \ube45\ub370\uc774\ud130 \ubd84\uc11d \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub9de\ub294 \ucd5c\uc801\uc758 \uc811\uadfc \ubc29\uc2dd\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\ub370\uc774\ud130 \uc800\uc7a5 \ubc0f \uad00\ub9ac<\/h2>\n<p>\ube45\ub370\uc774\ud130\ub97c \ub2e4\ub8f0 \ub54c, \uc800\uc7a5\uacfc \uad00\ub9ac\ub294 \ud655\uc7a5 \uac00\ub2a5\ud55c \ubd84\uc11d\uc744 \uc704\ud55c \ud575\uc2ec \uc694\uc18c\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \uc800\uc7a5 \ubc0f \uad00\ub9ac\ub97c \uc704\ud55c \ub2e4\uc591\ud55c \uae30\uc220\uc774 \uc788\uc73c\uba70, \uac01 \uae30\uc220\ub9c8\ub2e4 \uc7a5\ub2e8\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \ube45\ub370\uc774\ud130 \ud658\uacbd\uc5d0\uc11c \uac00\uc7a5 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \ub370\uc774\ud130 \uc800\uc7a5 \ubc0f \uad00\ub9ac \uc635\uc158 \uba87 \uac00\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\ub370\uc774\ud130\ubca0\uc774\uc2a4<\/h3>\n<p>\ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ub370\uc774\ud130 \uc800\uc7a5 \ubc0f \uad00\ub9ac\uc5d0 \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uae30\uc220 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \uc800\uc7a5, \uad6c\uc131 \ubc0f \uac80\uc0c9\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc815\ud615\ud654\ub41c \ub370\uc774\ud130\uc5d0 \uc0ac\uc6a9\ub418\uba70 \ube60\ub978 \ucffc\ub9ac \ubc0f \uc778\ub371\uc2f1\uc5d0 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\ub294 \uad00\uacc4\ud615 \ub370\uc774\ud130\ubca0\uc774\uc2a4, NoSQL \ub370\uc774\ud130\ubca0\uc774\uc2a4, \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ub4f1 \uc5ec\ub7ec \uc885\ub958\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uad00\uacc4\ud615 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc720\ud615\uc73c\ub85c, \uc815\ud615\ud654\ub41c \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\ub294 \ub370 \uc801\ud569\ud569\ub2c8\ub2e4. NoSQL \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ube44\uc815\ud615 \ubc0f \ubc18\uc815\ud615 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5b4 \ube45\ub370\uc774\ud130 \ud658\uacbd\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. \uadf8\ub798\ud504 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c\uc640 \uac19\uc740 \uadf8\ub798\ud504 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uace0 \ucffc\ub9ac\ud558\ub294 \ub370 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3>\ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc9d5<\/h3>\n<p>\ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc9d5\uc740 \ube45\ub370\uc774\ud130 \ud658\uacbd\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uace0 \uad00\ub9ac\ud558\ub294 \ub610 \ub2e4\ub978 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc9d5\uc740 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc218\uc9d1 \ubc0f \uc800\uc7a5\ud55c \ub2e4\uc74c \ubd84\uc11d\ud558\uc5ec \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \uc5bb\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\ub294 \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ube60\ub978 \ucffc\ub9ac \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc9d5\uc740 ETL(\ucd94\ucd9c, \ubcc0\ud658, \uc801\uc7ac)\uc774\ub77c\ub294 \ud504\ub85c\uc138\uc2a4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc774 \ud504\ub85c\uc138\uc2a4\ub294 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ucd94\ucd9c\ud558\uace0, \uacf5\ud1b5 \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud55c \ub2e4\uc74c, \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\uc5d0 \uc801\uc7ac\ud558\ub294 \uacfc\uc815\uc744 \ub9d0\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \uacfc\uac70 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\uba70 \ubcf4\uace0 \ubc0f \ubd84\uc11d\uc5d0 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\ub370\uc774\ud130 \ub808\uc774\ud06c<\/h3>\n<p>\ub370\uc774\ud130 \ub808\uc774\ud06c\ub294 \ube45\ub370\uc774\ud130 \ud658\uacbd\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uace0 \uad00\ub9ac\ud558\ub294 \uc0c8\ub85c\uc6b4 \uae30\uc220\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \ub808\uc774\ud06c\ub294 \ub85c\uadf8 \ud30c\uc77c, \uc13c\uc11c \ub370\uc774\ud130, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130\uc640 \uac19\uc740 \ub300\ub7c9\uc758 \ube44\uc815\ud615 \ubc0f \ubc18\uc815\ud615 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub370\uc774\ud130 \ub808\uc774\ud06c\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ubd84\uc0b0 \ucef4\ud4e8\ud305\uc744 \uc704\ud55c \uc624\ud508 \uc18c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c\uc778 \ud558\ub461\uc744 \uc0ac\uc6a9\ud558\uc5ec \uad6c\ucd95\ub429\ub2c8\ub2e4. \ud558\ub461\uc740 \ube45\ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uace0 \ucc98\ub9ac\ud558\uae30 \uc704\ud55c \ud655\uc7a5 \uac00\ub2a5\ud558\uace0 \ub0b4\uacb0\ud568\uc131\uc774 \ub6f0\uc5b4\ub09c \ud50c\ub7ab\ud3fc\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \ub808\uc774\ud06c\ub294 \ud0d0\uc0c9\uc801 \ubd84\uc11d \ubc0f \ub370\uc774\ud130 \uacfc\ud559 \ud504\ub85c\uc81d\ud2b8\uc5d0 \uc790\uc8fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<p>\uacb0\ub860\uc801\uc73c\ub85c, \ube45\ub370\uc774\ud130 \ud658\uacbd\uc5d0\uc11c \ub370\uc774\ud130 \uc800\uc7a5 \ubc0f \uad00\ub9ac\uc5d0 \uc788\uc5b4\uc11c\ub294 \uac01\uae30 \ub2e4\ub978 \uc7a5\ub2e8\uc810\uc744 \uac00\uc9c4 \uc5ec\ub7ec \uae30\uc220\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc815\ud615 \ub370\uc774\ud130\uc5d0, \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc9d5\uc740 \uacfc\uac70 \ub370\uc774\ud130\uc5d0, \ub370\uc774\ud130 \ub808\uc774\ud06c\ub294 \ube44\uc815\ud615 \ubc0f \ubc18\uc815\ud615 \ub370\uc774\ud130\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. \ud544\uc694\uc5d0 \ub9de\ub294 \uc801\uc808\ud55c \uae30\uc220\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc740 \ucc98\ub9ac\ud558\ub824\ub294 \ub370\uc774\ud130 \uc720\ud615, \ub370\uc774\ud130 \uc6a9\ub7c9, \uc2e4\ud589\ud574\uc57c \ud558\ub294 \ucffc\ub9ac \uc720\ud615 \ub4f1 \uc5ec\ub7ec \uc694\uc778\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/p>\n<h2>\ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ucc98\ub9ac<\/h2>\n<p>\ube45\ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \uc788\uc5b4\uc11c\ub294 \uae30\uc874 \ubc29\uc2dd\uc73c\ub85c\ub294 \ub354 \uc774\uc0c1 \ucda9\ubd84\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ucd5c\uc2e0 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc0dd\uc131\ub418\ub294 \uc5c4\uccad\ub09c \uc591\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub824\uba74 \ud655\uc7a5\uc131\uc744 \uace0\ub824\ud558\uc5ec \uc124\uacc4\ub41c \ud2b9\uc218 \ub3c4\uad6c\uc640 \uae30\uc220\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \ub300\uaddc\ubaa8 \ube45\ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \uac00\uc7a5 \uc911\uc694\ud55c \ub450 \uac00\uc9c0 \uae30\uc220\uc778 MapReduce\uc640 \ubd84\uc0b0 \ucef4\ud4e8\ud305\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>MapReduce<\/h3>\n<p>MapReduce\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ub2e4\uc218\uc758 \ubc94\uc6a9 \uc11c\ubc84\uc5d0\uc11c \ubcd1\ub82c\ub85c \ucc98\ub9ac\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ud504\ub85c\uadf8\ub798\ubc0d \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc6d0\ub798 \uad6c\uae00\uc5d0\uc11c \uac1c\ubc1c\ud588\uc73c\uba70, \uc774\ud6c4 \uc5ec\ub7ec \uae30\uc5c5\uacfc \uae30\uad00\uc5d0\uc11c \ucc44\ud0dd\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>MapReduce\uc758 \uae30\ubcf8 \uac1c\ub150\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc744 \ub354 \uc791\uc740 \ub369\uc5b4\ub9ac\ub85c \ub098\ub204\uace0 \uac01 \ub369\uc5b4\ub9ac\ub97c \ub3c5\ub9bd\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ucc98\ub9ac \uacfc\uc815\uc740 \ub9f5 \ub2e8\uacc4\uc640 \ub9ac\ub4c0\uc2a4 \ub2e8\uacc4\uc758 \ub450 \ub2e8\uacc4\ub85c \ub098\ub269\ub2c8\ub2e4. \ub9f5 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uac01 \ub370\uc774\ud130 \ub369\uc5b4\ub9ac\uac00 \ub3c5\ub9bd\uc801\uc73c\ub85c \ucc98\ub9ac\ub418\uace0, \ub9ac\ub4c0\uc2a4 \ub2e8\uacc4\uc5d0\uc11c \uadf8 \uacb0\uacfc\uac00 \uacb0\ud569\ub429\ub2c8\ub2e4.<\/p>\n<p>MapReduce\ub294 \ud655\uc7a5\uc131\uc774 \ub9e4\uc6b0 \ub6f0\uc5b4\ub098 \ub2e8\uc77c \uba38\uc2e0\uc758 \uba54\ubaa8\ub9ac\uc5d0 \ub2f4\uae30\uc5d0\ub294 \ub108\ubb34 \ud070 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ub0b4\uacb0\ud568\uc131\uc774 \ub6f0\uc5b4\ub098 \uc11c\ubc84 \ud558\ub098\uc5d0 \uc7a5\uc560\uac00 \ubc1c\uc0dd\ud558\ub354\ub77c\ub3c4 \ucc98\ub9ac\uac00 \uc790\ub3d9\uc73c\ub85c \ub2e4\ub978 \uc11c\ubc84\ub85c \uc804\ud658\ub429\ub2c8\ub2e4.<\/p>\n<h3>\ubd84\uc0b0 \ucef4\ud4e8\ud305<\/h3>\n<p>\ubd84\uc0b0 \ucef4\ud4e8\ud305\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ub354 \uc791\uc740 \uc870\uac01\uc73c\ub85c \ub098\ub204\uace0 \uac01 \uc870\uac01\uc744 \uc11c\ub85c \ub2e4\ub978 \uc11c\ubc84\uc5d0\uc11c \ub3c5\ub9bd\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\ub294 \ub370\uc774\ud130 \ucc98\ub9ac \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ubcd1\ub82c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc73c\uba70, \ub9e4\uc6b0 \ud070 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ucc98\ub9ac \uc6a9\ub7c9\uc744 \ud655\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ubd84\uc0b0 \ucef4\ud4e8\ud305\uc758 \uc8fc\uc694 \uc7a5\uc810 \uc911 \ud558\ub098\ub294 \uc77c\ubc18\uc801\uc778 \ud558\ub4dc\uc6e8\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub294 \ud2b9\uc218 \ud558\ub4dc\uc6e8\uc5b4\ub97c \uc0ac\uc6a9\ud558\ub294 \uac83\ubcf4\ub2e4 \ud6e8\uc52c \ube44\uc6a9 \ud6a8\uc728\uc801\uc77c \uc218 \uc788\uc73c\uba70, \ud544\uc694\uc5d0 \ub530\ub77c \ucc98\ub9ac \ub2a5\ub825\uc744 \ud655\uc7a5\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4.<\/p>\n<p>\ubd84\uc0b0 \ucef4\ud4e8\ud305\uc740 \uc11c\ubc84\uc5d0 \uc7a5\uc560\uac00 \ubc1c\uc0dd\ud558\ub354\ub77c\ub3c4 \ucc98\ub9ac\uac00 \uc790\ub3d9\uc73c\ub85c \ub2e4\ub978 \uc11c\ubc84\ub85c \uc7ac\ub77c\uc6b0\ud305\ub420 \uc218 \uc788\uc73c\ubbc0\ub85c \ub0b4\uacb0\ud568\uc131\uc774 \ub9e4\uc6b0 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4. \ub530\ub77c\uc11c \ube60\ub974\uace0 \uc548\uc815\uc801\uc73c\ub85c \ucc98\ub9ac\ud574\uc57c \ud558\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n<h2>\ubd84\uc11d\uc801 \ub370\uc774\ud130 \ubaa8\ub378\ub9c1<\/h2>\n<p>\ube45\ub370\uc774\ud130\ub97c \ub2e4\ub8f0 \ub54c\ub294 \uc798 \uc124\uacc4\ub41c \ubd84\uc11d \ub370\uc774\ud130 \ubaa8\ub378\uc744 \uac16\ucd94\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub294 \ub370\uc774\ud130\uc758 \uad6c\uc870\uc640 \uad00\uacc4\ub97c \uc815\uc758\ud558\ub294 \ub17c\ub9ac\uc801 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc88b\uc740 \ubd84\uc11d \ub370\uc774\ud130 \ubaa8\ub378\uc740 \ud655\uc7a5\uc131, \uc720\uc5f0\uc131, \uadf8\ub9ac\uace0 \ubcf5\uc7a1\ud55c \ucffc\ub9ac \uc9c0\uc6d0 \ub2a5\ub825\uc744 \uac16\ucdb0\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h3>\ub370\uc774\ud130 \ub9c8\uc774\ub2dd<\/h3>\n<p>\ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \ud328\ud134\uacfc \ud1b5\ucc30\ub825\uc744 \ubc1c\uacac\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub294 \ud1b5\uacc4 \uc54c\uace0\ub9ac\uc998, \uba38\uc2e0 \ub7ec\ub2dd \ubc0f \uae30\ud0c0 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ucd94\uc138, \uc0c1\uad00\uad00\uacc4 \ubc0f \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uc2dd\ubcc4\ud558\ub294 \ub370 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc5d0\uc11c \ud754\ud788 \uc0ac\uc6a9\ub418\ub294 \uae30\ubc95 \uc911 \ud558\ub098\ub294 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc785\ub2c8\ub2e4. \uc774\ub294 \uc720\uc0ac\ud55c \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub4e4\uc744 \uadf8\ub8f9\uc73c\ub85c \ubb36\ub294 \uac83\uc73c\ub85c, \uc989\uc2dc \ub4dc\ub7ec\ub098\uc9c0 \uc54a\ub294 \ub370\uc774\ud130 \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\ub294 \ub370 \uc720\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610 \ub2e4\ub978 \uae30\ubc95\uc73c\ub85c\ub294 \uc5f0\uad00 \uaddc\uce59 \ub9c8\uc774\ub2dd\uc774 \uc788\ub294\ub370, \uc774\ub294 \ub370\uc774\ud130 \ub0b4 \uc5ec\ub7ec \ubcc0\uc218 \uac04\uc758 \uad00\uacc4\ub97c \ud30c\uc545\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h3>\uc608\uce21 \ubd84\uc11d<\/h3>\n<p>\uc608\uce21 \ubd84\uc11d\uc740 \ud1b5\uacc4 \uc54c\uace0\ub9ac\uc998\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ubbf8\ub798 \uc0ac\uac74\uc744 \uc608\uce21\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub294 \ud2b8\ub80c\ub4dc \uc608\uce21, \uc7a0\uc7ac\uc801 \uc704\ud5d8 \uc2dd\ubcc4, \uadf8\ub9ac\uace0 \uc815\ubcf4\uc5d0 \uae30\ubc18\ud55c \uc758\uc0ac \uacb0\uc815\uc5d0 \uc720\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc608\uce21 \ubd84\uc11d\uc5d0\uc11c \ud754\ud788 \uc0ac\uc6a9\ub418\ub294 \uae30\ubc95 \uc911 \ud558\ub098\ub294 \ud68c\uadc0 \ubd84\uc11d\uc73c\ub85c, \ub370\uc774\ud130 \ub0b4 \uc5ec\ub7ec \ubcc0\uc218 \uac04\uc758 \uad00\uacc4\ub97c \ud30c\uc545\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ub610 \ub2e4\ub978 \uae30\ubc95\uc73c\ub85c\ub294 \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac\uac00 \uc788\ub294\ub370, \uc774\ub294 \uc77c\ub828\uc758 \uacb0\uc815\uc5d0 \ub530\ub978 \ub2e4\uc591\ud55c \uacb0\uacfc\ub97c \ud2b8\ub9ac \uad6c\uc870\ub85c \ub098\ud0c0\ub0b4\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc694\uc57d\ud558\uc790\uba74, \ubd84\uc11d\uc801 \ub370\uc774\ud130 \ubaa8\ub378\ub9c1\uc740 \ud655\uc7a5 \uac00\ub2a5\ud55c \ube45\ub370\uc774\ud130 \ubd84\uc11d\uc758 \ud575\uc2ec \uc694\uc18c\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uacfc \uc608\uce21 \ubd84\uc11d\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub450 \uac00\uc9c0 \uc911\uc694\ud55c \uae30\uc220\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uba74 \ub370\uc774\ud130\ub97c \ub354 \uae4a\uc774 \uc774\ud574\ud558\uace0 \ub354\uc6b1 \uc815\ubcf4\uc5d0 \uae30\ubc18\ud55c \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\ub370\uc774\ud130 \uc2dc\uac01\ud654 \uae30\ubc95<\/h2>\n<p>\ube45\ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc788\uc5b4\uc11c \ub370\uc774\ud130 \uc2dc\uac01\ud654 \uae30\ubc95\uc740 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \uc774\ud574\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \ub300\uc2dc\ubcf4\ub4dc\uc640 \ubcf4\uace0 \ub3c4\uad6c\ub77c\ub294 \ub450 \uac00\uc9c0 \uc720\ud615\uc758 \ub370\uc774\ud130 \uc2dc\uac01\ud654 \uae30\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\ub300\uc2dc\ubcf4\ub4dc<\/h3>\n<p>\ub300\uc2dc\ubcf4\ub4dc\ub294 \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud558\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ud575\uc2ec \uc131\uacfc \uc9c0\ud45c(KPI)\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \ubaa9\ud45c \ub2ec\uc131 \uc9c4\ud589 \uc0c1\ud669\uc744 \ucd94\uc801\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub300\uc2dc\ubcf4\ub4dc\ub294 \ub9de\ucda4 \uc124\uc815\uc774 \uac00\ub2a5\ud558\ubbc0\ub85c \uc790\uc2e0\uacfc \ud300\uc5d0 \uac00\uc7a5 \uc911\uc694\ud55c \uc9c0\ud45c\ub97c \uc120\ud0dd\ud558\uc5ec \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc778\uae30 \uc788\ub294 \ub300\uc2dc\ubcf4\ub4dc \ub3c4\uad6c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ud14c\uc774\ube14<\/strong>: \ub4dc\ub798\uadf8 \uc564 \ub4dc\ub86d \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub300\ud654\ud615 \ub300\uc2dc\ubcf4\ub4dc\ub97c \ub9cc\ub4e4 \uc218 \uc788\ub294 \uc778\uae30 \uc788\ub294 \ub370\uc774\ud130 \uc2dc\uac01\ud654 \ub3c4\uad6c\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ud30c\uc6cc BI<\/strong>\ub9c8\uc774\ud06c\ub85c\uc18c\ud504\ud2b8\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ube44\uc988\ub2c8\uc2a4 \ubd84\uc11d \uc11c\ube44\uc2a4\ub85c, \ucd5c\uc885 \uc0ac\uc6a9\uc790\uac00 \uac04\ub2e8\ud55c \uc778\ud130\ud398\uc774\uc2a4\ub97c \ud1b5\ud574 \uc790\uccb4 \ubcf4\uace0\uc11c\uc640 \ub300\uc2dc\ubcf4\ub4dc\ub97c \ub9cc\ub4e4 \uc218 \uc788\ub3c4\ub85d \ub300\ud654\ud615 \uc2dc\uac01\ud654 \ubc0f \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uad6c\uae00 \ub370\uc774\ud130 \uc2a4\ud29c\ub514\uc624<\/strong>Google Analytics, Google Ads \ubc0f \uae30\ud0c0 \uc18c\uc2a4\uc758 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub9de\ucda4\ud615 \ub300\uc2dc\ubcf4\ub4dc\ub97c \ub9cc\ub4e4 \uc218 \uc788\ub294 \ubb34\ub8cc \ub3c4\uad6c\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>\ubcf4\uace0 \ub3c4\uad6c<\/h3>\n<p>\ubcf4\uace0 \ub3c4\uad6c\ub294 \ub370\uc774\ud130\ub97c \uc2dc\uac01\ud654\ud558\ub294 \ub610 \ub2e4\ub978 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uba74 \ub370\uc774\ud130\ub97c \uc774\ud574\ud558\uae30 \uc26c\uc6b4 \ubc29\uc2dd\uc73c\ub85c \uc694\uc57d\ud55c \ubcf4\uace0\uc11c\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf4\uace0 \ub3c4\uad6c\ub294 \uc8fc\uae30\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ub418\ub294 \uc815\uc801 \ubcf4\uace0\uc11c \ub610\ub294 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc0dd\uc131\ub418\ub294 \uc628\ub514\ub9e8\ub4dc \ubcf4\uace0\uc11c\ub97c \ub9cc\ub4dc\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ubcf4\uace0 \ub3c4\uad6c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ud06c\ub9ac\uc2a4\ud0c8 \ub9ac\ud3ec\ud2b8<\/strong>\ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ud65c\uc6a9\ud558\uc5ec \ub9de\ucda4\ud615 \ubcf4\uace0\uc11c\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\ub294 \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc7ac\uc2a4\ud37c\ub9ac\ud3ec\ud2b8<\/strong>PDF, HTML, CSV \ub4f1 \ub2e4\uc591\ud55c \ud615\uc2dd\uc73c\ub85c \ubcf4\uace0\uc11c\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\ub294 \uc624\ud508 \uc18c\uc2a4 \ubcf4\uace0 \ub3c4\uad6c\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ub9c8\uc774\ud06c\ub85c\uc18c\ud504\ud2b8 \uc5d1\uc140<\/strong>\ucc28\ud2b8, \uadf8\ub798\ud504 \ubc0f \uae30\ud0c0 \uc2dc\uac01\ud654\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubcf4\uace0\uc11c\ub97c \uc791\uc131\ud560 \uc218 \uc788\ub294 \uc2a4\ud504\ub808\ub4dc\uc2dc\ud2b8 \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uc774\ub7ec\ud55c \ub370\uc774\ud130 \uc2dc\uac01\ud654 \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uba74 \ub193\uce60 \uc218 \uc788\ub294 \ub370\uc774\ud130 \uad00\ub828 \ud1b5\ucc30\ub825\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. KPI \ubaa8\ub2c8\ud130\ub9c1\uc744 \uc704\ud55c \ub300\uc2dc\ubcf4\ub4dc\ub97c \uc0ac\uc6a9\ud558\ub4e0, \ub9de\ucda4\ud615 \ubcf4\uace0\uc11c\ub97c \uc0dd\uc131\ud558\ub294 \ubcf4\uace0 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\ub4e0, \uc774\ub7ec\ud55c \ub3c4\uad6c\ub294 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ub354 \ub098\uc740 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\uba38\uc2e0\ub7ec\ub2dd \ud1b5\ud569<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \ube45\ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc788\uc5b4 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ube60\ub974\uace0 \uc815\ud655\ud558\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc740 \ud655\uc7a5 \uac00\ub2a5\ud55c \ubd84\uc11d\uc744 \uc704\ud55c \ud544\uc218 \ub3c4\uad6c\uc785\ub2c8\ub2e4.<\/p>\n<h3>\uc54c\uace0\ub9ac\uc998<\/h3>\n<p>\ube45\ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \ub9e4\uc6b0 \ub2e4\uc591\ud569\ub2c8\ub2e4. \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc54c\uace0\ub9ac\uc998\uc73c\ub85c\ub294 \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8, \uc2e0\uacbd\ub9dd \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \uc54c\uace0\ub9ac\uc998\uc740 \uc7a5\ub2e8\uc810\uc774 \uc788\uc73c\uba70, \uc5b4\ub5a4 \uc54c\uace0\ub9ac\uc998\uc744 \uc120\ud0dd\ud560\uc9c0\ub294 \ud2b9\uc815 \uc751\uc6a9 \ubd84\uc57c\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/p>\n<p>\uc608\ub97c \ub4e4\uc5b4, \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac\ub294 \ubd84\ub958 \ubb38\uc81c\uc5d0 \uc790\uc8fc \uc0ac\uc6a9\ub418\ub294 \ubc18\uba74, \uc2e0\uacbd\ub9dd\uc740 \ubcc0\uc218\uac00 \ub9ce\uc740 \ubcf5\uc7a1\ud55c \ubb38\uc81c\uc5d0 \ub354 \uc801\ud569\ud569\ub2c8\ub2e4. \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8\ub294 \uc7a1\uc74c\uc774 \ub9ce\uc740 \ub370\uc774\ud130\ub098 \ub370\uc774\ud130\uac00 \uc798 \uc774\ud574\ub418\uc9c0 \uc54a\uc740 \uacbd\uc6b0\uc5d0 \uc88b\uc740 \uc120\ud0dd\uc785\ub2c8\ub2e4.<\/p>\n<h3>\ubaa8\ub378 \ubc30\ud3ec<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uac1c\ubc1c\uc774 \uc644\ub8cc\ub418\uba74 \ubc30\ud3ec\ud574\uc57c \ud569\ub2c8\ub2e4. \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\ub294 \ubc29\ubc95\uc5d0\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub0b4\uc7a5\ud558\uac70\ub098, \uc6f9 \uc11c\ube44\uc2a4\ub97c \ub9cc\ub4e4\uac70\ub098, \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\ub294 \ub4f1 \uc5ec\ub7ec \uac00\uc9c0\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \ubc30\ud3ec\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ud50c\ub7ab\ud3fc \uc911 \ud558\ub098\ub294 \uc544\ub9c8\uc874 \uc138\uc774\uc9c0\uba54\uc774\ucee4(Amazon SageMaker)\uc785\ub2c8\ub2e4. \uc774 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\uba74 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ube60\ub974\uace0 \uc27d\uac8c \uad6c\ucd95, \ud559\uc2b5 \ubc0f \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ubaa8\ub378 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uad00\ub9ac\ub97c \uc704\ud55c \ub2e4\uc591\ud55c \ub3c4\uad6c\ub97c \uc81c\uacf5\ud558\uc5ec \ud655\uc7a5 \uac00\ub2a5\ud55c \ubd84\uc11d\uc5d0 \uc774\uc0c1\uc801\uc778 \uc120\ud0dd\uc785\ub2c8\ub2e4.