{"id":55926,"date":"2025-03-11T23:31:53","date_gmt":"2025-03-11T14:31:53","guid":{"rendered":"https:\/\/8gfg.shop\/blog\/development\/find-the-best-msa-solution-by-comparing-different-monitoring-tools"},"modified":"2025-03-11T23:31:56","modified_gmt":"2025-03-11T14:31:56","slug":"find-the-best-msa-solution-by-comparing-different-monitoring-tools","status":"publish","type":"post","link":"https:\/\/8gfg.shop\/blog\/development\/find-the-best-msa-solution-by-comparing-different-monitoring-tools","title":{"rendered":"\ub2e4\uc591\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \ube44\uad50\ub85c \ucd5c\uc801\uc758 MSA \uc194\ub8e8\uc158 \ucc3e\uae30"},"content":{"rendered":"<ul class=\"toc_post_list\">\n<li>\n<h2>\ubaa9\ucc28<\/h2>\n<ul>\n<li><a href=\"#%eb%8b%a4%ec%96%91%ed%95%9c-%eb%aa%a8%eb%8b%88%ed%84%b0%eb%a7%81-%eb%8f%84%ea%b5%ac-%eb%b9%84%ea%b5%90%eb%a1%9c-%ec%b5%9c%ec%a0%81%ec%9d%98-msa-%ec%86%94%eb%a3%a8%ec%85%98-%ec%b0%be%ea%b8%b0-nbjGLMHrZd\">\ub2e4\uc591\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \ube44\uad50\ub85c \ucd5c\uc801\uc758 MSA \uc194\ub8e8\uc158 \ucc3e\uae30<\/a><\/li>\n<li><a href=\"#1-msa%ec%99%80-%eb%aa%a8%eb%8b%88%ed%84%b0%eb%a7%81%ec%9d%98-%ec%a4%91%ec%9a%94%ec%84%b1-%ec%9d%b4%ed%95%b4-nbjGLMHrZd\">1. MSA\uc640 \ubaa8\ub2c8\ud130\ub9c1\uc758 \uc911\uc694\uc131 \uc774\ud574<\/a><\/li>\n<li><a href=\"#2-%eb%8b%a4%ec%96%91%ed%95%9c-%eb%aa%a8%eb%8b%88%ed%84%b0%eb%a7%81-%eb%8f%84%ea%b5%ac-%ea%b0%9c%ec%9a%94-%eb%b0%8f-%eb%b9%84%ea%b5%90-%eb%b6%84%ec%84%9d-nbjGLMHrZd\">2. \ub2e4\uc591\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \uac1c\uc694 \ubc0f \ube44\uad50 \ubd84\uc11d<\/a><\/li>\n<li><a href=\"#3-%ec%8b%a4%ec%a0%9c-%ec%82%ac%eb%a1%80%eb%a5%bc-%ed%86%b5%ed%95%9c-%eb%aa%a8%eb%8b%88%ed%84%b0%eb%a7%81-%eb%8f%84%ea%b5%ac-%ed%8f%89%ea%b0%80-nbjGLMHrZd\">3. \uc2e4\uc81c \uc0ac\ub840\ub97c \ud1b5\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \ud3c9\uac00<\/a><\/li>\n<li><a href=\"#4-%eb%af%b8%eb%9e%98-%ec%a0%84%eb%a7%9d%ea%b3%bc-%ec%b5%9c%ec%a0%81%ec%9d%98-msa-%ec%86%94%eb%a3%a8%ec%85%98-%ec%84%a0%ed%83%9d-%ea%b0%80%ec%9d%b4%eb%93%9c-nbjGLMHrZd\">4. \ubbf8\ub798 \uc804\ub9dd\uacfc \ucd5c\uc801\uc758 MSA \uc194\ub8e8\uc158 \uc120\ud0dd \uac00\uc774\ub4dc<\/a><\/li>\n<li><a href=\"#%ea%b2%b0%eb%a1%a0-%eb%b0%8f-%ec%9a%94%ec%95%bd-nbjGLMHrZd\">\uacb0\ub860 \ubc0f \uc694\uc57d<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>    <title id=\"%eb%8b%a4%ec%96%91%ed%95%9c-%eb%aa%a8%eb%8b%88%ed%84%b0%eb%a7%81-%eb%8f%84%ea%b5%ac-%eb%b9%84%ea%b5%90%eb%a1%9c-%ec%b5%9c%ec%a0%81%ec%9d%98-msa-%ec%86%94%eb%a3%a8%ec%85%98-%ec%b0%be%ea%b8%b0-nbjGLMHrZd\">\ub2e4\uc591\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \ube44\uad50\ub85c \ucd5c\uc801\uc758 MSA \uc194\ub8e8\uc158 \ucc3e\uae30<\/title><\/p>\n<h1 