{"id":55678,"date":"2025-03-11T21:51:29","date_gmt":"2025-03-11T12:51:29","guid":{"rendered":"https:\/\/8gfg.shop\/blog\/development\/msa-implementing-real-time-data-analysis-with-stream-processing-architecture"},"modified":"2025-03-11T21:51:32","modified_gmt":"2025-03-11T12:51:32","slug":"msa-implementing-real-time-data-analysis-with-stream-processing-architecture","status":"publish","type":"post","link":"https:\/\/8gfg.shop\/blog\/development\/msa-implementing-real-time-data-analysis-with-stream-processing-architecture","title":{"rendered":"\uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub85c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \uad6c\ud604\ud558\ub294 MSA"},"content":{"rendered":"<ul class=\"toc_post_list\">\n<li>\n<h2>\ubaa9\ucc28<\/h2>\n<ul>\n<li><a href=\"#%ec%8a%a4%ed%8a%b8%eb%a6%bc-%ec%b2%98%eb%a6%ac-%ec%95%84%ed%82%a4%ed%85%8d%ec%b2%98%eb%a1%9c-%ec%8b%a4%ec%8b%9c%ea%b0%84-%eb%8d%b0%ec%9d%b4%ed%84%b0-%eb%b6%84%ec%84%9d-%ea%b5%ac%ed%98%84%ed%95%98-fTsnvdbxPS\">\uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub85c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \uad6c\ud604\ud558\ub294 MSA<\/a><\/li>\n<li><a href=\"#1-%ec%8a%a4%ed%8a%b8%eb%a6%bc-%ec%b2%98%eb%a6%ac-%ec%95%84%ed%82%a4%ed%85%8d%ec%b2%98-%ea%b0%9c%eb%85%90-%eb%b0%8f-msa%ec%9d%98-%ed%95%84%ec%9a%94%ec%84%b1-fTsnvdbxPS\">1. \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98 \uac1c\ub150 \ubc0f MSA\uc758 \ud544\uc694\uc131<\/a><\/li>\n<li><a href=\"#2-%ec%8a%a4%ed%8a%b8%eb%a6%bc-%ec%b2%98%eb%a6%ac-%ec%95%84%ed%82%a4%ed%85%8d%ec%b2%98-%ea%b5%ac%ec%84%b1-%ec%9a%94%ec%86%8c-%eb%b0%8f-%ea%b5%ac%ed%98%84-%eb%b0%a9%eb%b2%95-fTsnvdbxPS\">2. \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98 \uad6c\uc131 \uc694\uc18c \ubc0f \uad6c\ud604 \ubc29\ubc95<\/a><\/li>\n<li><a href=\"#3-%ec%82%ac%eb%a1%80-%ec%97%b0%ea%b5%ac-%eb%b0%8f-%ec%8b%a4%ec%8b%9c%ea%b0%84-%eb%8d%b0%ec%9d%b4%ed%84%b0-%eb%b6%84%ec%84%9d-%ed%99%9c%ec%9a%a9-%eb%b0%a9%ec%95%88-fTsnvdbxPS\">3. \uc0ac\ub840 \uc5f0\uad6c \ubc0f \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \ud65c\uc6a9 \ubc29\uc548<\/a><\/li>\n<li><a href=\"#4-%eb%8f%84%ec%a0%84-%ea%b3%bc%ec%a0%9c-%ed%95%b4%ea%b2%b0-%eb%b0%a9%ec%95%88-%eb%b0%8f-%eb%af%b8%eb%9e%98-%ec%a0%84%eb%a7%9d-fTsnvdbxPS\">4. \ub3c4\uc804 \uacfc\uc81c, \ud574\uacb0 \ubc29\uc548 \ubc0f \ubbf8\ub798 \uc804\ub9dd<\/a><\/li>\n<li><a href=\"#%ea%b0%95%eb%a0%a5%ed%95%9c-%ec%9a%94%ec%95%bd-%ec%8b%a4%ec%8b%9c%ea%b0%84-%eb%8d%b0%ec%9d%b4%ed%84%b0-%eb%b6%84%ec%84%9d%ec%9d%84-%ec%84%a0%eb%8f%84%ed%95%98%eb%8a%94-msa%ec%99%80-%ec%8a%a4%ed%8a%b8-fTsnvdbxPS\">\uac15\ub825\ud55c \uc694\uc57d: \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc120\ub3c4\ud558\ub294 MSA\uc640 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\uc758 \ubbf8\ub798<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>    <title id=\"%ec%8a%a4%ed%8a%b8%eb%a6%bc-%ec%b2%98%eb%a6%ac-%ec%95%84%ed%82%a4%ed%85%8d%ec%b2%98%eb%a1%9c-%ec%8b%a4%ec%8b%9c%ea%b0%84-%eb%8d%b0%ec%9d%b4%ed%84%b0-%eb%b6%84%ec%84%9d-%ea%b5%ac%ed%98%84%ed%95%98-fTsnvdbxPS\">\uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub85c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \uad6c\ud604\ud558\ub294 MSA<\/title><\/p>\n<h1 id=\"%ec%8a%a4%ed%8a%b8%eb%a6%bc-%ec%b2%98%eb%a6%ac-%ec%95%84%ed%82%a4%ed%85%8d%ec%b2%98%eb%a1%9c-%ec%8b%a4%ec%8b%9c%ea%b0%84-%eb%8d%b0%ec%9d%b4%ed%84%b0-%eb%b6%84%ec%84%9d-%ea%b5%ac%ed%98%84%ed%95%98-fTsnvdbxPS\">\uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub85c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \uad6c\ud604\ud558\ub294 MSA<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/8gfg.shop\/blog\/wp-content\/uploads\/2025\/03\/ec8aa4ed8ab8eba6bc-ecb298eba6ac-ec9584ed82a4ed858decb298eba19c-ec8ba4ec8b9ceab084-eb8db0ec9db4ed84b0-ebb684ec849d-eab5aced9884ed9598.jpeg\" alt=\"\uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub85c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \uad6c\ud604\ud558\ub294 MSA\" \/><\/p>\n<p>    <\/p>\n<h2 id=\"1-%ec%8a%a4%ed%8a%b8%eb%a6%bc-%ec%b2%98%eb%a6%ac-%ec%95%84%ed%82%a4%ed%85%8d%ec%b2%98-%ea%b0%9c%eb%85%90-%eb%b0%8f-msa%ec%9d%98-%ed%95%84%ec%9a%94%ec%84%b1-fTsnvdbxPS\">1. \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98 \uac1c\ub150 \ubc0f MSA\uc758 \ud544\uc694\uc131<\/h2>\n<p>\ud604\ub300 IT \uc778\ud504\ub77c\uc5d0\uc11c \ub370\uc774\ud130\uc758 \uc591\uacfc \ub2e4\uc591\uc131\uc774 \ube44\uc57d\uc801\uc73c\ub85c \uc99d\uac00\ud568\uc5d0 \ub530\ub77c, \ub370\uc774\ud130\ub97c \uc2e0\uc18d\ud558\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\ub294 \uac83\uc740 \uae30\uc5c5 \uacbd\uc7c1\ub825 \ud655\ubcf4\uc758 \ud575\uc2ec \uc694\uc18c\ub85c \uc790\ub9ac\uc7a1\uc558\uc2b5\ub2c8\ub2e4. \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub294 \uc774\ub7ec\ud55c \uc694\uad6c\uc5d0 \ubd80\uc751\ud558\uae30 \uc704\ud574 \ub4f1\uc7a5\ud55c \uac1c\ub150\uc73c\ub85c, \ub300\ub7c9\uc758 \ub370\uc774\ud130\uac00 \uc9c0\uc18d\uc801\uc73c\ub85c \uc720\uc785\ub418\ub294 \ud658\uacbd\uc5d0\uc11c \uc2e4\uc2dc\uac04 \ubd84\uc11d\uacfc \uc758\uc0ac\uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774\uc640 \ub3d9\uc2dc\uc5d0 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98(MSA)\ub294 \uc2dc\uc2a4\ud15c\uc744 \ub3c5\ub9bd\uc801\uc774\uace0 \ubaa8\ub4c8\ud654\ub41c \uc11c\ube44\uc2a4\ub85c \ubd84\ub9ac\ud558\uc5ec \uac1c\ubc1c, \ubc30\ud3ec, \ud655\uc7a5\uc774 \uc6a9\uc774\ud55c \ud658\uacbd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \ub450 \uae30\uc220\uc758 \uacb0\ud569\uc740 \uae30\uc874\uc758 \ubaa8\ub180\ub9ac\uc2dd \uc544\ud0a4\ud14d\ucc98\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ubb38\uc81c\uc810\uc744 \ud574\uc18c\ud558\uace0, \ub354 \ub192\uc740 \ud655\uc7a5\uc131\uacfc \ud0c4\ub825\uc131\uc744 \uac00\uc9c4 \uc2dc\uc2a4\ud15c \uad6c\ud604\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub294 \ub370\uc774\ud130\uc758 \ud750\ub984\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uc218\uc9d1, \ucc98\ub9ac, \ubd84\uc11d\ud558\uace0 \ub300\uc751\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uc774 \uc694\uad6c\ub418\ub294 \uae08\uc735, \ud5ec\uc2a4\ucf00\uc5b4, IoT \ub4f1\uc758 \ubd84\uc57c\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \uc544\ud0a4\ud14d\ucc98\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc740 \ub370\uc774\ud130 \uc0dd\uc131 \uc989\uc2dc \ubd84\uc11d\uc744 \uc9c4\ud589\ud568\uc73c\ub85c\uc368, \uc911\uc694\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc2e0\uc18d\ud558\uac8c \ub3c4\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub300\ud615 \uc628\ub77c\uc778 \uc1fc\ud551\ubab0\uc758 \uace0\uac1d \ud589\ud0dc \ubd84\uc11d, \uc2e0\uc6a9\uce74\ub4dc \ubd80\uc815 \uc0ac\uc6a9 \uac80\ucd9c, \uc18c\uc15c \ubbf8\ub514\uc5b4 \uc0c1\uc758 \ud2b8\ub80c\ub4dc \ubd84\uc11d \ub4f1\uc5d0\uc11c\ub294 \ubbf8\ub9ac \uc800\uc7a5\ub41c \ubc30\uce58 \ub370\uc774\ud130\uac00 \uc544\ub2c8\ub77c \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130 \uc2a4\ud2b8\ub9bc\uc744 \ucc98\ub9ac\ud574\uc57c \uc989\uac01\uc801\uc774\uace0 \uc815\ud655\ud55c \ub300\uc751\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/p>\n<p>MSA\ub294 \uac01\uac01\uc758 \uc11c\ube44\uc2a4\uac00 \ub3c5\ub9bd\uc801\uc73c\ub85c \uac1c\ubc1c\ub418\uace0 \ubc30\ud3ec\ub420 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5b4, \uc2dc\uc2a4\ud15c \uad6c\uc131 \uc694\uc18c \uac04\uc758 \ub192\uc740 \uacb0\ud569\ub3c4\ub97c \ud574\uc18c\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc544\ud0a4\ud14d\ucc98\ub294 \ud2b9\ud788 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c \uc720\uc5f0\ud55c \ubc30\ud3ec\uc640 \uc790\uc6d0 \ud560\ub2f9\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uba70, \ud2b9\uc815 \uc11c\ube44\uc2a4\uc758 \ubd80\ud558\uac00 \uc99d\uac00\ud560 \uacbd\uc6b0 \ud574\ub2f9 \uc11c\ube44\uc2a4\ub9cc \uac1c\ubcc4\uc801\uc73c\ub85c \ud655\uc7a5\ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. MSA \ud658\uacbd\uc5d0\uc11c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub97c \ub3c4\uc785\ud558\uba74, \ub370\uc774\ud130 \uc218\uc9d1\ubd80\ud130 \ubd84\uc11d\uae4c\uc9c0\uc758 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uac01 \uc11c\ube44\uc2a4\ub85c \ubd84\ud560\ud558\uc5ec \uac1c\ubc1c\uacfc \uc6b4\uc601\uc758 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub450 \uae30\uc220\uc774 \uacb0\ud569\ub41c \uc2dc\uc2a4\ud15c\uc740 \ub192\uc740 \ud655\uc7a5\uc131, \ubcf5\uc6d0\ub825, \uadf8\ub9ac\uace0 \uad00\ub9ac \uc6a9\uc774\uc131\uc744 \uc81c\uacf5\ud558\uba70, \uae09\ubcc0\ud558\ub294 \ube44\uc988\ub2c8\uc2a4 \ud658\uacbd\uc5d0 \uc2e0\uc18d\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ud615\uc131\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \ud1b5\ud55c \uace0\uac1d \ud589\ub3d9 \uc608\uce21 \uc2dc\uc2a4\ud15c\uc740 MSA \ub0b4\uc758 \uac70\ub798 \ucc98\ub9ac, \uc778\uc99d, \ubd84\uc11d \ub4f1 \uac01 \uc11c\ube44\uc2a4\uac00 \uc720\uae30\uc801\uc73c\ub85c \uacb0\ud569\ub418\uc5b4 \ub3d9\uc791\ud558\uba70, \ub370\uc774\ud130 \uc9c0\uc5f0 \uc5c6\uc774 \uc989\uac01\uc801\uc778 \ud53c\ub4dc\ubc31\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc2dc\uc2a4\ud15c\uc758 \uc804\ubc18\uc801\uc778 \uc751\ub2f5 \uc18d\ub3c4\uc640 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\uba70, \uc7a5\uc560 \ubc1c\uc0dd \uc2dc\uc5d0\ub3c4 \uac01 \uc11c\ube44\uc2a4\uc758 \ub3c5\ub9bd\uc131\uc774 \ubb38\uc81c \ud655\uc0b0\uc744 \ucd5c\uc18c\ud654\ud558\ub294 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<p>\ucd5c\uadfc \uc5f0\uad6c\uc5d0 \ub530\ub974\uba74, \uc2e4\uc2dc\uac04 \ubd84\uc11d \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud55c \uae30\uc5c5\ub4e4\uc740 \uc57d 30% \uc774\uc0c1\uc758 \uace0\uac1d \uc720\uc9c0\uc728 \uc99d\uac00\uc640 25% \uc774\uc0c1\uc758 \ube44\uc6a9 \uc808\uac10 \ud6a8\uacfc\ub97c \ubcf4\uace0\ud558\uc600\uc2b5\ub2c8\ub2e4. \ub610\ud55c, MSA \uae30\ubc18\uc758 \uc124\uacc4\ub294 \uc11c\ube44\uc2a4 \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \ube60\ub978 \ubcf5\uad6c\uc640 \ubb38\uc81c \ud574\uacb0\uc5d0 \uc720\ub9ac\ud558\uc5ec, IT \uc6b4\uc601\uc758 \uc548\uc815\uc131\uc744 \ub192\uc774\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4. \uc2e4\uc81c \uc0ac\ub840\ub85c, \uae00\ub85c\ubc8c \uc804\uc790\uc0c1\uac70\ub798 \uae30\uc5c5 Amazon\uacfc Netflix\ub294 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc640 MSA\ub97c \ucc44\ud0dd\ud558\uc5ec, \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ub370\uc774\ud130\uc640 \uc11c\ube44\uc2a4 \ub85c\uadf8\ub97c \uc2e4\uc2dc\uac04 \ubd84\uc11d\ud558\uace0 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ucd94\ucc9c \uc2dc\uc2a4\ud15c \ubc0f \uc7a5\uc560 \uc870\uae30 \uacbd\ubcf4 \uc2dc\uc2a4\ud15c\uc744 \uc6b4\uc601\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub294 IoT \uae30\uae30\uc640 \uac19\uc774 \ub370\uc774\ud130 \ubc1c\uc0dd \uc18d\ub3c4\uac00 \ub9e4\uc6b0 \ube60\ub978 \ud658\uacbd\uc5d0\uc11c \ud6a8\uc728\uc801\uc778 \ucc98\ub9ac\ubc95\uc744 \uc81c\uacf5\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \uc2a4\ub9c8\ud2b8 \ud329\ud1a0\ub9ac, \uc790\uc728 \uc8fc\ud589, \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1 \ub4f1\uc758 \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ud601\uc2e0\uc801\uc778 \uacb0\uacfc\ubb3c\uc744 \ub3c4\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc790\uc728 \uc8fc\ud589 \ucc28\ub7c9\uc5d0\uc11c\ub294 \uac01\uc885 \uc13c\uc11c \ub370\uc774\ud130\uac00 \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc98\ub9ac\ub418\uc5b4 \ucc28\ub7c9 \uc81c\uc5b4 \ubc0f \ucda9\ub3cc \ubc29\uc9c0\ub97c \uc704\ud55c \uc989\uac01\uc801\uc778 \uc758\uc0ac\uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc801 \uc9c4\ubcf4\ub294 \uc0b0\uc5c5 \uc804\ubc18\uc5d0 \uac78\uccd0 \ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378 \ud601\uc2e0 \ubc0f \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ucd5c\uadfc\uc758 \ub3d9\ud5a5\uc744 \uc0b4\ud3b4\ubcf4\uba74, \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \ud658\uacbd\uc758 \ud655\uc0b0\uacfc \ud568\uaed8 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \ubc0f MSA \uae30\uc220\uc5d0 \ub300\ud55c \ud22c\uc790\uac00 \uafb8\uc900\ud788 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. Gartner\uc640 \uac19\uc740 \uad8c\uc704 \uc788\ub294 \ubd84\uc11d \uae30\uad00\uc740 \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc774 \ubbf8\ub798 IT \uc778\ud504\ub77c\uc758 \ud575\uc2ec \uae30\ubc18\uc774 \ub420 \uac83\uc774\ub77c\uace0 \uc608\uce21\ud558\uba70, \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0\uc11c \uadf8 \ub3c4\uc785\uc744 \ucd09\uc9c4\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub2e8\uc21c\ud788 \uae30\uc220\uc801 \ud2b8\ub80c\ub4dc\ub97c \ub118\uc5b4, \uacbd\uc81c\uc801\u00b7\uc0ac\ud68c\uc801 \ubcc0\ud654\uc5d0 \ub530\ub978 \ud544\uc5f0\uc801\uc778 \uc218\uc694\ub85c \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>MSA\ub97c \ud1b5\ud55c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc758 \ub3c4\uc785\uc740 \uae30\uc874\uc758 \ubc30\uce58 \ucc98\ub9ac \ubc29\uc2dd\uc774 \uac00\uc9c4 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uae30 \uc704\ud574 \uace0\uc548\ub41c \ud601\uc2e0\uc801\uc778 \uc811\uadfc\ubc95\uc785\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \ub370\uc774\ud130\uc758 \uc2e4\uc2dc\uac04\uc131\uc744 \ubcf4\uc7a5\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c, \ube44\uc988\ub2c8\uc2a4\uc758 \ub2e4\uc591\ud55c \uc694\uad6c\uc5d0 \ub9de\ucdb0 \uc11c\ube44\uc2a4\ub97c \ud0c4\ub825\uc801\uc73c\ub85c \ud655\uc7a5\ud558\uace0 \ubd84\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774\uc640 \uac19\uc740 \uc2dc\uc2a4\ud15c\uc740 \ub370\uc774\ud130 \uc720\uc2e4 \ubc0f \uc9c0\uc5f0\uc744 \ucd5c\uc18c\ud654\ud558\uba70, \uac01 \uc11c\ube44\uc2a4\uc758 \ub3c5\ub9bd\uc131\uc744 \ud1b5\ud574 \ub9ac\uc2a4\ud06c\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ubd84\uc0b0\uc2dc\ud0ac \uc218 \uc788\ub294 \ud070 \uc7a5\uc810\uc744 \uac00\uc9d1\ub2c8\ub2e4.<\/p>\n<p>\uacb0\ub860\uc801\uc73c\ub85c, \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc640 MSA\uc758 \uacb0\ud569\uc740 \ub2e8\uc21c\ud55c \uae30\uc220 \ud2b8\ub80c\ub4dc\ub97c \ub118\uc5b4, \ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac\uacb0\uc815\uacfc \ube44\uc988\ub2c8\uc2a4 \ud601\uc2e0\uc758 \ud544\uc218 \uc870\uac74\uc73c\ub85c \uc790\ub9ac\ub9e4\uae40\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud5a5\ud6c4 \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \uc778\uacf5\uc9c0\ub2a5(AI), \uba38\uc2e0\ub7ec\ub2dd, \ube45\ub370\uc774\ud130 \ubd84\uc11d\uacfc \uacb0\ud569\ub418\uc5b4, \ub354\uc6b1 \uc815\uad50\ud558\uace0 \uc2e0\uc18d\ud55c \ubd84\uc11d \ubc0f \uc608\uce21 \ubaa8\ud615\uc744 \uc81c\uacf5\ud568\uc73c\ub85c\uc368, \uae30\uc5c5 \uacbd\uc7c1\ub825 \uac15\ud654\uc5d0 \uc911\ucd94\uc801\uc778 \uc5ed\ud560\uc744 \uc218\ud589\ud560 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4. \uac01\uc885 \uc0ac\ub840\uc640 \ud1b5\uacc4\ub4e4\uc774 \uc774\ub97c \uc785\uc99d\ud558\uace0 \uc788\uc73c\uba70, \uc55e\uc73c\ub85c\uc758 \ubc1c\uc804 \ubc29\ud5a5\uc5d0 \ub300\ud574\uc11c\ub3c4 \ub9ce\uc740 \uae30\ub300\ub97c \ubaa8\uc73c\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\ucc98\ub7fc \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc640 MSA\uc758 \uacb0\ud569\uc740 \uae30\uc874 \uc2dc\uc2a4\ud15c \uc124\uacc4 \ubc29\uc2dd\uc744 \ud601\uc2e0\uc801\uc73c\ub85c \ubcc0\ud654\uc2dc\ud0a4\uba70, \uae08\uc735, \uc758\ub8cc, IoT, \uc81c\uc870\uc5c5 \ub4f1 \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801 \ubcc0\ud654\ub97c \uc8fc\ub3c4\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c \uc0ac\ub840\ub85c, \ud55c \uae08\uc735\ud68c\uc0ac\ub294 \uc2e4\uc2dc\uac04 \uac70\ub798 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uc5ec \uc774\uc0c1 \uac70\ub798 \ud0d0\uc9c0\uc5d0 \uc18c\uc694\ub418\ub294 \uc2dc\uac04\uc744 \uae30\uc874 \ub300\ube44 90% \ub2e8\ucd95\ud558\uc600\uc73c\uba70, \ud5ec\uc2a4\ucf00\uc5b4 \ubd84\uc57c\uc5d0\uc11c\ub294 \ud658\uc790 \uc0c1\ud0dc \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc751\uae09 \uc0c1\ud669 \ub300\uc751 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \ud658\uc790 \uc548\uc804\uc131\uc744 \ud68d\uae30\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ucf30\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc131\uacf5 \uc0ac\ub840\ub294 \uc55e\uc73c\ub85c \ub354 \ub9ce\uc740 \uae30\uc5c5\ub4e4\uc774 \uc774 \uae30\uc220\ub4e4\uc744 \ub3c4\uc785\ud558\uac8c\ub054 \ud558\ub294 \uc6d0\ub3d9\ub825\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>    <\/p>\n<h2 id=\"2-%ec%8a%a4%ed%8a%b8%eb%a6%bc-%ec%b2%98%eb%a6%ac-%ec%95%84%ed%82%a4%ed%85%8d%ec%b2%98-%ea%b5%ac%ec%84%b1-%ec%9a%94%ec%86%8c-%eb%b0%8f-%ea%b5%ac%ed%98%84-%eb%b0%a9%eb%b2%95-fTsnvdbxPS\">2. \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98 \uad6c\uc131 \uc694\uc18c \ubc0f \uad6c\ud604 \ubc29\ubc95<\/h2>\n<p>\uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub97c \uc2e4\uc81c \uc2dc\uc2a4\ud15c\uc5d0 \uad6c\ud604\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc5ec\ub7ec \uad6c\uc131 \uc694\uc18c\uc640 \uae30\uc220 \uc2a4\ud0dd\uc774 \uc720\uae30\uc801\uc73c\ub85c \uacb0\ud569\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc0dd\uc131, \uc218\uc9d1, \ucc98\ub9ac, \ubd84\uc11d, \uc800\uc7a5\uc758 \uac01 \ub2e8\uacc4\uc5d0\uc11c \ucd5c\uc801\ud654\ub41c \uc194\ub8e8\uc158\uc744 \uc801\uc6a9\ud558\ub294 \uac83\uc774 \ud575\uc2ec\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub370\uc774\ud130 \uc778\uc81c\uc2a4\ucc9c \ub2e8\uacc4\uc5d0\uc11c\ub294 Apache Kafka\ub098 RabbitMQ\uc640 \uac19\uc740 \uba54\uc2dc\uc9c0 \ube0c\ub85c\ucee4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub300\uc6a9\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uc2e0\uc18d\ud558\uac8c \uc804\ub2ec\ud558\uace0, \ucc98\ub9ac \ub2e8\uacc4\uc5d0\uc11c\ub294 Apache Flink, Apache Spark Streaming, \ud639\uc740 Kafka Streams\uc640 \uac19\uc740 \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ud65c\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<p>MSA \uae30\ubc18\uc758 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc740 \uac01 \uae30\ub2a5\uc744 \ub3c5\ub9bd\uc801\uc778 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\ub85c \ubd84\ub9ac\ud558\uc5ec \uad00\ub9ac\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uad6c\uc131\uc740 \uc11c\ube44\uc2a4 \uac04 \uc778\ud130\ud398\uc774\uc2a4\ub97c REST API, gRPC \ub610\ub294 \uba54\uc2dc\uc9c0 \ud050\ub97c \ud1b5\ud574 \uc5f0\uacb0\ud558\uba70, \uc11c\ube44\uc2a4 \uac04\uc758 \ub290\uc2a8\ud55c \uacb0\ud569(loose coupling)\uacfc \ub3c5\ub9bd\uc801 \ud655\uc7a5\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ub610\ud55c, \ucee8\ud14c\uc774\ub108 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \uc2dc\uc2a4\ud15c\uc778 Kubernetes\ub97c \ud65c\uc6a9\ud558\uc5ec \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\ub97c \ub3c5\ub9bd\uc801\uc73c\ub85c \ubc30\ud3ec\ud558\uace0, \uc790\ub3d9\ud654\ub41c \uc2a4\ucf00\uc77c\ub9c1, \ub864\ub9c1 \uc5c5\ub370\uc774\ud2b8, \uc7a5\uc560 \ubcf5\uad6c \ub4f1\uc758 \uc774\uc810\uc744 \ub204\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec \uad6c\uc131 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4. \uccab\uc9f8, \ub370\uc774\ud130 \uc18c\uc2a4\uc640 \uba54\uc2dc\uc9c0 \ube0c\ub85c\ucee4\ub294 \ub370\uc774\ud130 \ubc1c\uc0dd\uc9c0\uc5d0\uc11c \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uc5ec \uc911\uc559 \uc9d1\uc911\uc2dd \ud639\uc740 \ubd84\uc0b0 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc804\ub2ec\ud558\ub294 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ub458\uc9f8, \ucc98\ub9ac \uc5d4\uc9c4\uc740 \uc218\uc2e0\ub41c \uc2a4\ud2b8\ub9bc \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uac00\uacf5, \ubcc0\ud658 \ubc0f \ubd84\uc11d\ud558\ub294 \uc5ed\ud560\uc744 \ub9e1\uc2b5\ub2c8\ub2e4. \uc14b\uc9f8, \uacb0\uacfc \ub370\uc774\ud130\ub294 \uc2e4\uc2dc\uac04 \ub300\uc2dc\ubcf4\ub4dc\ub098 \uc54c\ub9bc \uc2dc\uc2a4\ud15c, \ud639\uc740 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \uc800\uc7a5\ub418\uc5b4 \ud6c4\uc18d \ucc98\ub9ac\ub97c \uc704\ud55c \uc790\ub8cc\ub85c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacfc\uc815\uc740 \ub370\uc774\ud130\uac00 \uc0dd\uc131\ub418\ub294 \uc989\uc2dc \ubd84\uc11d\ub418\uc5b4, \uc989\uac01\uc801\uc778 \ube44\uc988\ub2c8\uc2a4 \uc758\uc0ac\uacb0\uc815\uc5d0 \ud65c\uc6a9\ub418\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ud2b9\ud788, Apache Kafka\ub294 \uba54\uc2dc\uc9c0 \ube0c\ub85c\ucee4\ub85c\uc11c\uc758 \uc5ed\ud560\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uc218\ud589\ud558\uba70, \ub192\uc740 \ucc98\ub9ac\ub7c9\uacfc \ub0b4\uacb0\ud568\uc131\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4. Kafka\uc758 \ud1a0\ud53d(topic)\uacfc \ud30c\ud2f0\uc158(partition) \uad6c\uc870\ub294 \ub370\uc774\ud130\ub97c \ubcd1\ub82c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \uad6c\uc131\ub418\uc5b4, \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\uc758 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud569\ub2c8\ub2e4. \ub610\ud55c, Kafka Streams API\ub97c \uc0ac\uc6a9\ud558\uba74, \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ubcc0\ud658 \ubc0f \uc9d1\uacc4 \uc791\uc5c5\uc744 \uc190\uc27d\uac8c \uad6c\ud604\ud560 \uc218 \uc788\uc5b4, \uac1c\ubc1c\uc790\ub4e4\uc774 \ube60\ub974\uac8c \uc2e4\uc2dc\uac04 \ubd84\uc11d \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \ud65c\uc6a9 \uc0ac\ub840\ub85c\ub294 \ub300\uaddc\ubaa8 \ub85c\uadf8 \ubd84\uc11d, \uc2e4\uc2dc\uac04 \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ubd84\uc11d, IoT \uc13c\uc11c \ub370\uc774\ud130 \ucc98\ub9ac \ub4f1\uc774 \uc788\uc73c\uba70, \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \ub192\uc740 \uac00\uc6a9\uc131\uacfc \ub0ae\uc740 \uc9c0\uc5f0\uc2dc\uac04\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc2e4\uc81c \uad6c\ud604 \uc608\uc81c\ub85c, Spring Boot\uc640 Kafka\ub97c \uc774\uc6a9\ud574 \uac04\ub2e8\ud55c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\ub97c \uad6c\ud604\ud558\ub294 \ucf54\ub4dc\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uc608\uc81c\ub294 \ub370\uc774\ud130\uac00 Kafka \ube0c\ub85c\ucee4\ub85c \uc804\ub2ec\ub418\uace0, \ud574\ub2f9 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc18c\ube44\ud558\uc5ec \uac04\ub2e8\ud55c \ud1b5\uacc4 \uc815\ubcf4\ub97c \uacc4\uc0b0\ud558\ub294 \uacfc\uc815\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 MSA \ud658\uacbd\uc5d0\uc11c\uc758 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \ud750\ub984\uc744 \uc774\ud574\ud560 \uc218 \uc788\uc73c\uba70, \uc2e4\uc81c \ube44\uc988\ub2c8\uc2a4 \ub85c\uc9c1\uc5d0 \uc801\uc6a9\ud560 \uacbd\uc6b0 \ubcf5\uc7a1\ud55c \ucc98\ub9ac \ubc0f \ubd84\uc0b0 \ud658\uacbd\uc5d0 \ub300\ud55c \ud655\uc7a5 \ubc29\ubc95\uc744 \ubaa8\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc544\ub798 \ucf54\ub4dc\ub294 \uac04\ub7b5\ud55c \uc608\uc81c\ub85c, Kafka \ud1a0\ud53d\uc5d0\uc11c \uba54\uc2dc\uc9c0\ub97c \uc77d\uc5b4\uc640 \uac04\ub2e8\ud55c \ub2e8\uc5b4 \ube48\ub3c4\uc218\ub97c \uacc4\uc0b0\ud558\ub294 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uc608\uc2dc\uc785\ub2c8\ub2e4.<\/p>\n<pre><code>\npackage com.example.streamservice;\n\nimport org.apache.kafka.common.serialization.Serdes;\nimport org.apache.kafka.streams.KafkaStreams;\nimport org.apache.kafka.streams.StreamsBuilder;\nimport org.apache.kafka.streams.StreamsConfig;\nimport org.apache.kafka.streams.kstream.KStream;\nimport org.apache.kafka.streams.kstream.KTable;\nimport java.util.Properties;\n\npublic class WordCountApplication {\n    public static void main(String[] args) {\n        Properties config = new Properties();\n        config.put(StreamsConfig.APPLICATION_ID_CONFIG, \"wordcount-app\");\n        config.put(StreamsConfig.BOOTSTRAP_SERVERS_CONFIG, \"localhost:9092\");\n        config.put(StreamsConfig.DEFAULT_KEY_SERDE_CLASS_CONFIG, Serdes.String().getClass());\n        config.put(StreamsConfig.DEFAULT_VALUE_SERDE_CLASS_CONFIG, Serdes.String().getClass());\n        \n        StreamsBuilder builder = new StreamsBuilder();\n        KStream&lt;String, String&gt; textLines = builder.stream(\"input-topic\");\n        KTable&lt;String, Long&gt; wordCounts = textLines\n            .flatMapValues(textLine -&gt; java.util.Arrays.asList(textLine.toLowerCase().split(\"\\W+\")))\n            .groupBy((key, word) -&gt; word)\n            .count();\n        wordCounts.toStream().to(\"output-topic\");\n        \n        KafkaStreams streams = new KafkaStreams(builder.build(), config);\n        streams.start();\n        \n        \/\/ \ucd94\uac00\uc801\uc778 \uc885\ub8cc Hook \ucc98\ub9ac\n        Runtime.getRuntime().addShutdownHook(new Thread(streams::close));\n    }\n}\n    <\/code><\/pre>\n<p>\uc704\uc758 \ucf54\ub4dc \uc608\uc81c\ub294 \uae30\ubcf8\uc801\uc778 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\uc758 \ud750\ub984\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc774\uc640 \uac19\uc774 \uac04\ub2e8\ud55c \ucf54\ub4dc\ub77c\ub3c4, MSA \ud658\uacbd\uc5d0\uc11c \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uac00 \ub3c5\ub9bd\uc801\uc73c\ub85c \ub3d9\uc791\ud558\uba74\uc11c\ub3c4 \uba54\uc2dc\uc9c0 \ube0c\ub85c\ucee4\ub97c \ud1b5\ud574 \uc5f0\uacc4\ub418\ub294 \uad6c\uc870\ub97c \uc774\ud574\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \ub610\ud55c, \ud574\ub2f9 \ucf54\ub4dc\ub294 \ubd84\uc0b0 \ud658\uacbd\uc5d0\uc11c\uc758 \ub370\uc774\ud130 \ucc98\ub9ac\uc758 \ubcf5\uc7a1\uc131\uc744 \uc904\uc774\uace0, \uac00\ub3c5\uc131\uacfc \uc720\uc9c0 \ubcf4\uc218\uc131\uc744 \ub192\uc774\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub97c \uad6c\ud604\ud560 \ub54c \uace0\ub824\ud574\uc57c \ud560 \uc0ac\ud56d\uc740 \ub2e4\uc591\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc21c\uc11c \ubcf4\uc7a5, \uc911\ubcf5 \ub370\uc774\ud130 \ucc98\ub9ac, \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \ub370\uc774\ud130 \uc720\uc2e4 \ubc29\uc9c0, \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \ub85c\uadf8 \uc9d1\uacc4 \ub4f1\uc774 \uadf8 \uc608\uc785\ub2c8\ub2e4. \ud2b9\ud788, \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \ub124\ud2b8\uc6cc\ud06c \uc9c0\uc5f0, \uc11c\ube44\uc2a4 \uc7a5\uc560, \ub370\uc774\ud130 \uc815\ud569\uc131 \uc720\uc9c0 \ub4f1 \ub2e4\uc591\ud55c \uc7a5\uc560 \uc0c1\ud669\uc5d0 \uc801\uc808\ud788 \ub300\uc751\ud560 \uc218 \uc788\ub294 \uc544\ud0a4\ud14d\ucc98 \uc124\uacc4\uac00 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubb38\uc81c\ub4e4\uc744 \ud574\uacb0\ud558\uae30 \uc704\ud574, \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\ub294 \uc790\uccb4\uc801\uc778 \uc7a5\uc560 \ubcf5\uad6c \uba54\ucee4\ub2c8\uc998\uacfc \uc801\uc808\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub97c \uac16\ucd94\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \ucd5c\uadfc \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18\uc758 \uad00\ub9ac\ud615 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc11c\ube44\uc2a4(\uc608: AWS Kinesis, Google Cloud Dataflow)\uc758 \ub4f1\uc7a5 \uc5ed\uc2dc \ub9ce\uc740 \uae30\uc5c5\ub4e4\uc5d0\uac8c MSA \uae30\ubc18 \uc2e4\uc2dc\uac04 \ubd84\uc11d \uc2dc\uc2a4\ud15c\uc758 \ub3c4\uc785\uc744 \uc6a9\uc774\ud558\uac8c \ub9cc\ub4e4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub4e4 \uc11c\ube44\uc2a4\ub294 \ub192\uc740 \uac00\uc6a9\uc131\uacfc \ud655\uc7a5\uc131\uc744 \uc81c\uacf5\ud558\uba70, \uc11c\ubc84 \uad00\ub9ac\uc758 \ubd80\ub2f4\uc744 \ub35c\uc5b4\uc8fc\uc5b4 \uac1c\ubc1c\uc790\uac00 \ube44\uc988\ub2c8\uc2a4 \ub85c\uc9c1\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c\ub85c \ub300\uaddc\ubaa8 \ud2b8\ub798\ud53d \ucc98\ub9ac\uac00 \ud544\uc694\ud55c \uae08\uc735 \uac70\ub798 \uc2dc\uc2a4\ud15c\uc774\ub098 \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130 \ubd84\uc11d \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \uad00\ub9ac\ud615 \uc11c\ube44\uc2a4\ub97c \ud65c\uc6a9\ud558\uc5ec \ube44\uc6a9\uacfc \uc6b4\uc601 \ub9ac\uc2a4\ud06c\ub97c \ud06c\uac8c \uc904\uc778 \uc0ac\ub840\uac00 \ubcf4\uace0\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>MSA \ud658\uacbd\uc5d0\uc11c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc740 \ub2e8\uc21c\ud788 \uae30\uc220\uc758 \uc870\ud569\uc744 \ub118\uc5b4, \uc870\uc9c1\uc758 \uc6b4\uc601 \ubc29\uc2dd\uacfc \uac1c\ubc1c \ubb38\ud654\uc5d0\ub3c4 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \uc11c\ube44\uc2a4 \uac04\uc758 \ub3c5\ub9bd\uc131, \uc790\ub3d9\ud654\ub41c CI\/CD \ud30c\uc774\ud504\ub77c\uc778, \ucee8\ud14c\uc774\ub108 \uae30\ubc18\uc758 \ubc30\ud3ec \ub4f1\uc740 \ubaa8\ub450 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc758 \ud6a8\uc728\uc131\uacfc \uc548\uc815\uc131\uc744 \ud55c\uce35 \ub192\uc5ec\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc544\ud0a4\ud14d\ucc98\ub294 \uc2dc\uc2a4\ud15c\uc758 \ubcf5\uc7a1\uc131\uc744 \ubd84\uc0b0\uc2dc\ud0a4\uace0, \uac01 \uc11c\ube44\uc2a4\uc758 \ub2f4\ub2f9 \uc601\uc5ed\uc744 \uba85\ud655\ud788 \ud558\uc5ec \ucd5c\uc885 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc804\ub2ec\ub418\ub294 \uc751\ub2f5 \uc2dc\uac04\uc744 \ucd5c\uc18c\ud654\ud569\ub2c8\ub2e4.<\/p>\n<p>\uacb0\uacfc\uc801\uc73c\ub85c, \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc640 MSA\uc758 \uacb0\ud569\uc740 \ud604\ub300 \ub370\uc774\ud130 \ud658\uacbd\uc5d0\uc11c \ud544\uc5f0\uc801\uc778 \uc120\ud0dd\uc73c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uae30\uc5c5\uc740 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d, \uc2e0\uc18d\ud55c \uc758\uc0ac\uacb0\uc815, \uadf8\ub9ac\uace0 \ud6a8\uc728\uc801\uc778 \uc2dc\uc2a4\ud15c \uc6b4\uc601\uc774\ub77c\ub294 \uc138 \ub9c8\ub9ac \ud1a0\ub07c\ub97c \ub3d9\uc2dc\uc5d0 \uc7a1\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud5a5\ud6c4 \uae30\uc220 \ubc1c\uc804\uacfc \ud568\uaed8 \uc774\ub7ec\ud55c \uc544\ud0a4\ud14d\ucc98\ub294 \ub354\uc6b1 \uc815\uad50\ud574\uc9c0\uace0, \uc5ec\ub7ec \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \uadf8 \ud544\uc694\uc131\uc774 \uc99d\ub300\ub420 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4.<\/p>\n<p>    <\/p>\n<h2 id=\"3-%ec%82%ac%eb%a1%80-%ec%97%b0%ea%b5%ac-%eb%b0%8f-%ec%8b%a4%ec%8b%9c%ea%b0%84-%eb%8d%b0%ec%9d%b4%ed%84%b0-%eb%b6%84%ec%84%9d-%ed%99%9c%ec%9a%a9-%eb%b0%a9%ec%95%88-fTsnvdbxPS\">3. \uc0ac\ub840 \uc5f0\uad6c \ubc0f \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \ud65c\uc6a9 \ubc29\uc548<\/h2>\n<p>\uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc704\ud55c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc640 MSA \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc758 \ub3c4\uc785\uc740 \uc5ec\ub7ec \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \uad6c\uccb4\uc801\uc778 \uc131\uacf5 \uc0ac\ub840\ub97c \ub9cc\ub4e4\uc5b4\ub0b4\uba70, \ube44\uc988\ub2c8\uc2a4 \uc131\uacfc\uc5d0 \uc9c1\uc811\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce58\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \ub300\ud45c\uc801\uc778 \uc0b0\uc5c5\ubcc4 \uc0ac\ub840\uc640 \uc774\ub97c \ud1b5\ud574 \uc5bb\uc740 \uad50\ud6c8, \uadf8\ub9ac\uace0 \uc131\uacf5 \uc694\uc778\uc744 \uc2ec\uce35\uc801\uc73c\ub85c \ubd84\uc11d\ud558\uace0, \uad00\ub828 \ud1b5\uacc4 \uc790\ub8cc\uc640 \uc5f0\uad6c \uacb0\uacfc\ub4e4\uc744 \ubc14\ud0d5\uc73c\ub85c \ub2e4\uc591\ud55c \uc801\uc6a9 \ubc29\uc548\uc744 \uc0b4\ud3b4\ubcf4\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uba3c\uc800, \uc804\uc790\uc0c1\uac70\ub798 \uc0b0\uc5c5\uc5d0\uc11c\ub294 \uace0\uac1d \ud589\ub3d9 \ubd84\uc11d\uacfc \uc2e4\uc2dc\uac04 \ucd94\ucc9c \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc744 \uc704\ud55c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uae30\uc220\uc774 \ud575\uc2ec \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ub300\ud615 \uc804\uc790\uc0c1\uac70\ub798 \uae30\uc5c5\ub4e4\uc740 \uace0\uac1d\uc758 \ud074\ub9ad, \uad6c\ub9e4, \uac80\uc0c9 \uae30\ub85d \ub4f1\uc758 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uc5ec, \uac1c\uc778\ud654\ub41c \ucd94\ucc9c \uc11c\ube44\uc2a4\uc640 \ud504\ub85c\ubaa8\uc158\uc744 \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \ub9e4\ucd9c \uc99d\ub300\uc640 \uc7ac\uad6c\ub9e4\uc728 \ud5a5\uc0c1\uc5d0 \ud070 \uae30\uc5ec\ub97c \ud558\uace0 \uc788\uc73c\uba70, \ub9ce\uc740 \uc0ac\ub840\uc5d0\uc11c \uae30\uc874 \ubc30\uce58 \ucc98\ub9ac \ubc29\uc2dd \ub300\ube44 70% \uc774\uc0c1\uc758 \ub370\uc774\ud130 \ucc98\ub9ac \ud6a8\uc728 \uc0c1\uc2b9\uacfc 40% \uc774\uc0c1\uc758 \ub9e4\ucd9c \uc99d\uac00 \ud6a8\uacfc\ub97c \ubcf4\uace0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uae08\uc735\uad8c\uc5d0\uc11c\ub3c4 \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\ub294 \uc704\ud5d8 \uad00\ub9ac \ubc0f \ubd80\uc815 \uac70\ub798 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec \uae30\uc220\ub85c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc2e0\uc6a9\uce74\ub4dc \uac70\ub798\ub098 \uc99d\uad8c \uac70\ub798\uc640 \uac19\uc774 \uc2e4\uc2dc\uac04 \ucc98\ub9ac\uac00 \ud544\uc218\uc801\uc778 \ubd84\uc57c\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \uc720\uc785\uacfc \ub3d9\uc2dc\uc5d0 \uc704\ud5d8 \uc694\uc18c\ub97c \ud310\ub2e8\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ud55c \uae08\uc735\uae30\uad00\uc740 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uae30\ubc18\uc758 \uc774\uc0c1 \uac70\ub798 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c \ub3c4\uc785 \ud6c4, \uc0ac\uae30 \uac70\ub798 \ud0d0\uc9c0\uc728\uc774 \uae30\uc874 \ub300\ube44 95% \uc774\uc0c1 \ud5a5\uc0c1\ub418\uc5c8\uc73c\uba70, \uc2e4\uc2dc\uac04 \ub300\uc751\uc73c\ub85c \uc778\ud55c \uace0\uac1d \ud53c\ud574 \ucd5c\uc18c\ud654\uc640 \ube44\uc6a9 \uc808\uac10\uc744 \ub3d9\uc2dc\uc5d0 \ub2ec\uc131\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc0ac\ub840\ub294 \uae08\uc735 \uc2dc\uc7a5 \uc804\ubc18\uc5d0 \uac78\uccd0 \ud070 \ud30c\uae09 \ud6a8\uacfc\ub97c \ubd88\ub7ec\uc77c\uc73c\ucf30\uc73c\uba70, \ub300\uc678 \uc2e0\ub8b0\ub3c4\uc640 \uacbd\uc7c1\ub825\uc744 \uac15\ud654\ud558\ub294 \ub370 \ud06c\uac8c \uae30\uc5ec\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud5ec\uc2a4\ucf00\uc5b4 \ubd84\uc57c\uc5d0\uc11c\ub294 \ud658\uc790 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc751\uae09 \uc0c1\ud669 \ub300\uc751 \uc2dc\uc2a4\ud15c\uc5d0 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uac00 \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc2e4\uc2dc\uac04\uc73c\ub85c \ud658\uc790\uc758 \uc0dd\uccb4 \uc2e0\ud638, \uc57d\ubb3c \ud22c\uc5ec \uae30\ub85d \ubc0f \uae30\ud0c0 \uc758\ub8cc \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec, \uae34\uae09 \uc0c1\ud669\uc5d0 \ube60\ub974\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c\uc774 \uad6c\ucd95\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud55c \ub300\ud615 \ubcd1\uc6d0\uc5d0\uc11c\ub294 \ud658\uc790\uc758 \uc2ec\ubc15\uc218\uc640 \ud608\uc555 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04 \ubd84\uc11d\ud558\uc5ec, \uc774\uc0c1 \uc9d5\ud6c4 \ubc1c\uc0dd \uc2dc \uc989\uac01\uc801\uc778 \uc54c\ub9bc\uacfc \uc790\ub3d9\ud654\ub41c \uc751\uae09 \ub300\uc751 \uc2dc\uc2a4\ud15c\uc744 \uc6b4\uc601\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc751\uae09 \uc0c1\ud669 \ub300\uc751 \uc2dc\uac04\uc774 \ud3c9\uade0 30% \ub2e8\ucd95\ub418\uc5c8\uc73c\uba70, \ud658\uc790 \uc0dd\uc874\uc728 \ub610\ud55c \ud604\uc800\ud788 \ud5a5\uc0c1\ub41c \uc0ac\ub840\uac00 \ubcf4\uace0\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uc81c\uc870\uc5c5 \ubc0f IoT \uc0b0\uc5c5\uc5d0\uc11c\ub294 \uc0dd\uc0b0 \ub77c\uc778\uc758 \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1\uacfc \uc608\uce21 \uc720\uc9c0 \ubcf4\uc218 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc5d0 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uae30\uc220\uc774 \uc801\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud604\ub300 \uc0b0\uc5c5 \ud604\uc7a5\uc5d0\uc11c\ub294 \ub2e4\uc218\uc758 \uc13c\uc11c\uc640 \uae30\uacc4\uc7a5\uce58\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc98\ub9ac\ud568\uc73c\ub85c\uc368, \uc124\ube44\uc758 \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uc870\uae30\uc5d0 \uac10\uc9c0\ud558\uace0 \uc608\ubc29 \uc720\uc9c0 \ubcf4\uc218\ub97c \uc2e4\uc2dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud55c \uae00\ub85c\ubc8c \uc81c\uc870\uc5c5\uccb4\uc5d0\uc11c\ub294 \uc2a4\ud2b8\ub9bc \ub370\uc774\ud130 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc124\ube44 \uace0\uc7a5 \uc608\uce21 \uc815\ud655\ub3c4\ub97c 85%\uae4c\uc9c0 \ub04c\uc5b4\uc62c\ub838\uc73c\uba70, \uc774\ub85c \uc778\ud574 \uc608\uc0c1\uce58 \ubabb\ud55c \uc0dd\uc0b0 \uc911\ub2e8 \uc2dc\uac04\uc744 50% \uc774\uc0c1 \ub2e8\ucd95\ud558\ub294 \uc131\uacfc\ub97c \uc774\ub8e8\uc5b4\ub0c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc640 \uac19\uc774 \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc640 MSA\uc758 \uacb0\ud569\uc740 \uac01 \ubd84\uc57c\uc758 \ud2b9\uc131\uc5d0 \ub530\ub77c \ub9de\ucda4\ud615 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud568\uc73c\ub85c\uc368, \ube44\uc988\ub2c8\uc2a4 \ud601\uc2e0\uc744 \uc2e4\ud604\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c \uc0ac\ub840\ub97c \ubcf4\uba74, \ub2e4\uc74c\uacfc \uac19\uc740 \uacf5\ud1b5\ub41c \uc131\uacf5 \uc694\uc778\uc744 \ub3c4\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\uc1a1\uc758 \uace0\uc18d\ud654\uc640 \uc548\uc815\uc131 \ud655\ubcf4<\/li>\n<li>\ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uac04\uc758 \ub290\uc2a8\ud55c \uacb0\ud569\uacfc \ub3c5\ub9bd\uc801 \ubc30\ud3ec<\/li>\n<li>\uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uacfc \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ubcf5\uad6c<\/li>\n<li>\ub370\uc774\ud130 \ucc98\ub9ac \uc5d4\uc9c4\uc758 \ud655\uc7a5\uc131 \ubc0f \uc720\uc5f0\ud55c \ud30c\uc774\ud504\ub77c\uc778 \uc124\uacc4<\/li>\n<li>\ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \ud658\uacbd\uc744 \ud1b5\ud55c \uc790\ub3d9\ud654\ub41c \uc2a4\ucf00\uc77c\ub9c1<\/li>\n<\/ul>\n<p>\uc774\ub7ec\ud55c \uc131\uacf5 \uc694\uc778\ub4e4\uc740 \ub2e8\uc21c\ud788 \uae30\uc220\uc801 \uc7a5\uc810\uc744 \ub118\uc5b4\uc11c, \uc870\uc9c1 \uc804\uccb4\uc758 \uc6b4\uc601 \ud6a8\uc728\uc131 \ubc0f \ubbfc\ucca9\uc131 \uc99d\ub300\uc5d0 \uae30\uc5ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\uc815 \uc0ac\ub840\ub85c, Netflix\ub294 \uc0ac\uc6a9\uc790 \ud65c\ub3d9 \ub85c\uadf8\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uc5ec, \ucd94\ucc9c \uc54c\uace0\ub9ac\uc998\uc758 \uc815\ud655\ub3c4\uc640 \ucf58\ud150\uce20 \uc18c\ube44 \ud328\ud134\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ucd5c\uc801\ud654\ud574\uc654\uc73c\uba70, Amazon \uc5ed\uc2dc \uc2e4\uc2dc\uac04 \uac70\ub798 \ubc0f \uace0\uac1d \ud3c9\uac00 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec, \uc7ac\uace0 \uad00\ub9ac \ubc0f \ubb3c\ub958 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud55c \uc0ac\ub840\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc774\ub4e4 \uc0ac\ub840\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04 \ubd84\uc11d \uae30\ubc18\uc758 \uc758\uc0ac\uacb0\uc815\uc774 \uae30\uc5c5\uc5d0 \ubbf8\uce58\ub294 \uae0d\uc815\uc801\uc778 \uc601\ud5a5\uc744 \uba85\ud655\ud558\uac8c \uc774\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ucd5c\uadfc \uc2dc\uc7a5 \uc870\uc0ac \uacb0\uacfc\uc5d0 \ub530\ub974\uba74, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \ub3c4\uc785 \uae30\uc5c5\uc740 \uadf8\ub807\uc9c0 \uc54a\uc740 \uae30\uc5c5\uc5d0 \ube44\ud574 \uc5f0\ud3c9\uade0 20% \uc774\uc0c1\uc758 \ube44\uc6a9 \uc808\uac10\uacfc 35% \uc774\uc0c1\uc758 \ub9e4\ucd9c \uc131\uc7a5 \ud6a8\uacfc\ub97c \uae30\ub85d\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud1b5\uacc4\ub294 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc640 MSA \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc774 \ub2e8\uc21c\ud55c \uae30\uc220\uc801 \uac1c\uc120\uc744 \ub118\uc5b4, \uadfc\ubcf8\uc801\uc778 \ube44\uc988\ub2c8\uc2a4 \uacbd\uc7c1\ub825\uc744 \ud68d\uae30\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uc694\uc778\uc784\uc744 \uc785\uc99d\ud569\ub2c8\ub2e4. \ub610\ud55c, \uc774\ub7ec\ud55c \uae30\uc220 \ub3c4\uc785\uc740 \uc720\uc9c0 \ubcf4\uc218 \ubc0f \uc6b4\uc601 \ube44\uc6a9 \uc808\uac10, \ub192\uc740 \uc2dc\uc2a4\ud15c \uac00\uc6a9\uc131, \uc2e0\uc18d\ud55c \uc7a5\uc560 \ubcf5\uad6c \ub4f1\uc758 \ubd80\uc218\uc801\uc778 \ud6a8\uacfc\ub3c4 \uac00\uc838\uc640, \uae30\uc5c5\uc758 \uc7a5\uae30\uc801\uc778 \uc131\uc7a5 \uc804\ub7b5\uc5d0 \ud070 \ub3c4\uc6c0\uc774 \ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\uc591\ud55c \uc0b0\uc5c5\uad70\uc5d0\uc11c \ud655\ub9bd\ub41c \uc131\uacf5 \uc0ac\ub840\uc640 \ud568\uaed8, \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uae30\uc220\uc740 \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \ubc1c\uc804\uc744 \ud1b5\ud574 \ub354\uc6b1 \uc815\uad50\ud55c \uc2e4\uc2dc\uac04 \ubd84\uc11d \uae30\uc220\ub85c \uc790\ub9ac\ub9e4\uae40\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub300\ud559, \uc5f0\uad6c\uae30\uad00, \uadf8\ub9ac\uace0 \uc0b0\uc5c5\uacc4 \uac04\uc758 \ud611\ub825 \ud504\ub85c\uc81d\ud2b8\ub97c \ud1b5\ud574 \uc0c8\ub85c\uc6b4 \uc54c\uace0\ub9ac\uc998\uacfc \ucc98\ub9ac \uae30\ubc95\ub4e4\uc774 \uac1c\ubc1c\ub418\uace0 \uc788\uc73c\uba70, \uc774\ub7ec\ud55c \ud601\uc2e0\uc740 \ub370\uc774\ud130\uc758 \uc815\ud655\ub3c4\uc640 \ucc98\ub9ac \uc18d\ub3c4\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uac19\uc774 \uae30\uc220\uc801 \ubc1c\uc804\uacfc \uc0b0\uc5c5 \uac04\uc758 \ud611\ub825\uc774 \uc774\ub8e8\uc5b4\uc9c0\uba74, \ubbf8\ub798\uc758 \ub370\uc774\ud130 \ubd84\uc11d \uc2dc\uc2a4\ud15c\uc740 \ud604\uc7ac\ubcf4\ub2e4 \ub354 \ub192\uc740 \uc131\ub2a5\uacfc \uc2e0\ub8b0\uc131\uc744 \ubcf4\uc7a5\ud560 \uc218 \uc788\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98 \ub3c4\uc785\uc740 \ub2e8\uc21c\ud55c \uae30\uc220 \ub3c4\uc785\uc744 \ub118\uc5b4, \uc870\uc9c1 \ubb38\ud654\uc640 \ud601\uc2e0\uc801\uc778 \uc0ac\uace0\ubc29\uc2dd\uc744 \ud544\uc694\ub85c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uae30\uc5c5 \ub0b4 \ub370\uc774\ud130 \uacfc\ud559\uc790, \uc5d4\uc9c0\ub2c8\uc5b4, \ube44\uc988\ub2c8\uc2a4 \ubd84\uc11d\uac00 \uac04\uc758 \uae34\ubc00\ud55c \ud611\uc5c5\uacfc \uc9c0\uc18d\uc801\uc778 \uae30\uc220 \uad50\uc721 \ubc0f \uc778\ud504\ub77c \ud22c\uc790 \ub610\ud55c \uc911\uc694\ud55c \uc694\uc18c\ub85c \uc791\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub178\ub825\uc744 \ud1b5\ud574 \uae30\uc5c5\uc740 \ub370\uc774\ud130 \uc911\uc2ec\uc758 \uc758\uc0ac\uacb0\uc815 \ubb38\ud654\ub97c \uad6c\ucd95\ud558\uace0, \uacbd\uc7c1 \uc6b0\uc704\ub97c \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc885\ud569\uc801\uc73c\ub85c, \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc640 MSA \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc774 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \ubd84\uc57c\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ub2e4\uc591\ud55c \uc774\uc810\uc740 \uc55e\uc73c\ub85c \ub354\uc6b1 \ub450\ub4dc\ub7ec\uc9c8 \uc804\ub9dd\uc785\ub2c8\ub2e4. \uae30\uc220 \ubc1c\uc804\uacfc \ud568\uaed8 \uc2e4\uc2dc\uac04 \ubd84\uc11d \uc2dc\uc2a4\ud15c\uc758 \uc801\uc6a9 \ubc94\uc704\ub294 \uae08\uc735, \uc81c\uc870, \ud5ec\uc2a4\ucf00\uc5b4, \uc804\uc790\uc0c1\uac70\ub798 \ub4f1 \uac70\uc758 \ubaa8\ub4e0 \uc0b0\uc5c5 \uc601\uc5ed\uc73c\ub85c \ud655\uc7a5\ub420 \uac83\uc774\uba70, \uc774\uc5d0 \ub530\ub978 \uae30\ub300 \ud6a8\uacfc \uc5ed\uc2dc \uc810\ucc28 \uc99d\uac00\ud560 \uac83\uc73c\ub85c \uc608\uce21\ub429\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc640 \uac19\uc774 \ub2e4\uc591\ud55c \uc0ac\ub840 \uc5f0\uad6c\uc640 \ud1b5\uacc4 \uc790\ub8cc\ub97c \ubc14\ud0d5\uc73c\ub85c \ubd84\uc11d\ud574\ubcf8 \uacb0\uacfc, \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub97c \ub3c4\uc785\ud55c MSA \uc2dc\uc2a4\ud15c\uc740 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uc758 \uc0c8\ub85c\uc6b4 \ud328\ub7ec\ub2e4\uc784\uc744 \uc81c\uc2dc\ud558\uace0 \uc788\uc73c\uba70, \ubbf8\ub798 \uae30\uc220 \ubc1c\uc804\uc758 \uc911\uc694\ud55c \ucd95\uc744 \ud615\uc131\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uacb0\uad6d \uae30\uc5c5\uc774 \ub354 \ube60\ub974\uace0 \uc815\ud655\ud558\uac8c \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc904 \ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc804\ubc18\uc801\uc778 \ube44\uc988\ub2c8\uc2a4 \ud504\ub85c\uc138\uc2a4\uc758 \ud6a8\uc728\uc131\uacfc \ud601\uc2e0\uc131\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \uacb0\uc815\uc801\uc778 \uc5ed\ud560\uc744 \ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>    <\/p>\n<h2 id=\"4-%eb%8f%84%ec%a0%84-%ea%b3%bc%ec%a0%9c-%ed%95%b4%ea%b2%b0-%eb%b0%a9%ec%95%88-%eb%b0%8f-%eb%af%b8%eb%9e%98-%ec%a0%84%eb%a7%9d-fTsnvdbxPS\">4. \ub3c4\uc804 \uacfc\uc81c, \ud574\uacb0 \ubc29\uc548 \ubc0f \ubbf8\ub798 \uc804\ub9dd<\/h2>\n<p>\uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc640 MSA \uae30\ubc18\uc758 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \uc2dc\uc2a4\ud15c\uc740 \uac15\ub825\ud55c \uac00\ub2a5\uc131\uc744 \uc81c\uc2dc\ud558\ub294 \ub3d9\uc2dc\uc5d0, \uad6c\ud604 \ubc0f \uc6b4\uc601 \uacfc\uc815\uc5d0\uc11c \ub2e4\uc591\ud55c \ub3c4\uc804 \uacfc\uc81c\ub97c \uc548\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uba74\uc11c \ub9c8\uc8fc\uce58\ub294 \uae30\uc220\uc801, \uc6b4\uc601\uc801 \ubb38\uc81c\uc810\ub4e4\uacfc \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \ubc29\uc548, \uadf8\ub9ac\uace0 \uc55e\uc73c\ub85c\uc758 \ubc1c\uc804 \ubc29\ud5a5\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub17c\uc758\ud558\uace0\uc790 \ud569\ub2c8\ub2e4. \uc5ec\ub7ec \uc120\ub3c4 \uae30\uc5c5\ub4e4\uc758 \uc0ac\ub840\uc640 \uc5f0\uad6c \uacb0\uacfc\ub97c \ubc14\ud0d5\uc73c\ub85c, \uc131\uacf5\uc801\uc778 \uc2dc\uc2a4\ud15c \uad6c\ucd95 \ubc0f \uc6b4\uc601\uc744 \uc704\ud55c \ud575\uc2ec \uc804\ub7b5\ub4e4\uc744 \uc81c\uc2dc\ud558\uace0, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ud658\uacbd\uc5d0\uc11c \ub098\ud0c0\ub098\ub294 \ubb38\uc81c\uc810\uc744 \uc5b4\ub5bb\uac8c \ud574\uacb0\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud574 \uad6c\uccb4\uc801\uc73c\ub85c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uccab \ubc88\uc9f8 \ub3c4\uc804 \uacfc\uc81c\ub294 \ub370\uc774\ud130\uc758 \uc21c\uc11c \ubcf4\uc7a5\uacfc \uc911\ubcf5 \ub370\uc774\ud130 \ucc98\ub9ac \ubb38\uc81c\uc785\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \ub370\uc774\ud130\uac00 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \ub3d9\uc2dc\uc5d0 \uc720\uc785\ub418\uae30 \ub54c\ubb38\uc5d0, \ub370\uc774\ud130\uc758 \ubb34\uacb0\uc131\uacfc \uc21c\uc11c\ub97c \ubcf4\uc7a5\ud558\ub294 \uac83\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ud2b9\ud788 \uae08\uc735 \uac70\ub798\ub098 \uc758\ub8cc \ub370\uc774\ud130\uc640 \uac19\uc774 \ub370\uc774\ud130 \uc815\ud569\uc131\uc774 \ud544\uc218\uc801\uc778 \ud658\uacbd\uc5d0\uc11c\ub294, \ub370\uc774\ud130\uc758 \ub124\ud2b8\uc6cc\ud06c \uc9c0\uc5f0 \ubc0f \uc2dc\uc2a4\ud15c \uc7a5\uc560\uac00 \uc874\uc7ac\ud560 \uacbd\uc6b0 \uc911\ubcf5 \ucc98\ub9ac\ub098 \uc21c\uc11c \ub4a4\ubc14\ub01c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \ubcf5\uc7a1\ud55c \ub85c\uc9c1\uc774 \uc694\uad6c\ub429\ub2c8\ub2e4. \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\ub294 \uba54\uc2dc\uc9c0 \ube0c\ub85c\ucee4\uc640\uc758 \uc778\ud130\ub799\uc158 \uc2dc, \uace0\uc720 \uc2dd\ubcc4\uc790 \ubc0f \ud0c0\uc784\uc2a4\ud0ec\ud504 \uae30\ubc18\uc758 \ub370\uc774\ud130 \uac80\uc99d \ubc0f \uc7ac\ucc98\ub9ac \uba54\ucee4\ub2c8\uc998\uc744 \ub3c4\uc785\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ub450 \ubc88\uc9f8 \ubb38\uc81c\ub294 \uc2dc\uc2a4\ud15c \ud655\uc7a5\uc131\uacfc \uc7a5\uc560 \ubcf5\uad6c\uc785\ub2c8\ub2e4. MSA \uae30\ubc18 \ud658\uacbd\uc5d0\uc11c\ub294 \uc11c\ube44\uc2a4 \uac04 \ub3c5\ub9bd\uc131\uc774 \ubcf4\uc7a5\ub418\uc9c0\ub9cc, \uc5ec\ub7ec \uc11c\ube44\uc2a4\uac00 \ubcf5\ud569\uc801\uc73c\ub85c \uc5f0\uacc4\ub418\ub294 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \uc5b4\ub290 \ud55c \uc11c\ube44\uc2a4\uc758 \uc7a5\uc560\uac00 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131\uc5d0 \uc601\ud5a5\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc5d0 \ub530\ub77c, \uac01 \uc11c\ube44\uc2a4\ub294 \uc790\uccb4\uc801\uc778 \uc7a5\uc560 \ubcf5\uad6c \ub85c\uc9c1\uacfc \ucd08\ub2f9 \ucc98\ub9ac\ub7c9\uc744 \ub3d9\uc801\uc73c\ub85c \uc870\uc815\ud560 \uc218 \uc788\ub294 \uc2a4\ucf00\uc77c\ub9c1 \uc804\ub7b5\uc744 \ub9c8\ub828\ud574\uc57c \ud569\ub2c8\ub2e4. \uc2e4\uc81c\ub85c Netflix\uc640 Amazon\uc740 \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \uadf9\ubcf5\ud558\uae30 \uc704\ud574, \uc11c\ube44\uc2a4 \uac04\uc758 \uc7a5\uc560 \uc804\ud30c\ub97c \ub9c9\ub294 \uc11c\ud0b7 \ube0c\ub808\uc774\ucee4 \ud328\ud134 \ubc0f \uc790\ub3d9 \uc7ac\uc2dc\uc791 \uae30\ub2a5 \ub4f1\uc744 \uc801\uadf9 \ud65c\uc6a9\ud574\uc654\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc11c\ube44\uc2a4 \uc911\ub2e8 \uc2dc\uac04\uc744 \ud68d\uae30\uc801\uc73c\ub85c \uc904\uc778 \uc0ac\ub840\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc138 \ubc88\uc9f8\ub85c, \ub370\uc774\ud130 \ubcf4\uc548 \ubc0f \ud504\ub77c\uc774\ubc84\uc2dc \ubcf4\ud638 \ubb38\uc81c \uc5ed\uc2dc \uc2ec\uac01\ud55c \ub3c4\uc804 \uacfc\uc81c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac \ud658\uacbd\uc5d0\uc11c\ub294 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc98\ub9ac\ud558\uace0 \uc800\uc7a5\ud558\ub294 \uacfc\uc815\uc5d0\uc11c, \ubbfc\uac10\ud55c \uc0ac\uc6a9\uc790 \uc815\ubcf4\ub098 \uae30\ubc00 \ub370\uc774\ud130\uac00 \ub178\ucd9c\ub420 \uc704\ud5d8\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc774\ub97c \ubc29\uc9c0\ud558\uae30 \uc704\ud574, \ub370\uc774\ud130 \uc554\ud638\ud654, \uc811\uadfc \uc81c\uc5b4 \ubc0f \ub85c\uadf8 \ubaa8\ub2c8\ud130\ub9c1 \ub4f1 \ub2e4\uc591\ud55c \ubcf4\uc548 \uae30\ubc95\uc744 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc218\uc900\uc5d0\uc11c \uc801\uc6a9\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ud2b9\ud788 GDPR, CCPA \ub4f1\uacfc \uac19\uc740 \uad6d\uc81c\uc801 \uaddc\uc81c\uc5d0 \ubd80\ud569\ud558\ub294 \ubcf4\uc548 \uc815\ucc45 \uc218\ub9bd \ubc0f \uc2e4\ud589 \ubc29\uc548\uc740 \uae30\uc5c5\uc758 \uc911\uc694\ud55c \uacfc\uc81c\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub124 \ubc88\uc9f8 \ub3c4\uc804 \uacfc\uc81c\ub294 \uac1c\ubc1c \ubc0f \uc6b4\uc601\uc758 \ubcf5\uc7a1\uc131\uc785\ub2c8\ub2e4. \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\uc640 MSA\uc758 \uacb0\ud569\uc740 \ubcf5\uc7a1\ud55c \uc544\ud0a4\ud14d\ucc98\uc640 \ub2e4\uc218\uc758 \uc11c\ube44\uc2a4 \ud1b5\ud569\uc744 \uc694\ud558\uae30 \ub54c\ubb38\uc5d0, \uac1c\ubc1c \ucd08\uae30 \uc124\uacc4\ubd80\ud130 \uc6b4\uc601\uae4c\uc9c0 \ub9ce\uc740 \uc778\ub825\uacfc \uc2dc\uac04\uc774 \uc18c\uc694\ub429\ub2c8\ub2e4. \ub610\ud55c, \ubd84\uc0b0 \ub85c\uadf8 \uc218\uc9d1, \ubaa8\ub2c8\ud130\ub9c1, \ud2b8\ub808\uc774\uc2f1 \uac19\uc740 \ubd80\uc218\uc801\uc778 \uae30\ub2a5\uc744 \ub9c8\ub828\ud558\ub294 \ub370\ub3c4 \ud070 \ub178\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubb38\uc81c\ub294 DevOps \ubc0f \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \uae30\uc220\uc758 \ub3c4\uc785\uacfc \ud568\uaed8 CI\/CD(\uc9c0\uc18d\uc801 \ud1b5\ud569 \ubc0f \ubc30\ud3ec) \ud30c\uc774\ud504\ub77c\uc778 \uc790\ub3d9\ud654, \uc911\uc559 \uc9d1\uc911\uc2dd \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c \ub3c4\uc785 \ub4f1\uc744 \ud1b5\ud574 \uc810\ucc28 \uadf9\ubcf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc678\uc5d0\ub3c4, \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ud3ec\ub9f7\uacfc \ud504\ub85c\ud1a0\ucf5c \uac04\uc758 \uc0c1\ud638 \uc6b4\uc6a9\uc131 \ubc0f \ud1b5\ud569 \ubb38\uc81c\ub3c4 \uc911\uc694\ud55c \uc774\uc288\ub85c \ub300\ub450\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c IoT \uae30\uae30, \ubaa8\ubc14\uc77c \uc560\ud50c\ub9ac\ucf00\uc774\uc158, \uc678\ubd80 API \ub4f1\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub370\uc774\ud130\uc758 \ud615\uc2dd\uacfc \uc804\uc1a1 \ud504\ub85c\ud1a0\ucf5c\uc774 \uc0c1\uc774\ud560 \uacbd\uc6b0, \ub370\uc774\ud130 \uc804\ucc98\ub9ac \ubc0f \ubcc0\ud658 \uc791\uc5c5\uc774 \ud544\uc218\uc801\uc73c\ub85c \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574, \ud1b5\ud569 \ub370\uc774\ud130 \ub808\uc774\ud06c\ub098 ETL(\ucd94\ucd9c, \ubcc0\ud658, \uc801\uc7ac) \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub2e4\ucc44\ub85c\uc6b4 \ub370\uc774\ud130\ub97c \ud45c\uc900 \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc774 \uc911\uc694\ud55c \ud574\uacb0 \ubc29\uc548\uc73c\ub85c \ub4f1\uc7a5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \ub3c4\uc804 \uacfc\uc81c\uc5d0 \ub300\uc751\ud558\uae30 \uc704\ud55c \ud574\uacb0 \ubc29\uc548\uc740 \uae30\uc220\uc801 \uac1c\uc120 \ubfd0\ub9cc \uc544\ub2c8\ub77c \uc870\uc9c1 \ucc28\uc6d0\uc758 \uc804\ub7b5\uc801 \uc811\uadfc\uc744 \ub3d9\uc2dc\uc5d0 \uc694\uad6c\ud569\ub2c8\ub2e4. \uc6b0\uc120, \uac01 \uc11c\ube44\uc2a4 \uac04\uc758 \ub370\uc774\ud130 \ucc98\ub9ac \ud30c\uc774\ud504\ub77c\uc778\uc744 \uba85\ud655\ud558\uac8c \uc815\uc758\ud558\uace0, \uc0c1\ud669\uc5d0 \ub530\ub77c \uc720\uc5f0\ud558\uac8c \ub300\ucc98\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c \uc544\ud0a4\ud14d\ucc98\ub97c \uc124\uacc4\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ub610\ud55c, \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uacfc \uc7a5\uc560 \ubcf5\uad6c \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \ubc1c\uc0dd \uac00\ub2a5\ud55c \ubb38\uc81c\ub97c \ubbf8\ub9ac \uc608\uce21\ud558\uace0 \ub300\uc751\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uac16\ucd94\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774\uc640 \uad00\ub828\ud558\uc5ec, \ucd5c\uadfc \ub9ce\uc740 \uae30\uc5c5\ub4e4\uc774 \uc778\uacf5\uc9c0\ub2a5 \uae30\ubc18\uc758 \uc608\uce21 \ubaa8\ub378\uc744 \ub3c4\uc785\ud558\uc5ec, \uc7a5\uc560 \ubc1c\uc0dd \uac00\ub2a5\uc131\uc744 \uc0ac\uc804\uc5d0 \uacbd\uace0\ud558\uace0 \uc790\ub3d9 \ub300\uc751 \ud504\ub85c\uc138\uc2a4\ub97c \uad6c\ucd95\ud558\ub294 \uc0ac\ub840\uac00 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud5a5\ud6c4 \uc804\ub9dd\uc5d0 \uc788\uc5b4\uc11c\ub294, \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \ubc0f MSA \uae30\uc220\uc758 \ubc1c\uc804\uc774 \ub354\uc6b1 \uac00\uc18d\ud654\ub420 \uac83\uc73c\ub85c \ubcf4\uc785\ub2c8\ub2e4. \uc5e3\uc9c0 \ucef4\ud4e8\ud305, 5G \ub124\ud2b8\uc6cc\ud06c, \uc778\uacf5\uc9c0\ub2a5 \ub4f1\uc758 \uc2e0\uae30\uc220\uacfc\uc758 \uacb0\ud569\uc744 \ud1b5\ud574, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \uc2dc\uc2a4\ud15c\uc740 \ub354\uc6b1 \uc815\uad50\ud574\uc9c0\uace0, \ub2e4\uc591\ud55c \ud658\uacbd\uc5d0\uc11c\uc758 \uc801\uc6a9 \uac00\ub2a5\uc131\uc774 \ud655\ub300\ub420 \uac83\uc785\ub2c8\ub2e4. \ud5a5\ud6c4 \uba87 \ub144 \ub0b4\uc5d0 \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc774 \uc0c1\ud638 \uacb0\ud569\ub418\uc5b4, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uace0, \uc0c8\ub85c\uc6b4 \ube44\uc988\ub2c8\uc2a4 \uc778\uc0ac\uc774\ud2b8\ub97c \ucc3d\ucd9c\ud558\ub294 \ud601\uc2e0\uc801\uc778 \ud50c\ub7ab\ud3fc\uc73c\ub85c \ubc1c\uc804\ud560 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<p>\ub610 \ub2e4\ub978 \uc804\ub9dd\uc73c\ub85c\ub294, \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \uae30\uc220\uc758 \ub3c4\uc785\uacfc \ub354\ubd88\uc5b4 \uc11c\ubc84\ub9ac\uc2a4 \uc544\ud0a4\ud14d\ucc98(Serverless Architecture)\uc758 \ud65c\uc6a9\uc774 \uc99d\uac00\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uc11c\ubc84\ub9ac\uc2a4 \ud658\uacbd\uc5d0\uc11c\ub294 \uc778\ud504\ub77c \uad00\ub9ac\uc758 \ubcf5\uc7a1\uc131\uc774 \ud06c\uac8c \uc904\uc5b4\ub4e4\uc5b4, \uac1c\ubc1c\uc790\ub4e4\uc774 \ube44\uc988\ub2c8\uc2a4 \ub85c\uc9c1\uc5d0 \ub354\uc6b1 \uc9d1\uc911\ud560 \uc218 \uc788\uc73c\uba70, \ube44\uc6a9 \ud6a8\uc728\uc131 \ub610\ud55c \uadf9\ub300\ud654\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud750\ub984\uc740 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\uc640 MSA\uc758 \uacb0\ud569\uc5d0\uc11c\ub3c4 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud560 \uac83\uc774\uba70, \ud2b9\ud788 \uc18c\uaddc\ubaa8 \uae30\uc5c5\uc774\ub098 \uc2a4\ud0c0\ud2b8\uc5c5\ub4e4\uc774 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \uc2dc\uc2a4\ud15c\uc744 \uc190\uc27d\uac8c \ub3c4\uc785\ud560 \uc218 \uc788\uac8c \ud574 \uc904 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc774\ub7ec\ud55c \uae30\uc220 \ubc1c\uc804\uacfc \ud568\uaed8 \uc778\ub825 \uc591\uc131 \ubc0f \uad50\uc721 \uccb4\uacc4\uc758 \uac15\ud654\ub3c4 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uae30\uc220\uc774 \ube60\ub974\uac8c \ubcc0\ud654\ud558\ub294 \ud658\uacbd \uc18d\uc5d0\uc11c, \uac1c\ubc1c\uc790\uc640 \uc6b4\uc601\uc790\ub4e4\uc774 \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5\uc744 \uc2b5\ub4dd\ud558\uace0, \ud6a8\uacfc\uc801\uc73c\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc18d\uc801\uc778 \uad50\uc721\uacfc \ud6c8\ub828\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc5ec\ub7ec \uae00\ub85c\ubc8c \uae30\uc5c5\uacfc \ub300\ud559, \uc5f0\uad6c \uae30\uad00\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \ud544\uc694\uc131\uc744 \uc778\uc2dd\ud558\uace0, \uad00\ub828 \ucee4\ub9ac\ud058\ub7fc\uacfc \uad50\uc721 \ud504\ub85c\uadf8\ub7a8\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ud655\ub300\ud574 \ub098\uac00\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc694\uc57d\ud558\uc790\uba74, \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc640 MSA \uae30\ubc18 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \uc2dc\uc2a4\ud15c\uc740 \uadf8 \ud601\uc2e0\uc131\uacfc \uac15\ub825\ud55c \uc131\ub2a5\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0, \uc5ec\ub7ec \ubcf5\uc7a1\ud55c \ub3c4\uc804 \uacfc\uc81c\ub97c \uc548\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub7ec\ud55c \ub3c4\uc804 \uacfc\uc81c\ub4e4\uc744 \uccb4\uacc4\uc801\uc73c\ub85c \ubd84\uc11d\ud558\uace0, \uae30\uc220\uc801\u00b7\uc6b4\uc601\uc801\uc73c\ub85c \uc801\uc808\ud55c \ud574\uacb0\ucc45\uc744 \ub3c4\uc785\ud568\uc73c\ub85c\uc368, \uae30\uc5c5\uc740 \ubbf8\ub798\uc758 \ub370\uc774\ud130 \uc911\uc2ec \ud658\uacbd\uc5d0\uc11c \uacbd\uc7c1\ub825\uc744 \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud5a5\ud6c4 \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \uc778\uacf5\uc9c0\ub2a5, \uc5e3\uc9c0 \ucef4\ud4e8\ud305, \uc11c\ubc84\ub9ac\uc2a4 \uc544\ud0a4\ud14d\ucc98 \ub4f1 \uc2e0\uae30\uc220\uacfc\uc758 \uc735\ud569\uc744 \ud1b5\ud574 \ud55c\uce35 \ub354 \ubc1c\uc804\ud560 \uac83\uc774\uba70, \uc774\ub97c \ud1b5\ud574 \ube44\uc988\ub2c8\uc2a4 \uc804\ubc18\uc5d0 \uac78\uce5c \ud601\uc2e0\uc801 \ubcc0\ud654\uc640 \ube44\uc6a9 \uc808\uac10, \ube60\ub978 \uc758\uc0ac\uacb0\uc815\uc774 \uc774\ub904\uc9c8 \uac83\uc73c\ub85c \uc804\ub9dd\ub429\ub2c8\ub2e4.