<\/p>\n<p>\uacb0\ub860\uc801\uc73c\ub85c, \uba38\uc2e0\ub7ec\ub2dd\uc740 \ud655\uc7a5 \uac00\ub2a5\ud55c \ubd84\uc11d\uc744 \uc704\ud574 \ube45\ub370\uc774\ud130 \uae30\uc220\uc744 \ud65c\uc6a9\ud558\ub294 \ub370 \ud544\uc218\uc801\uc778 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc801\uc808\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc120\ud0dd\ud558\uace0 \ubaa8\ub378\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ubc30\ud3ec\ud568\uc73c\ub85c\uc368 \ub370\uc774\ud130\uc5d0\uc11c \uadc0\uc911\ud55c \ud1b5\ucc30\ub825\uc744 \uc5bb\uace0 \uc815\ubcf4\uc5d0 \uae30\ubc18\ud55c \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\ube45\ub370\uc774\ud130 \ubcf4\uc548 \ubc0f \uac1c\uc778\uc815\ubcf4\ubcf4\ud638<\/h2>\n<p>\ube45\ub370\uc774\ud130\ub97c \ub2e4\ub8f0 \ub54c \ubcf4\uc548\uacfc \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\ub294 \ub9e4\uc6b0 \uc911\uc694\ud55c \ubb38\uc81c\uc785\ub2c8\ub2e4. \ube45\ub370\uc774\ud130 \uae30\uc220\uc774 \ucc98\ub9ac\ud558\ub294 \ubc29\ub300\ud55c \ub370\uc774\ud130 \uc591, \uc9c0\uc18d\uc801\uc778 \ub370\uc774\ud130 \uc2a4\ud2b8\ub9ac\ubc0d, \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc720\ud615, \uadf8\ub9ac\uace0 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ub370\uc774\ud130 \uc800\uc7a5 \ubc29\uc2dd \ub54c\ubb38\uc5d0 \ube45\ub370\uc774\ud130 \ubcf4\uc548\uc740 \ub354\uc6b1 \uc5b4\ub824\uc6cc\uc9d1\ub2c8\ub2e4. \uae30\uc874\uc758 \ubcf4\uc548 \ubc0f \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \ubc29\uc2dd\uc73c\ub85c\ub294 \ube45\ub370\uc774\ud130\ub97c \uc548\uc804\ud558\uac8c \ubcf4\ud638\ud558\uae30\uc5d0 \ucda9\ubd84\ud558\uc9c0 \uc54a\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \ube45\ub370\uc774\ud130 \ubcf4\uc548 \ubc0f \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\uc758 \ub450 \uac00\uc9c0 \uc911\uc694\ud55c \uce21\uba74\uc778 \uc554\ud638\ud654\uc640 \uc811\uadfc \uc81c\uc5b4\uc5d0 \ub300\ud574 \ub17c\uc758\ud569\ub2c8\ub2e4.<\/p>\n<h3>\uc554\ud638\ud654<\/h3>\n<p>\uc554\ud638\ud654\ub294 \ub370\uc774\ud130\ub97c \uad8c\ud55c\uc774 \uc788\ub294 \uc0ac\ub78c\ub9cc \uc77d\uc744 \uc218 \uc788\ub294 \ucf54\ub4dc\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc554\ud638\ud654\ub294 \ube45\ub370\uc774\ud130 \ubcf4\uc548\uc5d0 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc694\uc18c\ub85c, \ubb34\ub2e8 \uc811\uadfc\uc73c\ub85c\ubd80\ud130 \ub370\uc774\ud130\ub97c \ubcf4\ud638\ud558\uace0 \uae30\ubc00\uc131\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4. \uc554\ud638\ud654\uc5d0\ub294 \ub300\uce6d \uc554\ud638\ud654\uc640 \ube44\ub300\uce6d \uc554\ud638\ud654\uc758 \ub450 \uac00\uc9c0 \uc720\ud615\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub300\uce6d \uc554\ud638\ud654\ub294 \uc554\ud638\ud654\uc640 \ubcf5\ud638\ud654\uc5d0 \ub3d9\uc77c\ud55c \ud0a4\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \ube60\ub974\uace0 \uac04\ub2e8\ud558\uc9c0\ub9cc, \ud0a4\uac00 \uc720\ucd9c\ub420 \uacbd\uc6b0 \ub370\uc774\ud130\uac00 \ub354 \uc774\uc0c1 \uc548\uc804\ud558\uc9c0 \uc54a\uac8c \ub418\ubbc0\ub85c \ubcf4\uc548 \uc704\ud5d8\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ube44\ub300\uce6d \uc554\ud638\ud654\ub294 \uacf5\uac1c \ud0a4\uc640 \uac1c\uc778 \ud0a4, \ub450 \uac1c\uc758 \ud0a4\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uacf5\uac1c \ud0a4\ub294 \uc554\ud638\ud654\uc5d0 \uc0ac\uc6a9\ub418\uace0, \uac1c\uc778 \ud0a4\ub294 \ubcf5\ud638\ud654\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \ub354 \uc548\uc804\ud558\uc9c0\ub9cc \uc18d\ub3c4\uac00 \ub290\ub9ac\uace0 \ub354 \ubcf5\uc7a1\ud569\ub2c8\ub2e4.<\/p>\n<h3>\uc811\uadfc \uc81c\uc5b4<\/h3>\n<p>\uc811\uadfc \uc81c\uc5b4\ub294 \uad8c\ud55c\uc774 \uc788\ub294 \uc0ac\uc6a9\uc790\uc5d0\uac8c\ub9cc \ub370\uc774\ud130 \uc811\uadfc\uc744 \ud5c8\uc6a9\ud558\ub294 \ud504\ub85c\uc138\uc2a4\uc785\ub2c8\ub2e4. \uc811\uadfc \uc81c\uc5b4\ub294 \ube45\ub370\uc774\ud130\ub97c \ubb34\ub2e8 \uc811\uadfc\uc73c\ub85c\ubd80\ud130 \ubcf4\ud638\ud558\uace0 \uac1c\uc778\uc815\ubcf4\ub97c \ubcf4\uc7a5\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc811\uadfc \uc81c\uc5b4\uc5d0\ub294 \uc7ac\ub7c9\uc801 \uc811\uadfc \uc81c\uc5b4(DAC)\uc640 \uac15\uc81c\uc801 \uc811\uadfc \uc81c\uc5b4(MAC)\uc758 \ub450 \uac00\uc9c0 \uc720\ud615\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>DAC(\ub370\uc774\ud130 \uc811\uadfc \uc81c\uc5b4)\ub294 \ub370\uc774\ud130 \uc18c\uc720\uc790\uac00 \ub370\uc774\ud130 \uc811\uadfc \uad8c\ud55c\uc744 \uc9c1\uc811 \uacb0\uc815\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \uc720\uc5f0\uc131\uc774 \ub6f0\uc5b4\ub098\uc9c0\ub9cc, \uc18c\uc720\uc790\uac00 \uc62c\ubc14\ub978 \uacb0\uc815\uc744 \ub0b4\ub9ac\uc9c0 \ubabb\ud560 \uac00\ub2a5\uc131\uc774 \uc788\uc5b4 \ubcf4\uc548 \uc704\ud5d8\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4.<\/p>\n<p>MAC\uc740 \uc0ac\uc6a9\uc790\uc758 \ubcf4\uc548 \ub4f1\uae09\uc744 \uae30\ubc18\uc73c\ub85c \ud558\ub294 \ub354\uc6b1 \uc5c4\uaca9\ud55c \uc811\uadfc \uc81c\uc5b4 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \ubcf4\uc548\uc131\uc774 \ub354 \ub192\uc9c0\ub9cc \uc720\uc5f0\uc131\uc740 \ub5a8\uc5b4\uc9d1\ub2c8\ub2e4.<\/p>\n<p>\uacb0\ub860\uc801\uc73c\ub85c, \uc554\ud638\ud654\uc640 \uc811\uadfc \uc81c\uc5b4\ub294 \ube45\ub370\uc774\ud130\uc758 \ubcf4\uc548\uacfc \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638\ub97c \ubcf4\uc7a5\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc870\uce58\ub97c \uad6c\ud604\ud568\uc73c\ub85c\uc368 \ubb34\ub2e8 \uc811\uadfc\uc73c\ub85c\ubd80\ud130 \ub370\uc774\ud130\ub97c \ubcf4\ud638\ud558\uace0 \ub370\uc774\ud130\uc758 \uae30\ubc00\uc131\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\uc131\ub2a5 \ucd5c\uc801\ud654<\/h2>\n<p>\ub300\uaddc\ubaa8 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \ub54c\ub294 \ud6a8\uc728\uc801\uc778 \ucc98\ub9ac\uc640 \ubd84\uc11d\uc744 \uc704\ud574 \uc131\ub2a5 \ucd5c\uc801\ud654\uac00 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ube45\ub370\uc774\ud130 \ubd84\uc11d \ud50c\ub7ab\ud3fc\uc758 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud574 \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \uc804\ub7b5\uc740 \uc5ec\ub7ec \uac00\uc9c0\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\uce90\uc2f1 \uc804\ub7b5<\/h3>\n<p>\uce90\uc2f1\uc740 \uc790\uc8fc \uc811\uadfc\ud558\ub294 \ub370\uc774\ud130\ub97c \uba54\ubaa8\ub9ac\uc5d0 \uc800\uc7a5\ud558\uc5ec \ud574\ub2f9 \ub370\uc774\ud130\uc5d0 \uc811\uadfc\ud558\ub294 \ub370 \uac78\ub9ac\ub294 \uc2dc\uac04\uc744 \uc904\uc774\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ube45\ub370\uc774\ud130 \ubd84\uc11d\uc5d0\uc11c \uce90\uc2f1\uc740 \ucffc\ub9ac\ub098 \uacc4\uc0b0\uc758 \uc911\uac04 \uacb0\uacfc\ub97c \uc800\uc7a5\ud558\ub294 \ub370 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uacb0\uacfc\ub97c \ub2e4\uc2dc \uacc4\uc0b0\ud574\uc57c \ud558\ub294 \ud544\uc694\uc131\uc744 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ube45\ub370\uc774\ud130 \ubd84\uc11d \ud50c\ub7ab\ud3fc\uc758 \uc131\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ube45\ub370\uc774\ud130 \ubd84\uc11d \ud50c\ub7ab\ud3fc\uc5d0\uc11c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \uce90\uc2f1 \uc804\ub7b5\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc5ec\ub7ec \uac00\uc9c0\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uc778\uba54\ubaa8\ub9ac \uce90\uc2f1<\/strong>\uc774\ub294 \ub370\uc774\ud130\ub97c \uba54\ubaa8\ub9ac\uc5d0 \uc800\uc7a5\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud558\uba70, \ub514\uc2a4\ud06c \uae30\ubc18 \uc800\uc7a5\uc18c\ubcf4\ub2e4 \ube60\ub978 \uc811\uadfc \uc18d\ub3c4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc778\uba54\ubaa8\ub9ac \uce90\uc2f1\uc740 \uc790\uc8fc \uc811\uadfc\ud558\ub294 \ub370\uc774\ud130\ub098 \uacc4\uc0b0\uc758 \uc911\uac04 \uacb0\uacfc\ub97c \uc800\uc7a5\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubd84\uc0b0 \uce90\uc2f1<\/strong>\uc774\ub294 \ud074\ub7ec\uc2a4\ud130 \ub0b4 \uc5ec\ub7ec \ub178\ub4dc\uc5d0 \uce90\uc2dc\ub41c \ub370\uc774\ud130\ub97c \ubd84\uc0b0\uc2dc\ud0a4\ub294 \ubc29\uc2dd\uc73c\ub85c, \uce90\uc2f1\uc758 \ud655\uc7a5\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubd84\uc0b0 \uce90\uc2f1\uc740 \ub2e8\uc77c \ub178\ub4dc\uc758 \uba54\ubaa8\ub9ac\uc5d0 \uc800\uc7a5\ud560 \uc218 \uc5c6\ub294 \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>\ucffc\ub9ac \ucd5c\uc801\ud654<\/h3>\n<p>\ucffc\ub9ac \ucd5c\uc801\ud654\ub294 \ucffc\ub9ac\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud574 \ucffc\ub9ac\ub97c \ucd5c\uc801\ud654\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \ube45\ub370\uc774\ud130 \ubd84\uc11d\uc5d0\uc11c \ucffc\ub9ac \ucd5c\uc801\ud654\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ucffc\ub9ac\uc758 \uc131\ub2a5\uc744 \uac1c\uc120\ud558\ub294 \ub370 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ube45\ub370\uc774\ud130 \ubd84\uc11d \ud50c\ub7ab\ud3fc\uc5d0\uc11c \ucffc\ub9ac\ub97c \ucd5c\uc801\ud654\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uba87 \uac00\uc9c0 \uae30\uc220\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ud30c\ud2f0\uc154\ub2dd<\/strong>\uc774\ub294 \ub370\uc774\ud130\ub97c \ub354 \uc791\uc740 \ud30c\ud2f0\uc158\uc73c\ub85c \ub098\ub204\uc5b4 \ubcd1\ub82c\ub85c \ucc98\ub9ac\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \ud30c\ud2f0\uc154\ub2dd\uc740 \uac01 \ub178\ub4dc\uc5d0\uc11c \ucc98\ub9ac\ud574\uc57c \ud558\ub294 \ub370\uc774\ud130 \uc591\uc744 \uc904\uc5ec \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ucffc\ub9ac\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc778\ub371\uc2f1<\/strong>\uc774\ub294 \ucffc\ub9ac\uc5d0\uc11c \uc790\uc8fc \uc0ac\uc6a9\ub418\ub294 \uc5f4\uc5d0 \uc778\ub371\uc2a4\ub97c \uc0dd\uc131\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc778\ub371\uc2f1\uc744 \ud1b5\ud574 \ucffc\ub9ac\uc5d0 \uc751\ub2f5\ud558\uae30 \uc704\ud574 \uc2a4\uce94\ud574\uc57c \ud558\ub294 \ub370\uc774\ud130 \uc591\uc744 \uc904\uc5ec \ucffc\ub9ac \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc220\uc5b4 \ud478\uc2dc\ub2e4\uc6b4<\/strong>\uc774\ub294 \ud544\ud130\ub97c \ub370\uc774\ud130 \uc18c\uc2a4\ub85c \ud478\uc2dc\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud558\uba70, \ub124\ud2b8\uc6cc\ud06c\ub97c \ud1b5\ud574 \uc804\uc1a1\ud574\uc57c \ud558\ub294 \ub370\uc774\ud130 \uc591\uc744 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc870\uac74\uc790 \ud478\uc2dc\ub2e4\uc6b4\uc740 \ub124\ud2b8\uc6cc\ud06c \uc624\ubc84\ud5e4\ub4dc\ub97c \uac10\uc18c\uc2dc\ucf1c \ucffc\ub9ac \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uce90\uc2f1 \uc804\ub7b5\uacfc \ucffc\ub9ac \ucd5c\uc801\ud654 \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uba74 \ube45\ub370\uc774\ud130 \ubd84\uc11d \ud50c\ub7ab\ud3fc\uc758 \uc131\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\ube45\ub370\uc774\ud130 \ubd84\uc11d\uc758 \uc0c8\ub85c\uc6b4 \ud2b8\ub80c\ub4dc<\/h2>\n<p>\ub370\uc774\ud130\uac00 \uc804\ub840 \uc5c6\ub294 \uc18d\ub3c4\ub85c \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \ud655\uc7a5 \uac00\ub2a5\ud55c \ubd84\uc11d \uc194\ub8e8\uc158\uc5d0 \ub300\ud55c \ud544\uc694\uc131\uc774 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ube45\ub370\uc774\ud130 \ubd84\uc11d\uc740 \ube60\ub974\uac8c \ubc1c\uc804\ud558\ub294 \ubd84\uc57c\uc774\uba70, \ucd5c\uc2e0 \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uace0\uc790 \ud558\ub294 \uc0ac\ub78c\ub4e4\uc5d0\uac8c\ub294 \uc0c8\ub85c\uc6b4 \ud2b8\ub80c\ub4dc\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \ud30c\uc545\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3>\uc2e4\uc2dc\uac04 \ubd84\uc11d<\/h3>\n<p>\uc2e4\uc2dc\uac04 \ubd84\uc11d\uc740 \ube45\ub370\uc774\ud130 \ubd84\uc11d \ubd84\uc57c\uc5d0\uc11c \uc0c8\ub86d\uac8c \ub5a0\uc624\ub974\ub294 \ud2b8\ub80c\ub4dc\ub85c, \ub370\uc774\ud130\uac00 \uc0dd\uc131\ub418\ub294 \uc989\uc2dc \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \ucd5c\uc2e0 \uc815\ubcf4\ub97c \ubc14\ud0d5\uc73c\ub85c \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc73c\uba70, \uc774\ub294 \uae08\uc735\uc774\ub098 \uc758\ub8cc\uc640 \uac19\uc740 \uc0b0\uc5c5\uc5d0\uc11c \ud2b9\ud788 \uc720\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \ubd84\uc11d\uc5d0\ub294 \uac15\ub825\ud55c \ucc98\ub9ac \ub2a5\ub825\uc774 \uc694\uad6c\ub418\uba70, \ud544\uc694\ud55c \uc778\ud504\ub77c\ub97c \uc81c\uacf5\ud558\uae30 \uc704\ud574 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \uc194\ub8e8\uc158\uc774 \uc790\uc8fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h3>\ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ubd84\uc11d<\/h3>\n<p>\ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ubd84\uc11d\uc740 \ud655\uc7a5\uc131\uacfc \uc720\uc5f0\uc131 \ub355\ubd84\uc5d0 \uc778\uae30\ub97c \uc5bb\uace0 \uc788\ub294 \ube45\ub370\uc774\ud130 \ubd84\uc11d\uc758 \ub610 \ub2e4\ub978 \uc0c8\ub85c\uc6b4 \ud2b8\ub80c\ub4dc\uc785\ub2c8\ub2e4. \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \uc194\ub8e8\uc158\uc740 \uac12\ube44\uc2fc \uc628\ud504\ub808\ubbf8\uc2a4 \uc778\ud504\ub77c \uc5c6\uc774\ub3c4 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c, \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ubd84\uc11d \uc194\ub8e8\uc158\uc740 \ud544\uc694\uc5d0 \ub530\ub77c \uc190\uc27d\uac8c \ud655\uc7a5 \ub610\ub294 \ucd95\uc18c\ud560 \uc218 \uc788\uc5b4 \ubaa8\ub4e0 \uaddc\ubaa8\uc758 \uae30\uc5c5\uc5d0 \uc774\uc0c1\uc801\uc778 \uc120\ud0dd\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc804\ubc18\uc801\uc73c\ub85c \ube45\ub370\uc774\ud130 \ubd84\uc11d\uc758 \uc0c8\ub85c\uc6b4 \ud2b8\ub80c\ub4dc\ub294 \ub04a\uc784\uc5c6\uc774 \uc99d\uac00\ud558\ub294 \ub370\uc774\ud130 \uc591\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ud655\uc7a5 \uac00\ub2a5\ud558\uace0 \uc720\uc5f0\ud55c \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc2e4\uc2dc\uac04 \ubd84\uc11d\uacfc \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ubd84\uc11d\uc740 \uae30\uc5c5\uc774 \ucd5c\uc2e0 \uc815\ubcf4\ub97c \ubc14\ud0d5\uc73c\ub85c \ub354 \ub098\uc740 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud558\ub294 \uac15\ub825\ud55c \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\ubbc0\ub85c \uc8fc\ubaa9\ud574\uc57c \ud560 \ub450 \uac00\uc9c0 \uc911\uc694\ud55c \ud2b8\ub80c\ub4dc\uc785\ub2c8\ub2e4.<\/p>\n<h2>\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/h2>\n<h3>\ube45\ub370\uc774\ud130\uc5d0\uc11c \ubd84\uc11d\uc801 \ud655\uc7a5\uc131\uc774\ub780 \ubb34\uc5c7\uc77c\uae4c\uc694?<\/h3>\n<p>\ubd84\uc11d \ud655\uc7a5\uc131\uc774\ub780 \ubd84\uc11d \uc18d\ub3c4\ub098 \uc815\ud655\uc131\uc744 \uc800\ud574\ud558\uc9c0 \uc54a\uace0 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub294 \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \ub370\uc774\ud130 \uc591\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uc870\uc9c1\uc758 \uc694\uad6c \uc0ac\ud56d\uc744 \ucda9\uc871\ud560 \uc218 \uc788\ub3c4\ub85d \ud655\uc7a5 \uac00\ub2a5\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \uac83\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \ubaa9\ud45c\ub294 \uc2dc\uc2a4\ud15c\uc774 \ubcd1\ubaa9 \ud604\uc0c1\uc744 \uc77c\uc73c\ud0a4\uc9c0 \uc54a\uace0 \uc9c0\uc18d\uc801\uc73c\ub85c \uc99d\uac00\ud558\ub294 \ub370\uc774\ud130 \uc591\uc744 \ucc98\ub9ac\ud558\uba74\uc11c\ub3c4 \ube44\uc988\ub2c8\uc2a4 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub370 \ud544\uc694\ud55c \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h3>\ube45\ub370\uc774\ud130 \uae30\uc220\uc758 \uc8fc\uc694 \ub124 \uac00\uc9c0 \uc720\ud615\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<\/h3>\n<p>\ube45\ub370\uc774\ud130 \uae30\uc220\uc5d0\ub294 \ud06c\uac8c \uc800\uc7a5, \ucc98\ub9ac, \ubd84\uc11d, \uc2dc\uac01\ud654\uc758 \ub124 \uac00\uc9c0 \uc720\ud615\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc800\uc7a5 \uae30\uc220\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\uace0, \ucc98\ub9ac \uae30\uc220\uc740 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\uba70, \ubd84\uc11d \uae30\uc220\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\uace0, \uc2dc\uac01\ud654 \uae30\uc220\uc740 \ubd84\uc11d \uacb0\uacfc\ub97c \uc774\ud574\ud558\uae30 \uc26c\uc6b4 \ubc29\uc2dd\uc73c\ub85c \uc81c\uc2dc\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h3>\ube45\ub370\uc774\ud130 \ubd84\uc11d\uc5d0\uc11c \uac00\uc7a5 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \ud575\uc2ec \uae30\uc220\uc740 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/h3>\n<p>\ube45\ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc0ac\uc6a9\ub418\ub294 \uc8fc\uc694 \uae30\uc220\ub85c\ub294 \ud558\ub461, \uc2a4\ud30c\ud06c, NoSQL \ub370\uc774\ud130\ubca0\uc774\uc2a4, \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4 \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ud558\ub461\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc5ec\ub7ec \ub300\uc758 \ucef4\ud4e8\ud130 \ud074\ub7ec\uc2a4\ud130\uc5d0\uc11c \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub41c \uc624\ud508\uc18c\uc2a4 \ubd84\uc0b0 \ucc98\ub9ac \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. \uc2a4\ud30c\ud06c \uc5ed\uc2dc \uc18d\ub3c4\uc640 \uc0ac\uc6a9 \ud3b8\uc758\uc131\uc744 \uace0\ub824\ud558\uc5ec \uc124\uacc4\ub41c \uc624\ud508\uc18c\uc2a4 \ubd84\uc0b0 \ucc98\ub9ac \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. NoSQL \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uace0 \uad00\ub9ac\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\uba70, \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\ub294 \uc815\ud615 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uace0 \uad00\ub9ac\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h3>\ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \ud544\uc218\uc801\uc778 \ub3c4\uad6c\uc640 \uae30\uc220\uc740 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/h3>\n<p>\ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \ud544\uc218\uc801\uc778 \ub3c4\uad6c \ubc0f \uae30\uc220\ub85c\ub294 \ub370\uc774\ud130 \ub9c8\uc774\ub2dd, \uba38\uc2e0 \ub7ec\ub2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \ub9c8\uc774\ub2dd\uc740 \ubc29\ub300\ud55c \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\ub294 \uac83\uc774\uace0, \uba38\uc2e0 \ub7ec\ub2dd\uc740 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ubd84\uc11d\ud558\uace0 \uc774\ud574\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\uba70, \ud2b9\ud788 \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h3>\ub300\uaddc\ubaa8 \ube45\ub370\uc774\ud130\ub97c \ubd84\uc11d\ud560 \ub54c \ub370\uc774\ud130\uc758 \ubb34\uacb0\uc131\uacfc \ud488\uc9c8\uc744 \uc5b4\ub5bb\uac8c \ubcf4\uc7a5\ud560 \uc218 \uc788\uc744\uae4c\uc694?<\/h3>\n<p>\ub300\uaddc\ubaa8 \ube45\ub370\uc774\ud130 \ubd84\uc11d \uc2dc \ub370\uc774\ud130 \ubb34\uacb0\uc131\uacfc \ud488\uc9c8\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4 \uc815\ucc45 \ubc0f \uc808\ucc28\ub97c \uc218\ub9bd\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ub370\uc774\ud130 \ud45c\uc900 \uc815\uc758, \ub370\uc774\ud130 \ud488\uc9c8 \uad00\ub9ac \uccb4\uacc4 \uad6c\ucd95, \ub370\uc774\ud130 \uc720\ud6a8\uc131 \uac80\uc0ac \ud504\ub85c\uc138\uc2a4 \uad6c\ud604 \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ub610\ud55c, \ub370\uc774\ud130\uc758 \uc815\ud655\uc131\uacfc \uc644\uc804\uc131\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud574 \ub370\uc774\ud130\uc758 \ucd9c\ucc98\uc5d0\uc11c \ucd5c\uc885 \ubaa9\uc801\uc9c0\uae4c\uc9c0\uc758 \uc774\ub3d9 \uacbd\ub85c\ub97c \ucd94\uc801\ud558\ub294 \ub370\uc774\ud130 \uacc4\ubcf4 \uad00\ub9ac \ud504\ub85c\uc138\uc2a4\ub97c \uad6c\ucd95\ud558\ub294 \uac83\ub3c4 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3>\ubd84\uc11d \ubaa9\uc801\uc73c\ub85c \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \uad00\ub9ac\ud558\uace0 \uc800\uc7a5\ud558\ub294 \ub370 \uc788\uc5b4 \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 \ubc29\ubc95\uc740 \ubb34\uc5c7\uc77c\uae4c\uc694?<\/h3>\n<p>\ubd84\uc11d \ubaa9\uc801\uc73c\ub85c \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \uad00\ub9ac\ud558\uace0 \uc800\uc7a5\ud558\ub294 \ub370 \uc788\uc5b4 \uba87 \uac00\uc9c0 \ubaa8\ubc94 \uc0ac\ub840\ub85c\ub294 \ub370\uc774\ud130 \ubd84\ud560, \ub370\uc774\ud130 \uc555\ucd95 \ubc0f \ub370\uc774\ud130 \uc544\uce74\uc774\ube59\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \ubd84\ud560\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ub354 \uc791\uace0 \uad00\ub9ac\ud558\uae30 \uc26c\uc6b4 \ub2e8\uc704\ub85c \ub098\ub204\ub294 \uac83\uc774\uba70, \ub370\uc774\ud130 \uc555\ucd95\uc740 \ub370\uc774\ud130 \ud06c\uae30\ub97c \uc904\uc5ec \uc800\uc7a5 \uacf5\uac04\uc744 \uc808\uc57d\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \uc544\uce74\uc774\ube59\uc740 \uc624\ub798\ub41c \ub370\uc774\ud130\ub97c \ubcc4\ub3c4\uc758 \uc800\uc7a5 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc774\ub3d9\ud558\uc5ec \uae30\ubcf8 \uc800\uc7a5 \uc2dc\uc2a4\ud15c\uc758 \uacf5\uac04\uc744 \ud655\ubcf4\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ub610\ud55c \uc2dc\uc2a4\ud15c \uc7a5\uc560\ub098 \uae30\ud0c0 \uc7ac\ud574 \ubc1c\uc0dd \uc2dc \ub370\uc774\ud130 \uc190\uc2e4\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \ubc31\uc5c5 \ubc0f \uc7ac\ud574 \ubcf5\uad6c \uacc4\ud68d\uc744 \uc218\ub9bd\ud558\ub294 \uac83\ub3c4 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p><\/div>","protected":false},"excerpt":{"rendered":"<p>Navigating Big Data Technologies for Scalable Analytics: A Comprehensive Guide If you&#8217;re working with large amounts of data, you know that analyzing it can be a challenge. Big data technologies have emerged to help organizations process and analyze data at scale. However, navigating these technologies can be overwhelming, especially if you&#8217;re new to the field.&hellip; <a class=\"more-link\" href=\"https:\/\/cloudbyte7.com\/ko\/navigating-big-data-technologies-for-scalable-analytics-a-comprehensive-guide\/\">\uacc4\uc18d \uc77d\uc5b4\ubcf4\uc138\uc694 <span class=\"screen-reader-text\">\ud655\uc7a5 \uac00\ub2a5\ud55c \ubd84\uc11d\uc744 \uc704\ud55c \ube45\ub370\uc774\ud130 \uae30\uc220 \ud65c\uc6a9\ubc95: \uc885\ud569 \uac00\uc774\ub4dc<\/span><\/a><\/p>","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Navigating Big Data Technologies for Scalable Analytics: A Comprehensive Guide - Cloud Byte 7<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/cloudbyte7.com\/ko\/navigating-big-data-technologies-for-scalable-analytics-a-comprehensive-guide\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Navigating Big Data Technologies for Scalable Analytics: A Comprehensive Guide - Cloud Byte 7\" \/>\n<meta property=\"og:description\" content=\"Navigating Big Data Technologies for Scalable Analytics: A Comprehensive Guide If you&#8217;re working with large amounts of data, you know that analyzing it can be a challenge. Big data technologies have emerged to help organizations process and analyze data at scale. 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