id=\"%eb%8b%a4%ec%96%91%ed%95%9c-%eb%aa%a8%eb%8b%88%ed%84%b0%eb%a7%81-%eb%8f%84%ea%b5%ac-%eb%b9%84%ea%b5%90%eb%a1%9c-%ec%b5%9c%ec%a0%81%ec%9d%98-msa-%ec%86%94%eb%a3%a8%ec%85%98-%ec%b0%be%ea%b8%b0-nbjGLMHrZd\">\ub2e4\uc591\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \ube44\uad50\ub85c \ucd5c\uc801\uc758 MSA \uc194\ub8e8\uc158 \ucc3e\uae30<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/8gfg.shop\/blog\/wp-content\/uploads\/2025\/03\/eb8ba4ec9691ed959c-ebaaa8eb8b88ed84b0eba781-eb8f84eab5ac-ebb984eab590eba19c-ecb59ceca081ec9d98-msa-ec8694eba3a8ec8598-ecb0beeab8b0.jpeg\" alt=\"\ub2e4\uc591\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \ube44\uad50\ub85c \ucd5c\uc801\uc758 MSA \uc194\ub8e8\uc158 \ucc3e\uae30\" \/><\/p>\n<p>    <\/p>\n<h2 id=\"1-msa%ec%99%80-%eb%aa%a8%eb%8b%88%ed%84%b0%eb%a7%81%ec%9d%98-%ec%a4%91%ec%9a%94%ec%84%b1-%ec%9d%b4%ed%95%b4-nbjGLMHrZd\">1. MSA\uc640 \ubaa8\ub2c8\ud130\ub9c1\uc758 \uc911\uc694\uc131 \uc774\ud574<\/h2>\n<p>\ud604\ub300 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c \ud658\uacbd\uc5d0\uc11c MSA(Microservices Architecture) \ucc44\ud0dd\uc740 \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uba70 \uae30\uc5c5\ub4e4\uc774 \ub354\uc6b1 \ube60\ub974\uac8c \ubcc0\ud654\ud558\ub294 \uc2dc\uc7a5 \uc694\uad6c\uc5d0 \ub300\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. MSA\ub294 \ub2e8\uc77c \ubaa8\ub180\ub9ac\uc2dd \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \uac00\uc9c0\ub294 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uae30 \uc704\ud55c \uc124\uacc4 \ucca0\ud559\uc73c\ub85c, \uc5ec\ub7ec \uac1c\uc758 \ub3c5\ub9bd\uc801\uc778 \uc11c\ube44\uc2a4\ub4e4\uc774 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub0b4\uc5d0\uc11c \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc720\uc5f0\uc131\uacfc \ud655\uc7a5\uc131\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4. \uc774\uc640 \ud568\uaed8 \uac01 \uc11c\ube44\uc2a4\uc758 \uc0c1\ud0dc\uc640 \uc131\ub2a5\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \uac83\uc740 \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131\uacfc \uace0\uac00\uc6a9\uc131\uc744 \ubcf4\uc7a5\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<p>MSA \uc2dc\uc2a4\ud15c\uc740 \ub2e4\uc591\ud55c \uae30\uc220 \uc2a4\ud0dd\uacfc \uc11c\ube44\uc2a4 \uac04 \ud1b5\uc2e0 \ubc29\uc2dd\uc744 \ub3c4\uc785\ud568\uc5d0 \ub530\ub77c, \uac01 \uc11c\ube44\uc2a4\uc758 \uc624\ub958\ub098 \ubcd1\ubaa9 \ud604\uc0c1\uc774 \uc804\uccb4 \uc2dc\uc2a4\ud15c \uc131\ub2a5\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \ucd5c\uc18c\ud654\ud558\uae30 \uc704\ud55c \uc815\ubc00\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\uac00 \ud544\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud558\uba74, \uc11c\ube44\uc2a4 \uac04\uc758 \uc758\uc874 \uad00\uacc4, \ub124\ud2b8\uc6cc\ud06c \ud2b8\ub798\ud53d, \ub370\uc774\ud130 \ucc98\ub9ac\ub7c9 \ub4f1 \ub2e4\uc591\ud55c \uc9c0\ud45c\ub97c \uc2e0\uc18d\ud558\uac8c \ud30c\uc545\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac80\uc99d\ub41c \ubaa8\ub2c8\ud130\ub9c1 \uc194\ub8e8\uc158\uc740 \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc6d0\uc778 \ud0d0\uc0c9 \ubc0f \ubcf5\uad6c \uc2dc\uac04\uc744 \ub2e8\ucd95\uc2dc\ud0a4\uba70, \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131\uc744 \uac15\ud654\ud560 \uc218 \uc788\ub294 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, MSA \uad6c\ucd95 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc2dc\uc2a4\ud15c \ubaa8\ub2c8\ud130\ub9c1\uacfc \ub85c\uadf8 \ubd84\uc11d\uc774 \ud544\uc218\uc801\uc73c\ub85c \uacb0\ud569\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uac00 \uac1c\ubcc4\uc801\uc73c\ub85c \ubc30\ud3ec\ub418\uace0 \uad00\ub9ac\ub418\ubbc0\ub85c, \uc11c\ube44\uc2a4 \uac04\uc758 \uc778\ud130\ub799\uc158 \ubc0f \ud638\ucd9c \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc218\uc9d1\ud558\uace0 \ubd84\uc11d\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc11c\ube44\uc2a4 \ud638\ucd9c \uac04 \uc751\ub2f5 \uc2dc\uac04\uc774\ub098 \uc5d0\ub7ec\uc728\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uba74 \ud2b9\uc815 \uc11c\ube44\uc2a4\uc5d0 \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud588\uc744 \ub54c \ube60\ub978 \ub300\uc751\uc774 \uac00\ub2a5\ud574\uc9c0\uba70, \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc7a5\uc560\ub97c \ubbf8\uc5f0\uc5d0 \ubc29\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ucd5c\uadfc \ud1b5\uacc4\uc5d0 \ub530\ub974\uba74, \uae00\ub85c\ubc8c IT \uae30\uc5c5\uc758 80% \uc774\uc0c1\uc774 MSA\ub85c \uc804\ud658\ud55c \ud6c4 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c \uac1c\uc120\uc5d0 \uc9d1\uc911\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub85c \uc778\ud574 \uc7a5\uc560 \ub300\uc751 \uc2dc\uac04\uc774 \ud3c9\uade0 40% \uc774\uc0c1 \ub2e8\ucd95\ub418\ub294 \uacb0\uacfc\ub97c \ubcf4\uc600\uc2b5\ub2c8\ub2e4. \uc774\ucc98\ub7fc MSA \ud658\uacbd\uc5d0\uc11c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\uc758 \uc120\ud0dd\uc740 \uace7 \uc804\uccb4 \uc870\uc9c1\uc758 IT \uc6b4\uc601 \ud6a8\uc728\uacfc \uc9c1\uacb0\ub418\ub294 \uc911\uc694\ud55c \uc694\uc18c\uc784\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>MSA \ub3c4\uc785\uc758 \uc8fc\ub41c \uc7a5\uc810\uc740 \uc11c\ube44\uc2a4\uc758 \ub3c5\ub9bd\uc801 \ubc30\ud3ec, \uc2a4\ucf00\uc77c \uc544\uc6c3, \uadf8\ub9ac\uace0 \uc7a5\uc560 \uaca9\ub9ac \ub2a5\ub825\uc5d0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud2b9\uc131\ub4e4\uc740 \uae30\uc5c5\uc774 \ubcc0\ud654\ud558\ub294 \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ubbfc\ucca9\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc8fc\uba70, \ub098\uc544\uac00 \uc6b4\uc601 \ube44\uc6a9\uc744 \uc808\uac10\ud558\ub294 \ud6a8\uacfc\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub7ec\ud55c \ubcf5\uc7a1\ud55c \uc2dc\uc2a4\ud15c \uad6c\uc870\uc5d0\uc11c\ub294 \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uc0c1\ud0dc\ub97c \uac1c\ubcc4\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \ud1b5\ud569\ud558\uc5ec \ubd84\uc11d\ud558\ub294 \uac83\uc774 \ub9e4\uc6b0 \uc911\uc694\ud55c \uacfc\uc81c\uac00 \ub429\ub2c8\ub2e4.