{"id":55948,"date":"2025-03-11T23:40:18","date_gmt":"2025-03-11T14:40:18","guid":{"rendered":"https:\/\/8gfg.shop\/blog\/development\/msa-operation-methodology-with-preemptive-prevention-through-automated-fault-detection-system"},"modified":"2025-03-11T23:40:21","modified_gmt":"2025-03-11T14:40:21","slug":"msa-operation-methodology-with-preemptive-prevention-through-automated-fault-detection-system","status":"publish","type":"post","link":"https:\/\/8gfg.shop\/blog\/development\/msa-operation-methodology-with-preemptive-prevention-through-automated-fault-detection-system","title":{"rendered":"\uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc0ac\uc804 \uc608\ubc29\ud558\ub294 MSA \uc6b4\uc601\ubc95"},"content":{"rendered":"<ul class=\"toc_post_list\">\n<li>\n<h2>\ubaa9\ucc28<\/h2>\n<ul>\n<li><a href=\"#%ec%9e%90%eb%8f%99%ed%99%94%eb%90%9c-%ec%9e%a5%ec%95%a0-%ed%83%90%ec%a7%80-%ec%8b%9c%ec%8a%a4%ed%85%9c%ec%9c%bc%eb%a1%9c-%ec%82%ac%ec%a0%84-%ec%98%88%eb%b0%a9%ed%95%98%eb%8a%94-msa-%ec%9a%b4%ec%98%81-bjNYBLBEgR\">\uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc0ac\uc804 \uc608\ubc29\ud558\ub294 MSA \uc6b4\uc601\ubc95<\/a><\/li>\n<li><a href=\"#%ec%9e%90%eb%8f%99%ed%99%94%eb%90%9c-%ec%9e%a5%ec%95%a0-%ed%83%90%ec%a7%80-%ec%8b%9c%ec%8a%a4%ed%85%9c%ec%9d%98-%ea%b0%9c%eb%85%90-%eb%b0%8f-%ec%a4%91%ec%9a%94%ec%84%b1-bjNYBLBEgR\">\uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \uac1c\ub150 \ubc0f \uc911\uc694\uc131<\/a><\/li>\n<li><a href=\"#msa-%ec%9a%b4%ec%98%81%ec%9d%98-%eb%8f%84%ec%a0%84%ea%b3%bc-%ec%9e%a5%ec%95%a0-%ed%83%90%ec%a7%80-%ec%8b%9c%ec%8a%a4%ed%85%9c%ec%9d%98-%ec%97%ad%ed%95%a0-bjNYBLBEgR\">MSA \uc6b4\uc601\uc758 \ub3c4\uc804\uacfc \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \uc5ed\ud560<\/a><\/li>\n<li><a href=\"#%ec%9e%90%eb%8f%99%ed%99%94-%ec%9e%a5%ec%95%a0-%ed%83%90%ec%a7%80-%ec%8b%9c%ec%8a%a4%ed%85%9c-%ea%b5%ac%ed%98%84%ec%9d%84-%ec%9c%84%ed%95%9c-%ea%b8%b0%ec%88%a0-%eb%b0%8f-%eb%8f%84%ea%b5%ac-bjNYBLBEgR\">\uc790\ub3d9\ud654 \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c \uad6c\ud604\uc744 \uc704\ud55c \uae30\uc220 \ubc0f \ub3c4\uad6c<\/a><\/li>\n<li><a href=\"#%ec%82%ac%eb%a1%80-%ec%97%b0%ea%b5%ac-%eb%b0%8f-%ed%96%a5%ed%9b%84-%ec%a0%84%eb%a7%9d-bjNYBLBEgR\">\uc0ac\ub840 \uc5f0\uad6c \ubc0f \ud5a5\ud6c4 \uc804\ub9dd<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>    <title id=\"%ec%9e%90%eb%8f%99%ed%99%94%eb%90%9c-%ec%9e%a5%ec%95%a0-%ed%83%90%ec%a7%80-%ec%8b%9c%ec%8a%a4%ed%85%9c%ec%9c%bc%eb%a1%9c-%ec%82%ac%ec%a0%84-%ec%98%88%eb%b0%a9%ed%95%98%eb%8a%94-msa-%ec%9a%b4%ec%98%81-bjNYBLBEgR\">\uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc0ac\uc804 \uc608\ubc29\ud558\ub294 MSA \uc6b4\uc601\ubc95<\/title><\/p>\n<h1 id=\"%ec%9e%90%eb%8f%99%ed%99%94%eb%90%9c-%ec%9e%a5%ec%95%a0-%ed%83%90%ec%a7%80-%ec%8b%9c%ec%8a%a4%ed%85%9c%ec%9c%bc%eb%a1%9c-%ec%82%ac%ec%a0%84-%ec%98%88%eb%b0%a9%ed%95%98%eb%8a%94-msa-%ec%9a%b4%ec%98%81-bjNYBLBEgR\">\uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc0ac\uc804 \uc608\ubc29\ud558\ub294 MSA \uc6b4\uc601\ubc95<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/8gfg.shop\/blog\/wp-content\/uploads\/2025\/03\/ec9e90eb8f99ed9994eb909c-ec9ea5ec95a0-ed8390eca780-ec8b9cec8aa4ed859cec9cbceba19c-ec82aceca084-ec9888ebb0a9ed9598eb8a94-msa-ec9ab4ec9881.jpeg\" alt=\"\uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc0ac\uc804 \uc608\ubc29\ud558\ub294 MSA \uc6b4\uc601\ubc95\" \/><\/p>\n<p>    <\/p>\n<h2 id=\"%ec%9e%90%eb%8f%99%ed%99%94%eb%90%9c-%ec%9e%a5%ec%95%a0-%ed%83%90%ec%a7%80-%ec%8b%9c%ec%8a%a4%ed%85%9c%ec%9d%98-%ea%b0%9c%eb%85%90-%eb%b0%8f-%ec%a4%91%ec%9a%94%ec%84%b1-bjNYBLBEgR\">\uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \uac1c\ub150 \ubc0f \uc911\uc694\uc131<\/h2>\n<p>\uc624\ub298\ub0a0 IT \uc778\ud504\ub77c\uc758 \ubcf5\uc7a1\ub3c4\uac00 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uae30\uc5c5\ub4e4\uc740 \uc2dc\uc2a4\ud15c\uc758 \uc2e0\ub8b0\uc131\uacfc \uc548\uc815\uc131\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uc811\uadfc \ubc29\uc2dd\uc744 \ubaa8\uc0c9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98(Microservices Architecture, \uc774\ud558 MSA) \ud658\uacbd\uc5d0\uc11c \uac1c\ubcc4 \uc11c\ube44\uc2a4 \uac04\uc758 \uc0c1\ud638 \uc791\uc6a9 \ubc0f \uc758\uc874\uc131\uc774 \uc99d\uac00\ud558\uba74\uc11c \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc774 \ub9c9\ub300\ud574\uc9c0\uace0, \uc774\uc5d0 \ub530\ub77c \uc7a5\uc560\ub97c \uc0ac\uc804\uc5d0 \uc608\ubc29\ud558\uae30 \uc704\ud55c \uc790\ub3d9\ud654\ub41c \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \ud544\uc694\uc131\uc774 \ub300\ub450\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc7a5\uc560 \ubc1c\uc0dd \uc774\uc804\uc5d0 \ubbf8\uc138\ud55c \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uac10\uc9c0\ud558\uace0, \uc989\uac01\uc801\uc73c\ub85c \ub300\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5b4 \uc788\uc5b4 \ub2e8\uc21c\ud55c \ubaa8\ub2c8\ud130\ub9c1\uc744 \ub118\uc5b4 \uc0ac\uc804 \uc608\ubc29\uc801 \uad00\ub9ac\uc758 \ud575\uc2ec \uc5ed\ud560\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc790\ub3d9\ud654 \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \ub370\uc774\ud130 \uc218\uc9d1, \uc774\uc0c1 \ud0d0\uc9c0, \uacbd\uace0 \ubc1c\uc0dd, \uadf8\ub9ac\uace0 \ubb38\uc81c \ud574\uacb0\uae4c\uc9c0\uc758 \uc804 \uacfc\uc815\uc744 \uc790\ub3d9\ud654\ud558\ub294 \uc194\ub8e8\uc158\uc73c\ub85c, \uc774\ub97c \ud1b5\ud574 \uc6b4\uc601\uc790\ub4e4\uc740 \ubc18\ubcf5\uc801\uc774\uace0 \uc218\ub3d9\uc801\uc778 \uc5c5\ubb34\uc5d0\uc11c \ud574\ubc29\ub418\uc5b4 \ubcf4\ub2e4 \uc804\ub7b5\uc801\uc778 \uc5c5\ubb34\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 MSA \ud658\uacbd\uc5d0\uc11c \uac01 \uc11c\ube44\uc2a4\uc758 \ub3c5\ub9bd\uc131\uacfc \uc790\uc728\uc131\uc774 \ubcf4\uc7a5\ub418\ub294 \ub9cc\ud07c, \ub124\ud2b8\uc6cc\ud06c \ud2b8\ub798\ud53d, \uc751\ub2f5 \uc2dc\uac04, CPU \ubc0f \uba54\ubaa8\ub9ac \uc0ac\uc6a9\ub960 \ub4f1 \ub2e4\uc591\ud55c \uc9c0\ud45c\ub4e4\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uad00\ucc30\ud558\uba70 \uc791\uc740 \ubcc0\ud654\uc5d0\ub3c4 \ubbfc\uac10\ud558\uac8c \ubc18\uc751\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\ud604\ub300\uc758 IT \uc6b4\uc601\uc5d0\uc11c\ub294 \uc7a5\uc560 \ubc1c\uc0dd \ud6c4 \uc2e0\uc18d\ud788 \ubcf5\uad6c\ud558\ub294 \uac83\ubfd0\ub9cc \uc544\ub2c8\ub77c \uc7a5\uc560\ub97c \uc0ac\uc804\uc5d0 \uac10\uc9c0\ud558\uace0 \uc608\ubc29\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \uc608\uce21 \ubd84\uc11d(Predictive Analytics)\uacfc \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud558\uc5ec \ud3c9\uc0c1\uc2dc\uc5d0\ub294 \uc815\uc0c1 \ubc94\uc704\uc774\ub358 \ub370\uc774\ud130\uac00 \uc810\ucc28 \ubcc0\ud654\ud558\ub294 \ud328\ud134\uc744 \uac10\uc9c0\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc6b4\uc601 \ud300\uc740 \ubb38\uc81c\ub97c \uc870\uae30\uc5d0 \uc778\uc9c0\ud558\uace0, \uc7a0\uc7ac\uc801 \uc7a5\uc560\uc758 \uc6d0\uc778\uc744 \ubd84\uc11d\ud558\uc5ec \uc608\ubc29 \uc870\uce58\ub97c \ucde8\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc11c\ube44\uc2a4\uc758 \uc548\uc815\uc131\uc744 \ub192\uc774\ub294 \ub370 \uae30\uc5ec\ud558\uba70, \uace0\uac1d \uc2e0\ub8b0\ub97c \uc99d\ub300\uc2dc\ud0a4\uace0, \uae30\uc5c5 \uc774\ubbf8\uc9c0 \ubc0f \ube0c\ub79c\ub4dc \uac00\uce58\uc5d0\ub3c4 \uae0d\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \ub300\uaddc\ubaa8 MSA \uad6c\uc870\uc5d0\uc11c \ud558\ub098\uc758 \uc791\uc740 \uc7a5\uc560\ub77c\ub3c4 \uace0\uac1d \uacbd\ud5d8\uc5d0 \ud070 \ubd80\uc815\uc801 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc73c\ubbc0\ub85c, \uc7a5\uc560 \uc608\ubc29 \ubc0f \ube60\ub978 \ubcf5\uad6c\ub294 \uae30\uc5c5 \uacbd\uc7c1\ub825\uc758 \ud575\uc2ec \uc694\uc18c\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc7a5\uc560\uc758 \uc870\uae30 \ud0d0\uc9c0\ub294 \ube44\uc6a9 \uc808\uac10 \ud6a8\uacfc\ubfd0 \uc544\ub2c8\ub77c \uc6b4\uc601 \ud6a8\uc728\uc744 \uadf9\ub300\ud654\ud558\ub294 \ub370\ub3c4 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc790\ub3d9\ud654\ub41c \uc2dc\uc2a4\ud15c\uc740 \uc778\uac04\uc758 \uac1c\uc785 \uc5c6\uc774\ub3c4 \uc5f0\uc18d\uc801\uc73c\ub85c \ub370\uc774\ud130\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud560 \uc218 \uc788\uc73c\uba70, 24\uc2dc\uac04 \ub0b4\ub0b4 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc7a5\uc560 \uc9d5\ud6c4\ub97c \ubd84\uc11d\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc9c0\uc18d\uc801 \uac10\uc2dc \uccb4\uacc4\ub294 \uacfc\uac70 \ub370\uc774\ud130\uc640 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \uacb0\ud569\ud574 \ubcf4\ub2e4 \uc815\ud655\ud55c \uc608\uce21\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uba70, \uc624\ub958\ub97c \ucd5c\uc18c\ud654\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud55c \uae08\uc735\uae30\uad00\uc5d0\uc11c\ub294 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc778\ud574 \uace0\uac1d \uac70\ub798 \uc7a5\uc560\ub97c \ubbf8\ub9ac \uac10\uc9c0\ud558\uace0 \uc989\uac01\uc801\uc778 \ub300\uc751\uc744 \ud1b5\ud574 \ud070 \uc0ac\uace0\ub97c \ubc29\uc9c0\ud55c \uc0ac\ub840\uac00 \ubcf4\uace0\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 IT \uc2dc\uc2a4\ud15c\uc758 \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud558\ub294 \ud604\ub300 \uc0ac\ud68c\uc5d0\uc11c \ub2e8\uc21c\ud55c \ubcf4\uc870 \ub3c4\uad6c \uc774\uc0c1\uc758 \uc758\ubbf8\ub97c \uac00\uc9c0\uba70, \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131\uacfc \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \ubcf4\uc7a5\ud558\ub294 \ud544\uc218 \uc7a5\ube44\ub85c \uc778\uc2dd\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc790\ub3d9 \ubcf5\uad6c \ud504\ub85c\uc138\uc2a4\uc640 \uae34\ubc00\ud558\uac8c \uc5f0\uacc4\ub418\uc5b4, \ub2e8\uc21c \uacbd\uace0\uc5d0 \uadf8\uce58\uc9c0 \uc54a\uace0 \uc2e4\uc81c \ubb38\uc81c \ud574\uacb0\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\ub294 \uc5d4\ub4dc \ud22c \uc5d4\ub4dc \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc2e4\uc81c\ub85c \uc5ec\ub7ec \uae00\ub85c\ubc8c IT \uae30\uc5c5\ub4e4\uc740 \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud558\uc5ec, \uac01\uc885 \uc7a5\uc560\uc640 \uc0ac\uace0\uc5d0 \ub300\ud55c \uc2e0\uc18d\ud55c \ub300\uc751 \ub2a5\ub825\uc744 \uac16\ucd94\uace0 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc11c\ube44\uc2a4 \uc911\ub2e8 \uc2dc\uac04\uc744 \ucd5c\uc18c\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uac19\uc740 \uc2dc\uc2a4\ud15c\uc774 \ub3c4\uc785\ub418\uba74\uc11c, IT \uc6b4\uc601\uc790\ub4e4\uc740 \ubc18\ubcf5\uc801\uc73c\ub85c \ubc1c\uc0dd\ud558\ub294 \uacbd\uace0 \uba54\uc2dc\uc9c0\uc5d0 \uc18c\ubaa8\ub418\ub294 \uc2dc\uac04\uc744 \uc904\uc774\uace0, \ubcf4\ub2e4 \ubcf8\uc9c8\uc801\uc778 \ubb38\uc81c \ud574\uacb0\uacfc \uc804\ub7b5\uc801 \uc758\uc0ac \uacb0\uc815\uc744 \uc218\ud589\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uc9c0\uc18d\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ub418\ub294 \ub370\uc774\ud130\uc640 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc740 \uc2a4\uc2a4\ub85c \uc9c4\ud654\ud558\uba70 \ub354\uc6b1 \uc815\uad50\ud55c \ud0d0\uc9c0 \uae30\ub2a5\uc744 \uac16\ucd94\uac8c \ub429\ub2c8\ub2e4. \uae30\uc874\uc758 \ub2e8\uc21c \ub8f0 \uae30\ubc18 \uc2dc\uc2a4\ud15c\uacfc \ub2ec\ub9ac, \ub370\uc774\ud130 \uae30\ubc18 \uc608\uce21 \ubaa8\ub378\uc740 \ubcc0\ud654\ud558\ub294 \ud658\uacbd\uc5d0 \uc720\uc5f0\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\uc5b4, \ube60\ub974\uac8c \ubcc0\ud654\ud558\ub294 MSA \ud658\uacbd\uc5d0\uc11c \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc9c4\ud654\ub41c \uc2dc\uc2a4\ud15c\uc740 \uacfc\uac70\uc5d0\ub294 \ud30c\uc545\ud558\uae30 \uc5b4\ub824\uc6e0\ub358 \ubbf8\uc138\ud55c \uc774\uc0c1 \uc9d5\ud6c4\uae4c\uc9c0\ub3c4 \uc2dd\ubcc4\ud568\uc73c\ub85c\uc368, \uc0ac\uc804 \uc608\ubc29\uc758 \ud6a8\uacfc\ub97c \uadf9\ub300\ud654\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \ucc28\uc138\ub300 IT \uc778\ud504\ub77c \uad00\ub9ac\uc758 \ud575\uc2ec\uc73c\ub85c, \uae30\uc5c5\uc758 \ub514\uc9c0\ud138 \ud2b8\ub79c\uc2a4\ud3ec\uba54\uc774\uc158 \uacfc\uc815\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ub2f4\ub2f9\ud569\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc778 \ud601\uc2e0\uacfc \uae30\uc220 \ubc1c\uc804\uc5d0 \ud798\uc785\uc5b4, \ubbf8\ub798\uc5d0\ub294 \ub354\uc6b1 \ubcf5\uc7a1\ud55c \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub3c4 \uc548\uc815\uc801\uc778 \uc6b4\uc601\uc744 \ubcf4\uc7a5\ud560 \uc218 \uc788\ub294 \ud544\uc218 \uae30\uc220\ub85c \uc790\ub9ac\ub9e4\uae40\ud560 \uac83\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uae30\uc5c5\uc740 \uce58\uba85\uc801\uc778 \uc7a5\uc560\ub85c \uc778\ud55c \uacbd\uc81c\uc801, \ube0c\ub79c\ub4dc\uc801 \uc190\uc2e4\uc744 \ucd5c\uc18c\ud654\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc694\uc57d\ud558\uc790\uba74, \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 MSA \uae30\ubc18\uc758 \ubcf5\uc7a1\ud55c IT \ud658\uacbd\uc5d0\uc11c \ud544\uc218\uc801\uc778 \uc694\uc18c\ub85c, \uc7a5\uc560\ub97c \uc0ac\uc804\uc5d0 \ud0d0\uc9c0\ud558\uace0 \uc608\ubc29\ud558\ub294 \uc5ed\ud560\uc744 \uc218\ud589\ud558\uba70, \uc870\uc9c1\uc758 \uc804\ubc18\uc801\uc778 \ud6a8\uc728\uc131\uacfc \uc548\uc815\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uc911\uc694\ud55c \uae30\uc220\uc801 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc758 \ub3c4\uc785\uc740 \ube44\uc6a9 \uc808\uac10\uacfc \uace0\uac1d \ub9cc\uc871\ub3c4 \uc99d\uac00\ub77c\ub294 \ub450 \ub9c8\ub9ac \ud1a0\ub07c\ub97c \ub3d9\uc2dc\uc5d0 \uc7a1\uc744 \uc218 \uc788\ub294 \uc804\ub7b5\uc801 \ud22c\uc790\ub77c \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>    <\/p>\n<h2 id=\"msa-%ec%9a%b4%ec%98%81%ec%9d%98-%eb%8f%84%ec%a0%84%ea%b3%bc-%ec%9e%a5%ec%95%a0-%ed%83%90%ec%a7%80-%ec%8b%9c%ec%8a%a4%ed%85%9c%ec%9d%98-%ec%97%ad%ed%95%a0-bjNYBLBEgR\">MSA \uc6b4\uc601\uc758 \ub3c4\uc804\uacfc \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \uc5ed\ud560<\/h2>\n<p>\ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98(MSA)\ub294 \ub300\uaddc\ubaa8 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc5ec\ub7ec \uac1c\uc758 \ub3c5\ub9bd\ub41c \uc11c\ube44\uc2a4\ub85c \ubd84\ub9ac\ud558\uc5ec \uc6b4\uc601\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c, \uae30\uc874\uc758 \ubaa8\ub180\ub9ac\uc2dd \uc544\ud0a4\ud14d\ucc98\uc640\ub294 \uadfc\ubcf8\uc801\uc73c\ub85c \ub2e4\ub978 \uc6b4\uc601 \ud658\uacbd\uc744 \uac16\uac8c \ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubcc0\ud654\ub294 \uac1c\ubc1c\uacfc \ubc30\ud3ec\uc758 \uc720\uc5f0\uc131\uc744 \uadf9\ub300\ud654\ud558\ub294 \ub3d9\uc2dc\uc5d0, \uc11c\ube44\uc2a4 \uac04\uc758 \uc0c1\ud638 \uc758\uc874\uc131\uc73c\ub85c \uc778\ud574 \uc6b4\uc601 \ubc0f \uad00\ub9ac \uce21\uba74\uc5d0\uc11c\ub294 \uc0c8\ub85c\uc6b4 \ub3c4\uc804 \uacfc\uc81c\ub97c \uc81c\uc2dc\ud569\ub2c8\ub2e4. MSA \ud658\uacbd\uc5d0\uc11c\ub294 \uac01 \uc11c\ube44\uc2a4\uac00 \ub3c5\ub9bd\uc801\uc73c\ub85c \ubc30\ud3ec\ub418\uace0 \uc5c5\ub370\uc774\ud2b8\ub418\uae30 \ub54c\ubb38\uc5d0 \uc7a5\uc560\uac00 \ubc1c\uc0dd\ud588\uc744 \ub54c \uc6d0\uc778 \ud30c\uc545\uc774 \uc5b4\ub824\uc6b0\uba70, \uc774\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uae30 \uc704\ud55c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \uc5ed\ud560\uc774 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>MSA \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \uc8fc\uc694 \ub3c4\uc804 \uc911 \ud558\ub098\ub294 \uc11c\ube44\uc2a4 \uac04\uc758 \ubcf5\uc7a1\ud55c \uc758\uc874\uc131\uacfc \ubd84\uc0b0\ub41c \ub85c\uadf8 \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \ub370\uc774\ud130\uc758 \ud6a8\uc728\uc801\uc778 \uc218\uc9d1 \ubc0f \ubd84\uc11d \ubb38\uc81c\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\ubb38 \uc2dc\uc2a4\ud15c, \uacb0\uc81c \uc2dc\uc2a4\ud15c, \uc7ac\uace0 \uad00\ub9ac \uc2dc\uc2a4\ud15c \ub4f1\uc774 \uc11c\ub85c \uae34\ubc00\ud558\uac8c \uc5f0\uacb0\ub418\uc5b4 \uc788\uc9c0\ub9cc, \uac01 \uc2dc\uc2a4\ud15c\uc740 \ub2e4\ub978 \uae30\uc220 \uc2a4\ud0dd\uacfc \uc5b8\uc5b4\ub85c \uac1c\ubc1c\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc0c1\ud669\uc5d0\uc11c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \uac01\uae30 \ub2e4\ub978 \ub85c\uadf8 \ud3ec\ub9f7\uacfc \uba54\ud2b8\ub9ad\uc744 \ud1b5\ud569 \ubd84\uc11d\ud558\uc5ec, \uac1c\ubcc4 \uc7a5\uc560\uc640 \uc7a0\uc7ac\uc801 \ubb38\uc81c\ub97c \ube60\ub974\uac8c \uc2dd\ubcc4\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, MSA \uc6b4\uc601\uc5d0\uc11c\ub294 \uc11c\ube44\uc2a4\uc758 \ub3c5\ub9bd\uc801\uc778 \ubc30\ud3ec\uc640 \uc5c5\ub370\uc774\ud2b8 \uacfc\uc815\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ubc84\uc804 \uac04 \ud638\ud658\uc131 \ubb38\uc81c, API \ubcc0\uacbd\uc5d0 \ub530\ub978 \uc5f0\uc1c4 \uc7a5\uc560 \ub4f1 \ub2e4\uc591\ud55c \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub54c, \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \uac01 \uc11c\ube44\uc2a4\uc758 \uc0c1\ud0dc\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uc5ec, \uc608\uc0c1\uce58 \ubabb\ud55c \ubcc0\ud654\ub098 \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uc870\uae30\uc5d0 \ubc1c\uacac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc6b4\uc601\ud300\uc740 \uc7a5\uc560 \ubc1c\uc0dd \uc804 \uc2e0\uc18d\ud55c \ub300\uc751 \uccb4\uacc4\ub97c \uad6c\ucd95\ud558\uace0, \uc7a5\uc560 \ud655\uc0b0\uc744 \ubc29\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud2b9\ud788, MSA \ud658\uacbd\uc5d0\uc11c\ub294 \uc7a5\uc560\uac00 \ud55c \uc11c\ube44\uc2a4\uc5d0 \uad6d\ud55c\ub418\uc9c0 \uc54a\uace0, \uc5ec\ub7ec \uc11c\ube44\uc2a4\uc5d0 \uac78\uccd0 \uc5f0\uc1c4\uc801\uc73c\ub85c \ubc1c\uc0dd\ud560 \uc704\ud5d8\uc774 \uc788\uae30 \ub54c\ubb38\uc5d0 \ub300\uc751\uc774 \ub354\uc6b1 \uc911\uc694\ud569\ub2c8\ub2e4. \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc740 \uc2dc\uc2a4\ud15c \uc804\ubc18\uc758 \uc0c1\ud0dc\ub97c \ud1b5\ud569\uc801\uc73c\ub85c \ubd84\uc11d\ud558\uc5ec, \uc5b4\ub290 \ud55c \uc11c\ube44\uc2a4\uc5d0\uc11c \ubc1c\uc0dd\ud55c \uacbd\ubbf8\ud55c \ubb38\uc81c\ub77c\ub3c4 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc5d0 \ubbf8\uce60 \uc601\ud5a5\uc744 \ud3c9\uac00\ud558\uace0, \uc0ac\uc804 \uacbd\uace0\ub97c \ubc1c\uc1a1\ud568\uc73c\ub85c\uc368 \ub300\uaddc\ubaa8 \uc7a5\uc560\ub85c \ud655\ub300\ub418\ub294 \uac83\uc744 \uc608\ubc29\ud569\ub2c8\ub2e4.<\/p>\n<p>MSA \uc6b4\uc601\uc5d0\uc11c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \uc5ed\ud560\uc740 \uc7a5\uc560 \ubc1c\uc0dd \ud6c4 \ub2e8\uc21c\ud788 \ubb38\uc81c\ub97c \uc54c\ub824\uc8fc\ub294 \uac83\uc744 \ub118\uc5b4, \uc7a5\uc560\uc758 \uc6d0\uc778\uc744 \uae4a\uc774\uc788\uac8c \ubd84\uc11d\ud558\uace0, \uc7ac\ud604 \uac00\ub2a5\ud55c \ud328\ud134\uc744 \ucc3e\uc544\ub0b4\uc5b4 \uadfc\ubcf8\uc801\uc778 \ubb38\uc81c \ud574\uacb0\uc744 \ub3d5\ub294 \ub370 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ucd5c\uadfc \ud55c \uae00\ub85c\ubc8c IT \uae30\uc5c5\uc5d0\uc11c\ub294 MSA \ud658\uacbd\uc758 \ubcf5\uc7a1\uc131\uc744 \ud574\uacb0\ud558\uae30 \uc704\ud574 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \uc7a5\uc560 \uc608\uce21 \ubaa8\ub378\uc744 \ub3c4\uc785\ud558\uc600\uace0, \uc774\ub97c \ud1b5\ud574 \uc18c\uaddc\ubaa8 \uc7a5\uc560\uac00 \ubc1c\uc0dd\ud558\ub354\ub77c\ub3c4 \uc2e0\uc18d\ud558\uac8c \ub300\uc751\ud558\uc5ec \uc804\uccb4 \uc11c\ube44\uc2a4 \uc911\ub2e8\uc744 \ubc29\uc9c0\ud558\ub294 \uc131\uacfc\ub97c \uac70\ub450\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc6b4\uc601\ud300\uc5d0\uac8c \ub2e8\uc21c\ud55c \uc54c\ub78c \uc774\uc0c1\uc758 \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\uba70, \ubb38\uc81c\uc758 \uc6d0\uc778 \ubd84\uc11d \ubc0f \ubcf5\uad6c \uacfc\uc815\uc5d0\uc11c \ud544\uc694\ud55c \uc0c1\uc138 \ub85c\uadf8\uc640 \ud2b8\ub79c\uc7ad\uc158 \uae30\ub85d\uc744 \ud568\uaed8 \ubd84\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uac1d\uad00\uc801\uc778 \ud310\ub2e8\uc740 \uc798\ubabb\ub41c \ucd94\uce21\uc774\ub098 \uc8fc\uad00\uc801\uc778 \ubd84\uc11d\uc73c\ub85c \uc778\ud55c \uc624\ub958\ub97c \ucd5c\uc18c\ud654\ud558\uace0, \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131\uc744 \uadf9\ub300\ud654\ud558\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacfc\uc815\uc740 \uacb0\uad6d \uc6b4\uc601 \ud6a8\uc728\uc131 \ud5a5\uc0c1\uacfc \uace0\uac1d \ub9cc\uc871\ub3c4 \uc99d\ub300\ub85c \uc774\uc5b4\uc9d1\ub2c8\ub2e4.