<\/p>\n<p>\uc885\ud569\uc801\uc73c\ub85c, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub294 \ud5a5\ud6c4 IT \uc778\ud504\ub77c\uc758 \ud575\uc2ec \ucd95\uc73c\ub85c \ubd80\uc0c1\ud560 \uac83\uc774\uba70, \uc774\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uad6c\ud604\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c \uac1c\ubc1c, \uc870\uc9c1 \ub0b4 \ud611\uc5c5 \uac15\ud654, \uadf8\ub9ac\uace0 \uc720\uc5f0\ud55c \uc2dc\uc2a4\ud15c \uc124\uacc4\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub178\ub825\uc774 \uacb0\uc2e4\uc744 \ub9fa\uc744 \ub54c, \uae30\uc5c5\uc740 \uc2dc\uc7a5 \ub0b4\uc5d0\uc11c\uc758 \uacbd\uc7c1 \uc6b0\uc704\ub97c \uc120\uc810\ud558\uace0, \ubcc0\ud654\ud558\ub294 \uace0\uac1d \uc694\uad6c\uc5d0 \uc2e0\uc18d\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uacb0\ub860\uc801\uc73c\ub85c, \ub3c4\uc804 \uacfc\uc81c\ub97c \uadf9\ubcf5\ud558\uae30 \uc704\ud55c \uccb4\uacc4\uc801\uc778 \uc811\uadfc\uacfc \ud601\uc2e0\uc801\uc778 \uae30\uc220 \ub3c4\uc785\uc740 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\uc640 MSA\uc758 \uacb0\ud569\uc774 \uac00\uc838\uc624\ub294 \ube44\uc988\ub2c8\uc2a4\uc801, \uae30\uc220\uc801 \uc774\uc810\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub294 \uc5f4\uc1e0\uc785\ub2c8\ub2e4. \uc131\uacf5\uc801\uc778 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc744 \uc704\ud574\uc11c\ub294 \ud604\uc7ac\uc758 \uae30\uc220 \ub3d9\ud5a5\uc744 \uba74\ubc00\ud788 \ubd84\uc11d\ud558\uace0, \ubbf8\ub798 \uae30\uc220 \ubc1c\uc804\uc758 \ud750\ub984\uc5d0 \ubc1c\ub9de\ucd94\uc5b4 \uc9c0\uc18d\uc801\uc73c\ub85c \uc2dc\uc2a4\ud15c\uc744 \uac1c\uc120\ud574 \ub098\uac00\ub294 \uc804\ub7b5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>    <\/p>\n<h2 id=\"%ea%b0%95%eb%a0%a5%ed%95%9c-%ec%9a%94%ec%95%bd-%ec%8b%a4%ec%8b%9c%ea%b0%84-%eb%8d%b0%ec%9d%b4%ed%84%b0-%eb%b6%84%ec%84%9d%ec%9d%84-%ec%84%a0%eb%8f%84%ed%95%98%eb%8a%94-msa%ec%99%80-%ec%8a%a4%ed%8a%b8-fTsnvdbxPS\">\uac15\ub825\ud55c \uc694\uc57d: \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc120\ub3c4\ud558\ub294 MSA\uc640 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\uc758 \ubbf8\ub798<\/h2>\n<p>\uc9c0\uae08\uae4c\uc9c0 \uc0b4\ud3b4\ubcf8 \ubc14\uc640 \uac19\uc774, \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub85c \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uad6c\ud604\ud558\ub294 MSA \uc2dc\uc2a4\ud15c\uc740 \ub370\uc774\ud130\uc758 \uc9c0\uc18d\uc801 \uc720\uc785\uacfc \ubd84\uc11d, \uadf8\ub9ac\uace0 \uc989\uac01\uc801\uc778 \uc758\uc0ac\uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \ud601\uc2e0\uc801\uc778 \uc194\ub8e8\uc158\uc785\ub2c8\ub2e4. \uac01 \uc139\uc158\uc5d0\uc11c\ub294 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\uc640 MSA\uc758 \uac1c\ub150, \uad6c\ud604 \ubc29\uc548, \uc2e4\uc81c \uc0ac\ub840, \uadf8\ub9ac\uace0 \ub3c4\uc804 \uacfc\uc81c\uc640 \ubbf8\ub798 \uc804\ub9dd\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ubd84\uc11d\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc720\uc785 \ud658\uacbd\uc5d0\uc11c \uc548\uc815\uc801\uc774\uace0 \ud6a8\uc728\uc801\uc778 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc758 \ud544\uc694\uc131\uc740 \uc810\uc810 \ub354 \ucee4\uc9c0\uace0 \uc788\uc73c\uba70, \uc774\ub7ec\ud55c \uae30\uc220 \uacb0\ud569\uc740 \uae08\uc735, \uc804\uc790\uc0c1\uac70\ub798, \ud5ec\uc2a4\ucf00\uc5b4, \uc81c\uc870\uc5c5 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uc131\uacfc\ub97c \ub2ec\uc131\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud2b9\ud788, \ubcf8 \uac8c\uc2dc\uae00\uc5d0\uc11c\ub294 Apache Kafka, Spark Streaming \ub4f1 \ucd5c\uc2e0 \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uad6c\ud604 \ubc29\ubc95\uacfc \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uae30\ubc18 \uc544\ud0a4\ud14d\ucc98\uc758 \uc7a5\uc810\uc744 \uad6c\uccb4\uc801\uc778 \uc0ac\ub840\uc640 \ud568\uaed8 \ub2e4\ub8e8\uc5c8\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \ub3c5\uc790\ub4e4\uc774 \uc2e4\uc81c \ud604\uc5c5\uc5d0 \uc801\uc6a9 \uac00\ub2a5\ud55c \ub178\ud558\uc6b0\ub97c \uc5bb\uc744 \uc218 \uc788\ub3c4\ub85d \ud558\uc600\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uac01 \ubd84\uc57c\ubcc4 \uc131\uacf5 \uc0ac\ub840\uc640 \ud1b5\uacc4 \uc790\ub8cc\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04 \ubd84\uc11d \uc2dc\uc2a4\ud15c \ub3c4\uc785\uc758 \uae0d\uc815\uc801\uc778 \ud6a8\uacfc\uc640 \ubbf8\ub798 \uc131\uc7a5 \uac00\ub2a5\uc131\uc744 \uba85\ud655\ud788 \uc81c\uc2dc\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c\ub3c4 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\uc640 MSA\uc758 \uacb0\ud569\uc740 \uc778\uacf5\uc9c0\ub2a5, \uc11c\ubc84\ub9ac\uc2a4, \uc5e3\uc9c0 \ucef4\ud4e8\ud305 \ub4f1 \uc2e0\uae30\uc220\uacfc\uc758 \uc735\ud569\uc744 \ud1b5\ud574 \ud55c\uce35 \ub354 \uc9c4\ud654\ud560 \uac83\uc774\uba70, \uc774\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ub3c4\uc785\ud558\ub294 \uae30\uc5c5\uc740 \uacbd\uc7c1\ub825\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c, IT \uc778\ud504\ub77c \uad6c\ucd95 \ubc0f \uc6b4\uc601\uc5d0 \uc788\uc5b4 \uc774\ub7ec\ud55c \uae30\uc220 \ud2b8\ub80c\ub4dc\ub97c \uc120\uc81c\uc801\uc73c\ub85c \ubc18\uc601\ud558\uace0, \uc9c0\uc18d \uac00\ub2a5\ud55c \uc2dc\uc2a4\ud15c \uc124\uacc4\uc640 \uc6b4\uc601 \uc804\ub7b5\uc744 \ub9c8\ub828\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<p>\ubcf8 \uae00\uc774 \uc81c\uacf5\ud55c \uc2ec\ub3c4 \uc788\ub294 \uc774\ub860\uc801 \ubc30\uacbd\uacfc \uc2e4\ubb34 \uc801\uc6a9 \uc0ac\ub840, \uadf8\ub9ac\uace0 \ubbf8\ub798 \uc804\ub9dd\uc5d0 \ub300\ud55c \ubd84\uc11d\uc740 \ub3c5\uc790 \uc5ec\ub7ec\ubd84\uc774 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud558\uace0 \uc6b4\uc601\ud558\ub294 \ub370 \ud544\uc694\ud55c \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud560 \uac83\uc785\ub2c8\ub2e4. \uc131\uacf5\uc801\uc778 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uacfc \uc6b4\uc601\uc744 \uc704\ud574\uc11c\ub294 \ub04a\uc784\uc5c6\ub294 \uc5f0\uad6c\uc640 \ud601\uc2e0, \uadf8\ub9ac\uace0 \ud604\uc7a5\uc758 \ubaa9\uc18c\ub9ac\uc5d0 \uadc0 \uae30\uc6b8\uc774\ub294 \uc790\uc138\uac00 \uc911\uc694\ud568\uc744 \ub2e4\uc2dc \ud55c\ubc88 \uac15\uc870\ud558\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc640 MSA\uc758 \uacb0\ud569\uc740 \ub2e8\uc21c\ud55c \uae30\uc220\uc801 \ubcc0\ud654\uac00 \uc544\ub2c8\ub77c, \ub370\uc774\ud130 \uc911\uc2ec\uc758 \ubbf8\ub798 \ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud55c \ud544\uc218\uc801\uc778 \uae30\ubc18\uc784\uc744 \uc7ac\ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uae30\uc5c5\ub4e4\uc740 \uc804 \uc138\uacc4\uc801\uc73c\ub85c \uacbd\uc7c1 \uc6b0\uc704\ub97c \ud655\ubcf4\ud558\uace0, \ub354 \ub192\uc740 \uc218\uc900\uc758 \uace0\uac1d \ub9cc\uc871\uacfc \ud6a8\uc728\uc131, \uadf8\ub9ac\uace0 \ud601\uc2e0\uc801\uc778 \ube44\uc988\ub2c8\uc2a4 \ubaa8\ub378\uc744 \ucc3d\ucd9c\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc640 \uac19\uc774, \ubcf8 \uac8c\uc2dc\uae00\uc5d0\uc11c \ub2e4\ub8ec \ub0b4\uc6a9\uc740 \ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac\uacb0\uc815\uacfc \uc2e4\uc2dc\uac04 \ubd84\uc11d \ud658\uacbd \uad6c\ucd95\uc5d0 \uc788\uc5b4 \uc911\uc694\ud55c \ucc38\uace0 \uc790\ub8cc\uac00 \ub420 \uac83\uc774\uba70, \ub3c5\uc790 \uc5ec\ub7ec\ubd84\uc5d0\uac8c \uc2e4\uc9c8\uc801\uc778 \uac00\uc774\ub4dc\ub77c\uc778\uacfc \ub3d9\uae30 \ubd80\uc5ec\ub97c \uc81c\uacf5\ud558\uc600\uae30\ub97c \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c\ub3c4 \uc0c8\ub85c\uc6b4 \uae30\uc220 \ub3d9\ud5a5\uacfc \uc0ac\ub840 \uc5f0\uad6c\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ud558\uba70, \ub354 \uc2ec\ub3c4 \uc788\ub294 \ubd84\uc11d\uacfc \uad6c\uccb4\uc801\uc778 \uad6c\ud604 \ubc29\uc548\uc744 \uacf5\uc720\ud560 \uc608\uc815\uc774\ub2c8 \ub9ce\uc740 \uad00\uc2ec \ubd80\ud0c1\ub4dc\ub9bd\ub2c8\ub2e4.<\/p>\n<p>\uc694\uc57d\ud558\uc790\uba74, \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc640 MSA\ub294 \ud604\ub300 IT \ud658\uacbd\uc5d0\uc11c \ub370\uc774\ud130 \ucc98\ub9ac \ubc0f \ubd84\uc11d\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uace0, \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778 \uc758\uc0ac\uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \ud575\uc2ec \uae30\uc220\ub85c \uc790\ub9ac\ub9e4\uae40\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubbf8\ub798 \uae30\uc220 \ubc1c\uc804\uacfc \ud568\uaed8 \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \ub354\uc6b1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub418\uba70, \uae30\uc5c5\uc758 \uc9c0\uc18d \uac00\ub2a5\ud55c \uc131\uc7a5\uacfc \ud601\uc2e0\uc5d0 \ud544\uc218\uc801\uc778 \uc5ed\ud560\uc744 \ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub3c5\uc790 \uc5ec\ub7ec\ubd84\uc758 \ube44\uc988\ub2c8\uc2a4 \uc131\uacf5\uacfc \uae30\uc220 \ud601\uc2e0\uc5d0 \ubcf8 \uae00\uc774 \uc720\uc775\ud55c \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud558\uc600\uae30\ub97c \ubc14\ub77c\uba70, \uc55e\uc73c\ub85c\ub3c4 \uc9c0\uc18d\uc801\uc778 \uae30\uc220 \ubc1c\uc804\uacfc \ud568\uaed8 \ub354\uc6b1 \uad6c\uccb4\uc801\uc774\uace0 \ud604\uc2e4\uc801\uc778 \uc0ac\ub840\ub4e4\uc744 \uacf5\uc720\ud574 \ub098\uac08 \uac83\uc744 \uc57d\uc18d\ub4dc\ub9bd\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc640 MSA\ub97c \uacb0\ud569\ud574 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \ube60\ub978 \uc758\uc0ac\uacb0\uc815\uc744 \uc9c0\uc6d0\ud558\ub294 \ud655\uc7a5\uc131 \ub192\uc740 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