<\/p>\n<p>\ubcf5\uc7a1\ud55c \ubd84\uc0b0 \ud658\uacbd\uc5d0\uc11c\uc758 \ubaa8\ub2c8\ud130\ub9c1\uc740 \ub2e8\uc21c\ud55c \uc9c0\ud45c \uc218\uc9d1\uc744 \ub118\uc5b4, \uc2e4\uc2dc\uac04 \uc54c\ub9bc, \ub85c\uadf8 \uc9d1\uacc4, \ud2b8\ub808\uc774\uc2f1 \ubc0f \uc778\uc2dc\ub358\ud2b8 \uad00\ub9ac \uae30\ub2a5\ub4e4\uc744 \ud3ec\ud568\ud574\uc57c \ud569\ub2c8\ub2e4. \uc81c\ub300\ub85c \uad6c\uc131\ub41c \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc740 \ubb38\uc81c \ubc1c\uc0dd \uc2dc \uc608\uc0c1\uce58 \ubabb\ud55c \uc7a5\uc560\ub97c \uc608\ubc29\ud558\uace0, \uc2dc\uc2a4\ud15c \uc804\uccb4\uc758 \uc131\ub2a5 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \uadfc\ubcf8\uc801\uc778 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \uae30\uc5c5\ub4e4\uc740 \ub2e4\uc591\ud55c \uc624\ud508\uc18c\uc2a4 \ubc0f \uc0c1\uc6a9 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub97c \ube44\uad50 \ubd84\uc11d\ud558\uc5ec \uc790\uc0ac \ud658\uacbd\uc5d0 \ucd5c\uc801\ud654\ub41c \uc194\ub8e8\uc158\uc744 \uc120\ud0dd\ud574\uc57c \ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc2e4\uc81c\ub85c \uc5ec\ub7ec \uae30\uc5c5\ub4e4\uc774 MSA \ub3c4\uc785 \ud6c4 \uacaa\uc740 \uc6b4\uc601\uc0c1\uc758 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub97c \ub3c4\uc785\ud588\uc73c\uba70, \uc774\ub7ec\ud55c \uc0ac\ub840\ub4e4\uc740 \uc804\uccb4 IT \ucee4\ubba4\ub2c8\ud2f0\uc5d0 \ud070 \uadc0\uac10\uc774 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae00\ub85c\ubc8c \uc804\uc790\uc0c1\uac70\ub798 \uae30\uc5c5\uc740 Prometheus\uc640 Grafana\ub97c \uae30\ubc18\uc73c\ub85c \ud558\ub294 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uc5ec \uc11c\ube44\uc2a4 \ud638\ucd9c \uc624\ub958\uc728\uc744 25% \uac10\uc18c\uc2dc\ud0a4\uace0, \ud3c9\uade0 \ub300\uc751 \uc2dc\uac04\uc744 50% \ub2e8\ucd95\ud558\ub294 \uc131\uacfc\ub97c \ub2ec\uc131\ud55c \ubc14 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, MSA \ud658\uacbd\uc5d0\uc11c\ub294 \uac01 \uc11c\ube44\uc2a4\ubcc4 \ub85c\uadf8\uac00 \ub2e4\uc591\ud55c \ud615\uc2dd\uc73c\ub85c \uc0dd\uc131\ub418\uae30 \ub54c\ubb38\uc5d0, Logstash, Fluentd\uc640 \uac19\uc740 \ub85c\uadf8 \uc9d1\uacc4 \ub3c4\uad6c\uc640\uc758 \uacb0\ud569\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774\uc5d0 \ub530\ub77c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub294 \ub2e8\uc21c\ud788 \ub370\uc774\ud130 \uc2dc\uac01\ud654\uc640 \uc54c\ub9bc \uae30\ub2a5 \uc774\uc0c1\uc73c\ub85c \ub85c\uadf8 \ubd84\uc11d, \ud2b8\ub808\uc774\uc2f1, \uadf8\ub9ac\uace0 \uc5d4\ub4dc-\ud22c-\uc5d4\ub4dc \uc131\ub2a5 \ubaa8\ub2c8\ud130\ub9c1 \uae30\ub2a5\uc744 \uac16\ucd94\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ucd5c\uadfc \uc5f0\uad6c \uacb0\uacfc\ub97c \ubcf4\uba74, MSA \ud658\uacbd\uc5d0\uc11c\uc758 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1 \uc804\ub7b5\uc740 \uc804\uccb4 \uc2dc\uc2a4\ud15c \ubcf4\uc548\uacfc\ub3c4 \uc9c1\uacb0\ub41c\ub2e4\ub294 \uc810\uc5d0\uc11c \ubcf4\uc548 \uac10\uc0ac \ubc0f \ucef4\ud50c\ub77c\uc774\uc5b8\uc2a4 \uc694\uad6c\uc0ac\ud56d\ub3c4 \ucda9\uc871\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc810\uc5d0\uc11c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub97c \ub2e8\uc77c \uc194\ub8e8\uc158\uc73c\ub85c \ud1b5\ud569\ud558\ub294 \uac83\uc774 \uc911\uc694\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \uae30\uc5c5\uc740 \ubcf4\ub2e4 \uccb4\uacc4\uc801\uc774\uace0 \uc548\uc815\uc801\uc778 IT \uc6b4\uc601 \uccb4\uacc4\ub97c \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, MSA\uc640 \ubaa8\ub2c8\ud130\ub9c1\uc758 \uacb0\ud569\uc740 \ub2e8\uc21c\ud788 \uae30\uc220\uc801 \uc120\ud0dd\uc744 \ub118\uc5b4 \uc870\uc9c1 \ubb38\ud654\uc640 \uc6b4\uc601 \uc804\ub7b5\uc758 \ubcc0\ud654\ub85c \uc774\uc5b4\uc838\uc57c \ud569\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc778 \uac1c\uc120\uacfc \ud601\uc2e0\uc744 \ucd94\uad6c\ud558\ub294 \uae30\uc5c5\ub4e4\uc740 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub97c \ud1b5\ud574 \uc5bb\uc740 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc11c\ube44\uc2a4 \uac1c\uc120\uacfc \ube44\uc6a9 \uc808\uac10\uc744 \ub3c4\ubaa8\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \uc2dc\uc7a5 \uacbd\uc7c1\ub825\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7f0 \ub9e5\ub77d\uc5d0\uc11c MSA\uc640 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\uc758 \uc0c1\ud638 \ubcf4\uc644\uc801 \uc5ed\ud560\uc744 \uc774\ud574\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>    <\/p>\n<h2 id=\"2-%eb%8b%a4%ec%96%91%ed%95%9c-%eb%aa%a8%eb%8b%88%ed%84%b0%eb%a7%81-%eb%8f%84%ea%b5%ac-%ea%b0%9c%ec%9a%94-%eb%b0%8f-%eb%b9%84%ea%b5%90-%eb%b6%84%ec%84%9d-nbjGLMHrZd\">2. \ub2e4\uc591\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \uac1c\uc694 \ubc0f \ube44\uad50 \ubd84\uc11d<\/h2>\n<p>\ud604\uc7ac \uc2dc\uc7a5\uc5d0\ub294 \uc218\ub9ce\uc740 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub4e4\uc774 \uc874\uc7ac\ud558\uba70, \uac01\uac01\uc758 \ub3c4\uad6c\ub294 \uace0\uc720\uc758 \uac15\uc810\uacfc \uc57d\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \ub3c4\uad6c\ub4e4\ub85c\ub294 Prometheus, Grafana, ELK Stack, Zabbix, Datadog \ub4f1\uc774 \uc788\uc73c\uba70, \uc774\ub4e4\uc740 \uc624\ud508 \uc18c\uc2a4\uc640 \uc0c1\uc6a9 \uc194\ub8e8\uc158\uc73c\ub85c \ub2e4\uc591\ud558\uac8c \ubd84\ub958\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc744 \uc885\ud569\uc801\uc73c\ub85c \ube44\uad50 \ubd84\uc11d\ud558\uba74, \uac01 \uae30\uc5c5\uc758 MSA \ud2b9\uc131\uacfc \uc6b4\uc601 \ud658\uacbd\uc5d0 \ub9de\uac8c \ucd5c\uc801\uc758 \uc120\ud0dd\uc744 \ud560 \uc218 \uc788\ub294 \uae30\ubc18\uc774 \ub9c8\ub828\ub429\ub2c8\ub2e4.