<\/p>\n<p>MSA\uc758 \ubd84\uc0b0\ub41c \ud2b9\uc131 \ub54c\ubb38\uc5d0 \ubc1c\uc0dd\ud558\ub294 \ub124\ud2b8\uc6cc\ud06c \uc9c0\uc5f0, \uc77c\uc2dc\uc801 \uc624\ub958, \ub370\uc774\ud130 \ubd88\uc77c\uce58 \ub4f1\uc758 \ubb38\uc81c \uc5ed\uc2dc \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc774 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \uc218\ud589\ud558\ub294 \uc774\uc720\uc785\ub2c8\ub2e4. \uc6b4\uc601\ud300\uc740 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uc7a5\uc560 \ubc1c\uc0dd \ud328\ud134\uc744 \ubd84\uc11d\ud558\uace0, \uc720\uc0ac\ud55c \ubb38\uc81c\uac00 \ubc18\ubcf5\ub418\uc9c0 \uc54a\ub3c4\ub85d \uadfc\ubcf8\uc801\uc778 \uc6d0\uc778\uc744 \ucc3e\uc544 \uac1c\uc120\ud558\ub294 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uac19\uc774, \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \ub2e8\uc21c\ud55c \ubaa8\ub2c8\ud130\ub9c1\uc744 \ub118\uc5b4, \uc9c0\uc18d\uc801\uc778 \uac1c\uc120\uacfc \ud488\uc9c8 \uad00\ub9ac\ub97c \uc704\ud55c \uc911\uc694\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, MSA \ud658\uacbd\uc5d0\uc11c\ub294 \uc5ec\ub7ec \ud300\uc774 \ub3d9\uc2dc\uc5d0 \uc5ec\ub7ec \uc11c\ube44\uc2a4\ub97c \uc6b4\uc601\ud558\uac8c \ub418\ubbc0\ub85c, \uac01 \uc11c\ube44\uc2a4\uc758 \uc7a5\uc560\uc640 \uad00\ub828\ub41c \uc815\ubcf4\ub97c \uc911\uc559 \uc9d1\uc911\ud615 \ub300\uc2dc\ubcf4\ub4dc\ub85c \uc2dc\uac01\ud654\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc740 \uac01 \uc11c\ube44\uc2a4\uc758 \uc0c1\ud0dc \uc815\ubcf4\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ud558\uace0, \uc6b4\uc601\uc790\uac00 \ube60\ub974\uac8c \uc774\uc0c1 \uc9d5\ud6c4\ub97c \ud30c\uc545\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \uc5ec\ub7ec \ubd80\uc11c \uac04 \ud611\uc5c5\uc744 \uac15\ud654\ud558\uace0, \ubb38\uc81c \ubc1c\uc0dd \uc2dc \uc804\uc0ac\uc801\uc778 \ub300\uc751 \uccb4\uacc4\ub97c \uad6c\ucd95\ud558\ub294 \ub370 \ud06c\uac8c \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub354 \ub098\uc544\uac00, \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \uc2dc\uc2a4\ud15c \ud68c\ubcf5\ub825(Resilience) \uac15\ud654\uc5d0\ub3c4 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc7a5\uc560\uac00 \ubc1c\uc0dd\ud560 \uac00\ub2a5\uc131\uc774 \ub192\uc740 \uc601\uc5ed\uc744 \ubbf8\ub9ac \uc608\uce21\ud558\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc790\ub3d9 \ubcf5\uad6c \ud504\ub85c\uc138\uc2a4\ub97c \uc124\uacc4\ud558\uba74, \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc11c\ube44\uc2a4 \uc911\ub2e8 \uae30\uac04\uc744 \ucd5c\uc18c\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c\ub294 \uc790\ub3d9 \uc2a4\ucf00\uc77c\ub9c1, \ucee8\ud14c\uc774\ub108 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158\uacfc \uacb0\ud569\ud574 \uc7a5\uc560 \uc2dc \uc790\ub3d9 \ubcf5\uad6c \uba54\ucee4\ub2c8\uc998\uc744 \uad6c\ud604\ud558\ub294 \uc0ac\ub840\uac00 \ub298\uc5b4\ub098\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, MSA \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \uae30\uc5c5\uc758 \uc6b4\uc601 \uc804\ub7b5\uc5d0 \uc788\uc5b4 \ud544\uc218\uc801\uc778 \uae30\uc220\uc801 \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc73c\uba70, \uc9c0\uc18d\uc801\uc778 \ud22c\uc790\uc640 \uc5f0\uad6c\uac00 \uc774\ub8e8\uc5b4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc0ac\ub840\uc640 \ud1b5\uacc4 \uc790\ub8cc\ub97c \ud1b5\ud574 \uc790\ub3d9\ud654\ub41c \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \ud6a8\uacfc\uac00 \uc785\uc99d\ub418\uba74\uc11c, \uc55e\uc73c\ub85c MSA\ub97c \uc6b4\uc601\ud558\ub294 \ubaa8\ub4e0 \uae30\uc5c5\uc740 \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c \ub3c4\uc785\uc744 \ud544\uc218\uc801\uc73c\ub85c \uace0\ub824\ud558\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4. \uc774\uc640 \uac19\uc774, \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 MSA \ud658\uacbd\uc758 \uc9c0\uc18d \uac00\ub2a5\uc131\uacfc \uc548\uc815\uc131\uc744 \uc704\ud55c \uc911\uc694\ud55c \ubc29\ud328\ub85c \uc791\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<p>    <\/p>\n<h2 id=\"%ec%9e%90%eb%8f%99%ed%99%94-%ec%9e%a5%ec%95%a0-%ed%83%90%ec%a7%80-%ec%8b%9c%ec%8a%a4%ed%85%9c-%ea%b5%ac%ed%98%84%ec%9d%84-%ec%9c%84%ed%95%9c-%ea%b8%b0%ec%88%a0-%eb%b0%8f-%eb%8f%84%ea%b5%ac-bjNYBLBEgR\">\uc790\ub3d9\ud654 \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c \uad6c\ud604\uc744 \uc704\ud55c \uae30\uc220 \ubc0f \ub3c4\uad6c<\/h2>\n<p>\uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc744 \uc131\uacf5\uc801\uc73c\ub85c \uad6c\ud604\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc591\ud55c \uae30\uc220\uacfc \ub3c4\uad6c\ub4e4\uc774 \ubcf5\ud569\uc801\uc73c\ub85c \uc791\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4. MSA \ud658\uacbd\uc5d0\uc11c\ub294 \ubd84\uc0b0\ub41c \ub85c\uadf8 \uc218\uc9d1, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubd84\uc11d, \uc774\ubca4\ud2b8 \uae30\ubc18 \uacbd\ubcf4 \uc2dc\uc2a4\ud15c \ub4f1 \uc5ec\ub7ec \uc694\uc18c\uac00 \uc720\uae30\uc801\uc73c\ub85c \uc5f0\uacb0\ub418\uc5b4\uc57c \ud558\uba70, \uc774\ub97c \uc704\ud574 \ucd5c\uc2e0 \uae30\uc220 \uc2a4\ud0dd\uacfc \uc194\ub8e8\uc158\ub4e4\uc774 \ub3c4\uc785\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc7a5\uc560 \ud0d0\uc9c0\uc758 \uc815\ud655\ub3c4\ub97c \ub192\uc774\uace0, \uc2e0\uc18d\ud55c \ub300\uc751\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uae30 \uc704\ud574\uc11c\ub294 \uac01 \uad6c\uc131 \uc694\uc18c \uac04\uc758 \uae34\ubc00\ud55c \uc5f0\ub3d9\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<p>\uccab \ubc88\uc9f8\ub85c \ub17c\uc758\ud574\uc57c \ud560 \uae30\uc220\uc740 \ub85c\uadf8 \ubc0f \uc774\ubca4\ud2b8 \ub370\uc774\ud130\uc758 \uc218\uc9d1\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc11c\ube44\uc2a4\ub9c8\ub2e4 \uc11c\ub85c \ub2e4\ub978 \ud615\ud0dc\uc758 \ub85c\uadf8\uac00 \uae30\ub85d\ub418\uae30 \ub54c\ubb38\uc5d0 \uc774\ub97c \ud1b5\ud569\ud558\uace0 \uc77c\uad00\ub41c \ud3ec\ub9f7\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \uc791\uc5c5\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. Apache Kafka, Fluentd, Logstash \ub4f1\uc758 \ub3c4\uad6c\ub294 \uc774\ub7ec\ud55c \ub85c\uadf8 \uc218\uc9d1\uacfc \ucc98\ub9ac\uc5d0 \ub110\ub9ac \ud65c\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uc548\uc815\uc801\uc73c\ub85c \uc6b4\uc601\ud560 \uc218 \uc788\uac8c \ub3d5\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc6b4\uc601\ud300\uc740 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub370\uc774\ud130\ub97c \ud558\ub098\uc758 \uc911\uc559 \uc704\uce58\ub85c \ubaa8\uc544 \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub450 \ubc88\uc9f8 \uc911\uc694\ud55c \uc694\uc18c\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \uc800\uc7a5 \ubc0f \ubd84\uc11d\uc785\ub2c8\ub2e4. Prometheus\uc640 \uac19\uc740 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ubca0\uc774\uc2a4(TSDB)\ub294 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc218\uc9d1\ub418\ub294 \ub370\uc774\ud130\ub97c \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \uc800\uc7a5\ud560 \uc218 \uc788\ub294 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. Prometheus\ub294 \ud2b9\ud788 MSA \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c \uac01 \uc11c\ube44\uc2a4\uc758 \uc0c1\ud0dc\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0, \ud2b9\uc815 \uc784\uacc4\uce58\ub97c \ucd08\uacfc\ud560 \uacbd\uc6b0 \uacbd\uace0\ub97c \ubc1c\uc0dd\uc2dc\ud0a4\ub294 \uae30\ub2a5\uc73c\ub85c \uc720\uba85\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc740 \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec \uc5ed\ud560\uc778 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc608\uce21\uc5d0 \ud070 \uae30\uc5ec\ub97c \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc138 \ubc88\uc9f8\ub85c, \uba38\uc2e0\ub7ec\ub2dd \ubc0f \uc608\uce21 \ubd84\uc11d \uc54c\uace0\ub9ac\uc998\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc7a5\uc560 \ubc1c\uc0dd \ud328\ud134\uc744 \uc608\uce21\ud558\uae30 \uc704\ud574\uc11c\ub294 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \ud1b5\uacc4 \ubaa8\ub378\uacfc \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc758 \ub3c4\uc785\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. TensorFlow, PyTorch \ub4f1\uc758 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ud1b5\ud574 \uad6c\ud604\ub41c \ubaa8\ub378\ub4e4\uc740 \ub2e4\uc591\ud55c \uc7a5\uc560 \uc9d5\ud6c4\ub97c \ud559\uc2b5\ud558\uace0, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc7a0\uc7ac\uc801 \uc7a5\uc560\ub97c \uc608\uce21\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud55c \ub300\ud615 IT \uae30\uc5c5\uc740 \uc2dc\uacc4\uc5f4 \uc608\uce21\uc744 \ud1b5\ud574 CPU \uc0ac\uc6a9\ub960\uc758 \uae09\uaca9\ud55c \uc99d\ub300\ub97c \ubbf8\ub9ac \uac10\uc9c0\ud558\uc5ec \uc7a5\uc560\ub97c \uc0ac\uc804\uc5d0 \ud68c\ud53c\ud55c \uc0ac\ub840\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub124 \ubc88\uc9f8\ub85c, \uc774\ubca4\ud2b8 \uae30\ubc18 \uacbd\ubcf4 \uc2dc\uc2a4\ud15c\uc740 \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \ud504\ub85c\uc138\uc2a4\uc5d0\uc11c \uc2e0\uc18d\ud55c \ub300\uc751\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. Alertmanager\uc640 \uac19\uc740 \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud558\uba74, \ud2b9\uc815 \uc774\ubca4\ud2b8\uac00 \ubc1c\uc0dd\ud588\uc744 \ub54c \uc790\ub3d9\uc73c\ub85c \uc6b4\uc601\ud300\uc5d0\uac8c \uc54c\ub9bc\uc744 \uc804\ub2ec\ud558\uace0, \uc0ac\uc804\uc5d0 \uc815\uc758\ub41c \ubcf5\uad6c \uc808\ucc28\ub97c \uc2e4\ud589\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uccb4\uacc4\ub294 \uc218\ub3d9 \ubaa8\ub2c8\ud130\ub9c1\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uace0, \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc2e0\uc18d\ud55c \uc870\uce58\ub97c \ucde8\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4. \ub610\ud55c, \uacbd\ubcf4\uc758 \uc6b0\uc120\uc21c\uc704\ub97c \uc815\ubc00\ud558\uac8c \uc870\uc808\ud558\uc5ec \ubd88\ud544\uc694\ud55c \uc54c\ub9bc\uc73c\ub85c \uc778\ud55c \ud53c\ub85c\ub3c4\ub97c \uc904\uc774\ub294 \uac83\ub3c4 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\uc12f \ubc88\uc9f8\ub85c, \ub300\uc2dc\ubcf4\ub4dc \uc2dc\uac01\ud654 \ub3c4\uad6c\ub294 \ub370\uc774\ud130 \ubd84\uc11d \uacb0\uacfc\ub97c \ud55c\ub208\uc5d0 \ud655\uc778\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. Grafana\uc640 Kibana\uc640 \uac19\uc740 \uc2dc\uac01\ud654 \ub3c4\uad6c\ub294 \ub2e4\uc591\ud55c \uba54\ud2b8\ub9ad\uacfc \ub85c\uadf8 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\uc5ec \uc2dc\uac01\uc801 \ub300\uc2dc\ubcf4\ub4dc\ub97c \uc81c\uacf5\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \uc6b4\uc601\ud300\uc740 \uc2dc\uc2a4\ud15c \uc804\ubc18\uc758 \uc0c1\ud0dc\ub97c \uc27d\uac8c \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc740 \uc7a5\uc560 \ubc1c\uc0dd \uc804\ud6c4\uc758 \ub370\uc774\ud130\ub97c \ube44\uad50 \ubd84\uc11d\ud558\uac70\ub098, \ud2b8\ub80c\ub4dc\ub97c \ud30c\uc545\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc5ec\uc12f \ubc88\uc9f8\ub85c, API \uc911\uc2ec\uc758 \ud1b5\ud569 \ubc0f \uc790\ub3d9\ud654\ub294 \uac01 \ub3c4\uad6c \uac04\uc758 \uae34\ubc00\ud55c \uc5f0\ub3d9\uc744 \uc2e4\ud604\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ucd5c\uc2e0 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc740 RESTful API\ub098 GraphQL API \ub4f1\uc744 \ud1b5\ud574 \uc11c\ub85c \ub2e4\ub978 \uc2dc\uc2a4\ud15c \uac04\uc758 \ub370\uc774\ud130\ub97c \uc190\uc27d\uac8c \uad50\ud658\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \ub2e8\uc77c \ud50c\ub7ab\ud3fc\uc5d0\uc11c \uc804\uccb4 \ubaa8\ub2c8\ud130\ub9c1 \uccb4\uacc4\ub97c \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \uc774\ub7ec\ud55c \ud1b5\ud569 \uccb4\uacc4\ub97c \ubc14\ud0d5\uc73c\ub85c \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ud750\ub984\uc744 \uc720\uc9c0\ud558\uba70, \uc2e4\uc2dc\uac04 \ub300\uc751\ub825\uc744 \uac15\ud654\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc77c\uacf1 \ubc88\uc9f8\ub85c, \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \ud658\uacbd\uc5d0\uc11c \uc0ac\uc6a9 \uac00\ub2a5\ud55c \ucee8\ud14c\uc774\ub108 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ub3c4\uad6c\uc778 Kubernetes\ub294 MSA \ud658\uacbd\uc758 \ud575\uc2ec \uc778\ud504\ub77c \uad00\ub9ac \ub3c4\uad6c\uc785\ub2c8\ub2e4. Kubernetes\uc758 \uc790\uccb4 \ubaa8\ub2c8\ud130\ub9c1 \uae30\ub2a5\uacfc \uacb0\ud569\ub41c \ub85c\uadf8 \uc218\uc9d1 \ubc0f \ubd84\uc11d \ub3c4\uad6c\ub4e4\uc740 \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uacfc \uc720\uae30\uc801\uc73c\ub85c \uc5f0\ub3d9\ub418\uc5b4, \ucee8\ud14c\uc774\ub108 \ub2e8\uc704\uc5d0\uc11c\uc758 \uc7a5\uc560 \ubc1c\uc0dd\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \uac10\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ud2b9\ud788 \ub3d9\uc801\uc778 \ub9ac\uc18c\uc2a4 \ubc30\ubd84\uacfc \ube60\ub978 \ubc30\ud3ec\uac00 \uc774\ub8e8\uc5b4\uc9c0\ub294 \ud658\uacbd\uc5d0\uc11c \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc5ec\ub35f \ubc88\uc9f8\ub85c, \uc790\ub3d9\ud654 \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc5d0 \uc788\uc5b4 \uc911\uc694\ud55c \ub610 \ub2e4\ub978 \uc694\uc18c\ub294 \ubcf4\uc548\uc785\ub2c8\ub2e4. \ubd84\uc0b0 \ud658\uacbd\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \uc720\ucd9c\uacfc \ubcf4\uc548 \uce68\ud574 \uac00\ub2a5\uc131\uc774 \ub192\uc544\uc9c0\ubbc0\ub85c, \ub370\uc774\ud130\ub97c \uc554\ud638\ud654\ud558\uace0 \uc548\uc804\ud558\uac8c \uc800\uc7a5\ud558\ub294 \ubcf4\uc548 \uc194\ub8e8\uc158\uc774 \ud568\uaed8 \ub3c4\uc785\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc774 \uc624\uc9c1 \uc624\ub958\ub9cc \uac10\uc9c0\ud558\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \uc545\uc758\uc801\uc778 \uacf5\uaca9\uc73c\ub85c \uc778\ud55c \uc7a5\uc560\uae4c\uc9c0\ub3c4 \uc870\uae30\uc5d0 \uc2dd\ubcc4\ud560 \uc218 \uc788\ub294 \uc885\ud569\uc801 \ubcf4\uc548 \ud658\uacbd\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc544\ud649 \ubc88\uc9f8\ub85c, \uc774\ub7ec\ud55c \ub2e4\uc591\ud55c \uae30\uc220\ub4e4\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uacb0\ud569\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc885\ud569\uc801\uc778 IT \uc6b4\uc601 \ud504\ub808\uc784\uc6cc\ud06c\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. DevOps\uc640 AIOps \ubb38\ud654\ub294 \uc790\ub3d9\ud654 \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \uc131\uacf5\uc801\uc778 \uc6b4\uc601\uc744 \uc704\ud574 \ud544\uc218\uc801\uc778 \uc694\uc18c\ub85c \uc791\uc6a9\ud558\uba70, \uac1c\ubc1c\uacfc \uc6b4\uc601 \uac04\uc758 \uae34\ubc00\ud55c \ud611\uc5c5\uc744 \ucd09\uc9c4\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc7a5\uc560\uac00 \ubc1c\uc0dd\ud560 \uac00\ub2a5\uc131\uc774 \ub192\uc740 \uc601\uc5ed\uc744 \ubbf8\ub9ac \uc608\uce21\ud558\uace0, \uc2e0\uc18d\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub294 \uccb4\uacc4\ub97c \ub9c8\ub828\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc5f4 \ubc88\uc9f8\ub85c, \ub2e4\uc74c\uc740 \uc774\ub7ec\ud55c \uae30\uc220\uacfc \ub3c4\uad6c\ub4e4\uc744 \ud65c\uc6a9\ud55c \uac04\ub2e8\ud55c Python \uae30\ubc18\uc758 \ucf54\ub4dc \uc608\uc81c\uc785\ub2c8\ub2e4. \uc774 \ucf54\ub4dc\ub294 Prometheus API\ub97c \ud65c\uc6a9\ud574 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0, \uac04\ub2e8\ud55c \uc784\uacc4\uce58 \uae30\ubc18\uc758 \uc54c\ub78c\uc744 \ubc1c\uc0dd\uc2dc\ud0a4\ub294 \uc608\uc2dc\ub85c, \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ub420 \uc218 \uc788\ub294\uc9c0\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n<pre><code>\nimport requests\nimport time\n\nPROMETHEUS_URL = \"http:\/\/localhost:9090\/api\/v1\/query\"\nQUERY = 'node_cpu_seconds_total{mode=\"idle\"}'\nTHRESHOLD = 10.0\n\ndef fetch_cpu_idle():\n    try:\n        response = requests.get(PROMETHEUS_URL, params={'query': QUERY})\n        data = response.json()\n        result = data['data']['result']\n        if result:\n            cpu_idle = float(result[0]['value'][1])\n            return cpu_idle\n    except Exception as e:\n        print(\"Error fetching data:\", e)\n    return None\n\ndef monitor_cpu():\n    while True:\n        idle = fetch_cpu_idle()\n        if idle is not None:\n            print(\"Current CPU idle:\", idle)\n            if idle &lt; THRESHOLD:\n                print(\"Alert: CPU idle time is below threshold!\")\n        time.sleep(10)\n\nif __name__ == \"__main__\":\n    monitor_cpu()\n    <\/code><\/pre>\n<p>\uc704 \ucf54\ub4dc\ub294 Prometheus\ub85c\ubd80\ud130 CPU \uc0ac\uc6a9\ub960 \uad00\ub828 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc218\uc9d1\ud558\uc5ec, \ud2b9\uc815 \uc784\uacc4\uce58 \ubbf8\ub9cc\uc77c \uacbd\uc6b0 \uacbd\uace0 \uba54\uc2dc\uc9c0\ub97c \ucd9c\ub825\ud558\ub294 \uac04\ub2e8\ud55c \uc608\uc81c\uc785\ub2c8\ub2e4. \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c\ub294 \uc774\uc640 \uac19\uc740 \ubaa8\ub2c8\ud130\ub9c1 \ub8e8\ud2f4\uc774 \ubcf4\ub2e4 \ubcf5\uc7a1\ud55c \uc54c\uace0\ub9ac\uc998\uacfc \uacb0\ud569\ub418\uc5b4, \ub2e4\uc591\ud55c \uc7a5\uc560 \uc0c1\ud669\uc744 \uc885\ud569\uc801\uc73c\ub85c \ubd84\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \uad6c\ud604\ub429\ub2c8\ub2e4.<\/p>\n<p>\uacb0\ub860\uc801\uc73c\ub85c, \uc790\ub3d9\ud654 \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c \uad6c\ud604\uc744 \uc704\ud55c \uae30\uc220\uc740 \ub2e8\uc21c\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub97c \ub118\uc5b4\uc11c, \ub85c\uadf8 \uc218\uc9d1, \uc2dc\uacc4\uc5f4 \ubd84\uc11d, \uba38\uc2e0\ub7ec\ub2dd, \uc774\ubca4\ud2b8 \uae30\ubc18 \ub300\uc751, \uadf8\ub9ac\uace0 API \ud1b5\ud569 \ub4f1 \ub2e4\uc591\ud55c \uae30\uc220 \uc694\uc18c\uc758 \uc9d1\ud569\uccb4\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc694\uc18c\ub4e4\uc774 \uc720\uae30\uc801\uc73c\ub85c \uacb0\ud569\ub418\uc5b4\uc57c\ub9cc MSA \ud658\uacbd\uc5d0\uc11c\uc758 \uc7a5\uc560\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ud0d0\uc9c0\ud558\uace0 \uc608\ubc29\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac01\uac01\uc758 \uae30\uc220\uacfc \ub3c4\uad6c\ub4e4\uc740 \ub3c5\ub9bd\uc801\uc73c\ub85c\ub3c4 \ud6a8\uc728\uc801\uc774\uc9c0\ub9cc, \uc0c1\ud638 \ubcf4\uc644\uc801\uc774\uace0 \ud1b5\ud569\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \uc9c4\uc815\ud55c \uc0ac\uc804 \uc608\ubc29 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uc774\ub7ec\ud55c \uae30\uc220 \uc778\ud504\ub77c\uc758 \uc9c0\uc18d\uc801\uc778 \uc5c5\ub370\uc774\ud2b8\uc640 \ud1b5\ud569\uc740 IT \uc6b4\uc601\ud300\uc774 \uacbd\uc7c1\ub825\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\ub294 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \ud074\ub77c\uc6b0\ub4dc \uae30\uc220\uc758 \ubc1c\ub2ec\uacfc \ub354\ubd88\uc5b4, \uac01\uc885 \uc624\ud508\uc18c\uc2a4 \ub3c4\uad6c\ub4e4\uc758 \ubc1c\uc804\uc740 \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\uc2dc\ud0a4\uace0 \uc788\uc73c\uba70, \uc55e\uc73c\ub85c \ub354 \ub9ce\uc740 \uae30\uc5c5\ub4e4\uc774 \uc774\uc640 \uac19\uc740 \uc194\ub8e8\uc158\uc744 \ucc44\ud0dd\ud558\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c\uc758 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\ub4e4\uc740 \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc774 \ub2e8\uc21c\ud788 \uc774\ub860\uc5d0 \uba38\ubb34\ub974\uc9c0 \uc54a\uace0, \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c\ub3c4 \ub192\uc740 \uc2e0\ub8b0\uc131\uacfc \ud6a8\uacfc\ub97c \uc785\uc99d\ud574\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \ud6a8\uacfc\uc801\uc778 \uad6c\ud604\uc740 \ub2e8\uc21c\ud788 \uae30\uc220\uc758 \ubb38\uc81c\uac00 \uc544\ub2c8\ub77c, \uc6b4\uc601 \ud504\ub85c\uc138\uc2a4 \uc804\ubc18\uacfc \uc870\uc9c1 \uad6c\uc131\uc6d0 \uac04\uc758 \ud611\uc5c5 \uccb4\uacc4\uc640\ub3c4 \ubc00\uc811\ud558\uac8c \uc5f0\uad00\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud55c \uc2e0\uc18d\ud55c \uacbd\ubcf4 \uc804\ub2ec, \ub370\uc774\ud130 \uae30\ubc18\uc758 \ubb38\uc81c \ud574\uacb0 \ubc0f \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uc740 \uc6b4\uc601\ud300 \uc804\ubc18\uc758 \uc5ed\ub7c9\uc744 \uac15\ud654\uc2dc\ud0a4\uba70, \uc774\ub294 \uacb0\uacfc\uc801\uc73c\ub85c \uace0\uac1d \uc2e0\ub8b0\ub3c4\uc640 \uc11c\ube44\uc2a4 \ud488\uc9c8\uc758 \ud5a5\uc0c1\uc73c\ub85c \uc774\uc5b4\uc9d1\ub2c8\ub2e4. \ub530\ub77c\uc11c, \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc740 \uae30\uc220 \ud22c\uc790\uc640 \ub354\ubd88\uc5b4 \uc870\uc9c1 \ub0b4 \ubcc0\ud654\uad00\ub9ac\uc640 \uad50\uc721\uc5d0\ub3c4 \uc9d1\uc911\ud574\uc57c \ud560 \uc911\uc694\ud55c \uacfc\uc81c\uc785\ub2c8\ub2e4.<\/p>\n<p>    <\/p>\n<h2 id=\"%ec%82%ac%eb%a1%80-%ec%97%b0%ea%b5%ac-%eb%b0%8f-%ed%96%a5%ed%9b%84-%ec%a0%84%eb%a7%9d-bjNYBLBEgR\">\uc0ac\ub840 \uc5f0\uad6c \ubc0f \ud5a5\ud6c4 \uc804\ub9dd<\/h2>\n<p>\uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \uc774\ub860\uc801\uc778 \ud574\uacb0\ucc45\uc744 \ub118\uc5b4, \uc2e4\uc81c \ud604\uc7a5\uc5d0\uc11c \ub2e4\uc591\ud55c \uc131\uacf5 \uc0ac\ub840\ub85c \uc785\uc99d\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uc5ec\ub7ec \uae00\ub85c\ubc8c \uae30\uc5c5 \ubc0f \uae08\uc735, \uc720\ud1b5, IT \uc11c\ube44\uc2a4 \ubd84\uc57c\uc758 \ub2e4\uc591\ud55c \uc0ac\ub840\ub4e4\uc744 \ud1b5\ud574, \uc774 \uc2dc\uc2a4\ud15c\uc774 \uc7a5\uc560 \uc608\ubc29\uacfc \uc2e0\uc18d \ub300\uc751\uc5d0 \uc5bc\ub9c8\ub098 \uacb0\uc815\uc801\uc778 \uc5ed\ud560\uc744 \ud558\ub294\uc9c0\uac00 \uba85\ud655\ud558\uac8c \ub4dc\ub7ec\ub098\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc0ac\ub840 \uc5f0\uad6c\ub294 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c \ub3c4\uc785\uc758 \ud544\uc694\uc131\uc744 \uac15\uc870\ud558\uba70, \ud5a5\ud6c4 MSA \uc6b4\uc601\uc5d0\uc11c\uc758 \ubc1c\uc804 \ubc29\ud5a5\uc744 \uc81c\uc2dc\ud574 \uc90d\ub2c8\ub2e4.<\/p>\n<p>\uba3c\uc800, \ud55c \uc8fc\uc694 \uae00\ub85c\ubc8c \uc804\uc790\uc0c1\uac70\ub798 \uae30\uc5c5\uc758 \uacbd\uc6b0, \ubd84\uc0b0\ub41c \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \ud658\uacbd\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \uc7a5\uc560\ub97c \uc0ac\uc804\uc5d0 \ud0d0\uc9c0\ud558\uae30 \uc704\ud574 \uc790\ub3d9\ud654\ub41c \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \uae30\uc5c5\uc740 \uc218\uc2ed \uc218\ubc31 \uac1c\uc758 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\ub85c \uad6c\uc131\ub41c \ubcf5\uc7a1\ud55c \uc544\ud0a4\ud14d\ucc98\uc5d0\uc11c, \ub85c\uadf8 \uc218\uc9d1 \ubc0f \uc2dc\uacc4\uc5f4 \uc9c0\ud45c \ubd84\uc11d\uc744 \ud1b5\ud574 \uc7a5\uc560 \uc804\uc870\ub97c \ud0d0\uc9c0\ud588\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ube60\ub978 \ubcf5\uad6c \uc791\uc5c5\uacfc \uc0ac\uc804 \uc608\ubc29 \uc870\uce58\ub97c \uc2e4\uc2dc\ud558\uc5ec \uc2ec\uac01\ud55c \uace0\uac1d \ubd88\ud3b8\uc744 \ubc29\uc9c0\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc131\uacf5 \uc0ac\ub840\ub294 MSA \ud658\uacbd\uc5d0 \uc801\ud569\ud55c \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc758 \uac15\ub825\ud55c \ud6a8\uacfc\ub97c \uc785\uc99d\ud558\ub294 \uc911\uc694\ud55c \uc9c0\ud45c\ub85c \uc791\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub450 \ubc88\uc9f8 \uc0ac\ub840\ub85c, \ud55c \uae08\uc735\uad8c IT \uc11c\ube44\uc2a4 \uae30\uc5c5\uc740 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \uc608\uce21 \uc54c\uace0\ub9ac\uc998\uc744 \ub3c4\uc785\ud558\uc5ec, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uacb0\ud569\ud55c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \uae30\uc5c5\uc740 \ub9e4\uc77c \ubc29\ub300\ud55c \uc591\uc758 \ud2b8\ub79c\uc7ad\uc158 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec, \uc7a0\uc7ac\uc801\uc778 \uc7a5\uc560 \uc0c1\ud669\uc744 \uc0ac\uc804\uc5d0 \uac10\uc9c0\ud558\ub294 \ub3d9\uc2dc\uc5d0, \ubc1c\uc0dd \uac00\ub2a5\ud55c \uc2dc\uc2a4\ud15c \ubd80\ud558\ub97c \uc608\uce21\ud558\uace0 \ub300\ucc98\ud560 \uc218 \uc788\ub3c4\ub85d \uc2dc\uc2a4\ud15c\uc744 \ucd5c\uc801\ud654\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \uc0ac\ub840\uc5d0\uc11c\ub294 \uc7a5\uc560\uc5d0 \ub530\ub978 \uae08\uc804\uc801 \uc190\uc2e4\uc744 \ucd5c\uc18c\ud654\ud558\uace0, \uace0\uac1d \uc2e0\ub8b0\ub3c4\ub97c \ub192\uc778 \uacb0\uacfc\ub97c \ud1b5\ud574 \uc790\ub3d9\ud654\ub41c \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \uacbd\uc81c\uc801 \ud6a8\uacfc\ub97c \ubd84\uba85\ud558\uac8c \uc99d\uba85\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc138 \ubc88\uc9f8 \uc0ac\ub840\uc5d0\uc11c\ub294 IT \uc11c\ube44\uc2a4 \uc81c\uacf5 \uc5c5\uccb4\ub4e4\uc774 \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc790\ub3d9 \ubcf5\uad6c \uba54\ucee4\ub2c8\uc998\uc744 \uad6c\ud604\ud55c \uc0ac\ub840\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ucee8\ud14c\uc774\ub108 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ud50c\ub7ab\ud3fc\uc778 Kubernetes\uc640\uc758 \uc5f0\uacc4\ub97c \ud1b5\ud574, \uc77c\ubd80 \uc11c\ube44\uc2a4\uc5d0 \uc7a5\uc560\uac00 \ubc1c\uc0dd\ud558\uba74 \uc790\ub3d9\uc73c\ub85c \ub300\uccb4 \uc11c\ubc84\ub85c \ud2b8\ub798\ud53d\uc744 \uc6b0\ud68c\uc2dc\ud0a4\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uac19\uc740 \uc870\uce58\ub294 \uc9e7\uc740 \uc2dc\uac04 \ub0b4\uc5d0 \uc7a5\uc560\ub97c \uc644\uc804\ud788 \ud574\uc18c\ud568\uacfc \ub3d9\uc2dc\uc5d0, \uc11c\ube44\uc2a4 \uc911\ub2e8\uc5d0 \uc758\ud574 \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc7a0\uc7ac\uc801 \ud53c\ud574\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \ub370 \ud070 \uc5ed\ud560\uc744 \ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub124 \ubc88\uc9f8 \uc0ac\ub840\ub85c, \uad6d\ub0b4 IT \uc2a4\ud0c0\ud2b8\uc5c5\ub4e4\uc740 \ucd08\uae30 \ube44\uc6a9 \uc808\uac10\uacfc \ud6a8\uc728\uc131\uc744 \ub3d9\uc2dc\uc5d0 \ub2ec\uc131\ud558\uae30 \uc704\ud574 \uc624\ud508\uc18c\uc2a4 \uae30\ubc18\uc758 \uc790\ub3d9\ud654 \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub4e4\uc740 Prometheus, Grafana, Elastic Stack \ub4f1 \uc624\ud508\uc18c\uc2a4 \ub3c4\uad6c\ub4e4\uc744 \ud65c\uc6a9\ud558\uc5ec, \uc790\uccb4 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uacbd\ubcf4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uc600\uace0, \uc774\ub97c \ud1b5\ud574 \uc7a5\uc560\ub97c \uc0ac\uc804\uc5d0 \uac10\uc9c0\ud558\uace0 \uc2e0\uc18d\ud558\uac8c \ub300\uc751\ud558\ub294 \uccb4\uacc4\ub97c \ub9c8\ub828\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \ud2b9\ud788 \uc790\uc6d0\uc774 \uc81c\ud55c\ub41c \uc2a4\ud0c0\ud2b8\uc5c5 \ud658\uacbd\uc5d0\uc11c \ud070 \uc131\uacf5\uc744 \uac70\ub450\uba70, \ub9ce\uc740 \uae30\uc5c5\ub4e4\uc5d0\uac8c \ubaa8\ubc94 \uc0ac\ub840\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\uc12f \ubc88\uc9f8\ub85c, \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \uc9c0\uc18d\uc801\uc778 \ubc1c\uc804\uc740 \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc\uc758 \uc735\ud569\uc744 \ud1b5\ud574 \ud55c\uce35 \ub354 \uc9c4\ud654\ub41c \ud615\ud0dc\ub85c \ub098\ud0c0\ub098\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uadfc \uc5f0\uad6c\uc5d0\uc11c\ub294 AI \uae30\ubc18\uc758 \uc608\uce21 \ubaa8\ub378\uc774 \uc7a5\uc560 \uc6d0\uc778\uc744 \ubcf4\ub2e4 \uc815\ubc00\ud558\uac8c \ubd84\uc11d\ud558\uace0, \uc2e4\uc2dc\uac04\uc73c\ub85c \ub300\uc751 \uc804\ub7b5\uc744 \uc81c\uc2dc\ud558\ub294 \uc0ac\ub840\uac00 \ubcf4\uace0\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc801 \ubc1c\uc804\uc740 \ub2e8\uc21c\ud788 \uc7a5\uc560\ub97c \uac10\uc9c0\ud558\ub294 \ub2e8\uacc4\ub97c \ub118\uc5b4, \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc790\ub3d9\uc73c\ub85c \ucd5c\uc801\uc758 \ub300\uc751 \ubc29\uc548\uc744 \uc2e4\ud589\ud560 \uc218 \uc788\ub294 \uc218\uc900\uae4c\uc9c0 \ub3c4\ub2ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc5ec\uc12f \ubc88\uc9f8\ub85c, \uc774\uc640 \uac19\uc740 \uc0ac\ub840 \uc5f0\uad6c\ub4e4\uc740 \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c \ub3c4\uc785 \ud6c4 \uc5bb\uc744 \uc218 \uc788\ub294 \ud22c\uc790 \ub300\ube44 \ud6a8\uacfc(Return on Investment, ROI)\uc5d0 \ub300\ud574\uc11c\ub3c4 \uae0d\uc815\uc801\uc778 \uacb0\uacfc\ub97c \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uad00\ub828 \uc870\uc0ac\uc5d0 \ub530\ub974\uba74, \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud55c \uae30\uc5c5\ub4e4\uc740 \uc7a5\uc560\ub85c \uc778\ud55c \uacbd\uc81c\uc801 \uc190\uc2e4\uc774 \ud3c9\uade0 30% \uc774\uc0c1 \uac10\uc18c\ud558\uc600\uc73c\uba70, \uc11c\ube44\uc2a4 \uc548\uc815\uc131 \ubc0f \uace0\uac1d \ub9cc\uc871\ub3c4\uac00 \ud06c\uac8c \ud5a5\uc0c1\ub41c \uac83\uc73c\ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc7a5\uae30\uc801\uc73c\ub85c \uc870\uc9c1\uc758 \uacbd\uc7c1\ub825 \uac15\ud654\uc640 \uc9c1\uc811\uc801\uc778 \uc218\uc775 \uc99d\ub300\ub85c \uc774\uc5b4\uc9c0\uace0 \uc788\uc74c\uc744 \uc2dc\uc0ac\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc77c\uacf1 \ubc88\uc9f8\ub85c, \ud5a5\ud6c4 \uc804\ub9dd\uc744 \uc0b4\ud3b4\ubcf4\uba74, \uc790\ub3d9\ud654 \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \ub354\uc6b1 \uc9c0\ub2a5\ud654\ub418\uace0 \ud1b5\ud569\ub41c \ud615\ud0dc\ub85c \ubc1c\uc804\ud560 \uac83\uc73c\ub85c \ubcf4\uc785\ub2c8\ub2e4. \ubd84\uc0b0 \ud658\uacbd\uc5d0\uc11c\uc758 \ub370\uc774\ud130 \ucc98\ub9ac \ub2a5\ub825\uacfc \uace0\ub3c4\ud654\ub41c \uc608\uce21 \uc54c\uace0\ub9ac\uc998\uc758 \uacb0\ud569\uc740, \ucc28\uc138\ub300 \ud074\ub77c\uc6b0\ub4dc \uc778\ud504\ub77c\uc640 \ub514\uc9c0\ud138 \ud2b8\ub79c\uc2a4\ud3ec\uba54\uc774\uc158 \uc804\ub7b5\uc758 \ud575\uc2ec \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uc744 \uc804\ub9dd\uc785\ub2c8\ub2e4. \ub610\ud55c, \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c\uc758 \uae30\uc220 \uc735\ud569\uc73c\ub85c \uc778\ud574, \uac01 \uae30\uc5c5\uc758 \ud2b9\uc131\uc5d0 \ub9de\ucd98 \ub9de\ucda4\ud615 \uc7a5\uc560 \ud0d0\uc9c0 \uc194\ub8e8\uc158\uc774 \uac1c\ubc1c\ub420 \uac00\ub2a5\uc131\uc774 \ub192\uc544\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc5ec\ub35f \ubc88\uc9f8\ub85c, \ud5a5\ud6c4 IT \uc2dc\uc7a5\uacfc \uae30\uc220 \ubc1c\uc804 \ub3d9\ud5a5\uc744 \uace0\ub824\ud560 \ub54c, \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \ube14\ub85d\uccb4\uc778, IoT, \uc5e3\uc9c0 \ucef4\ud4e8\ud305 \ub4f1 \uc2e0\uae30\uc220\uacfc \uc5f0\uacc4\ud558\uc5ec, \ubcf4\ub2e4 \ud3ed\ub113\uc740 \uc601\uc5ed\uc5d0\uc11c \ud65c\uc6a9\ub420 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, IoT \uae30\uae30\ub4e4\uc774 \uc0dd\uc131\ud558\ub294 \ubc29\ub300\ud55c \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uc5ec \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uc870\uae30\uc5d0 \uac10\uc9c0\ud558\ub294 \uc0ac\ub840\ub294 \uc774\ubbf8 \uc77c\ubd80 \ubd84\uc57c\uc5d0\uc11c \uc2dc\ubc94\uc801\uc73c\ub85c \uc2dc\ud589 \uc911\uc5d0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 MSA \ud658\uacbd\ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc804\ubc18\uc801\uc778 IT \uc778\ud504\ub77c\uc758 \uc548\uc815\uc131\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uac83\uc73c\ub85c \uc804\ub9dd\ub429\ub2c8\ub2e4.<\/p>\n<p>\uc544\ud649 \ubc88\uc9f8\ub85c, \uae30\uc5c5\ub4e4\uc740 \uc774\ub7ec\ud55c \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c \ub3c4\uc785\uc744 \uc704\ud55c \uc778\ud504\ub77c \ud22c\uc790\ubfd0\ub9cc \uc544\ub2c8\ub77c, \ub0b4\ubd80 \uc5ed\ub7c9 \uac15\ud654\uc640 \uc870\uc9c1 \ubb38\ud654 \uac1c\uc120\uc5d0\ub3c4 \uc8fc\uc758\ub97c \uae30\uc6b8\uc5ec\uc57c \ud569\ub2c8\ub2e4. \uae30\uc220 \ub3c4\uc785\uacfc \ud568\uaed8, \uc804\uc0ac\uc801\uc778 \uad50\uc721 \ud504\ub85c\uadf8\ub7a8\uacfc \ud611\uc5c5 \uccb4\uacc4\ub97c \ub9c8\ub828\ud558\uc5ec, \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \ud6a8\uacfc\ub97c \uadf9\ub300\ud654\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub2e8\uc21c\ud788 \ud558\ub098\uc758 \uc194\ub8e8\uc158 \ub3c4\uc785\uc73c\ub85c \ub05d\ub098\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \uc9c0\uc18d\uc801\uc778 \uc6b4\uc601 \ubc0f \ud53c\ub4dc\ubc31 \uacfc\uc815\uc744 \ud1b5\ud574, \uc2dc\uc2a4\ud15c\uc774 \ub04a\uc784\uc5c6\uc774 \uc9c4\ud654\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc57c \ud558\ub294 \uacfc\uc81c\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc5f4 \ubc88\uc9f8\ub85c, \uacb0\ub860\uc801\uc73c\ub85c \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \uc131\uacf5\uc801\uc778 \ub3c4\uc785\uacfc \uc6b4\uc601\uc740 \ub2e4\uc218\uc758 \uc131\uacf5 \uc0ac\ub840\uc640 \uae0d\uc815\uc801 ROI \ud1b5\uacc4, \uadf8\ub9ac\uace0 \uae30\uc220 \uc735\ud569\uc758 \ubc1c\uc804 \uac00\ub2a5\uc131\uc5d0 \uae30\ubc18\ud569\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc0ac\ub840 \uc5f0\uad6c\ub97c \ud1b5\ud574 \uc785\uc99d\ub41c \ubc14\uc640 \uac19\uc774, \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc7a5\uc560\ub85c \uc778\ud55c \ube44\uc6a9\uacfc \uc704\ud5d8\uc744 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