<\/p>\n<p>Prometheus\ub294 \uc624\ud508 \uc18c\uc2a4 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc73c\ub85c, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uc800\uc7a5 \ubc0f \ucffc\ub9ac \uae30\ub2a5\uc774 \ub6f0\uc5b4\ub098\uba70, Kubernetes\uc640 \uac19\uc740 \ucee8\ud14c\uc774\ub108 \uae30\ubc18 \ud658\uacbd\uc5d0\uc11c \ud2b9\ud788 \uac15\uc810\uc744 \ubcf4\uc785\ub2c8\ub2e4. Prometheus\ub294 \uc11c\ube44\uc2a4 \uba54\ud2b8\ub9ad \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc218\uc9d1\ud558\uba70, Alertmanager\uc640\uc758 \uc5f0\uacc4\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04 \uc54c\ub9bc \uae30\ub2a5\uc744 \uac15\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc5d0 \ub530\ub77c \ub9ce\uc740 IT \uae30\uc5c5\ub4e4\uc774 Prometheus\ub97c \uae30\ubc18\uc73c\ub85c \ub0b4\ubd80 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Grafana\ub294 \uc8fc\ub85c \uc2dc\uac01\ud654 \ub3c4\uad6c\ub85c \uc0ac\uc6a9\ub418\uba70, Prometheus\uc640 \uac19\uc740 \ub370\uc774\ud130 \uc18c\uc2a4\ub85c\ubd80\ud130 \ub370\uc774\ud130\ub97c \ubd88\ub7ec\uc640 \ub300\uc2dc\ubcf4\ub4dc \ud615\uc2dd\uc73c\ub85c \ud6a8\uacfc\uc801\uc73c\ub85c \uc2dc\uac01\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Grafana\ub294 \ub2e4\uc591\ud55c \ud50c\ub7ec\uadf8\uc778\uacfc \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5 \uc635\uc158\uc744 \uc81c\uacf5\ud558\uc5ec, \uc0ac\uc6a9\uc790\uac00 \ub9de\ucda4\ud615 \ub300\uc2dc\ubcf4\ub4dc\ub97c \uad6c\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ube44\uc988\ub2c8\uc2a4 \uc758\uc0ac\uacb0\uc815\uc790\ub4e4\ub3c4 \uae30\uc220\uc801 \uc804\ubb38 \uc9c0\uc2dd \uc5c6\uc774\ub3c4 \uc911\uc694\ud55c \uc131\ub2a5 \uc9c0\ud45c\ub97c \ud55c\ub208\uc5d0 \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>ELK Stack(Elasticsearch, Logstash, Kibana)\uc740 \ub85c\uadf8 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \ud2b9\ud654\ub41c \ub3c4\uad6c \ubaa8\uc74c\uc73c\ub85c, \ub300\uaddc\ubaa8 \ub85c\uadf8 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uace0 \uc2dc\uac01\ud654\ud558\ub294 \ub370 \uac15\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. Logstash\ub294 \ub2e4\uc591\ud55c \ub85c\uadf8 \ud615\uc2dd\uc744 \ud30c\uc2f1\ud560 \uc218 \uc788\ub294 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, Elasticsearch\ub294 \ubd84\uc0b0 \uac80\uc0c9 \uc5d4\uc9c4\uc73c\ub85c\uc11c \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \uc0c9\uc778\ud654\ud569\ub2c8\ub2e4. Kibana\ub294 \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ud45c\ud604\ud568\uc73c\ub85c\uc368, \uc7a5\uc560 \uc6d0\uc778 \ubd84\uc11d \ubc0f \ud2b8\ub80c\ub4dc \ud30c\uc545\uc5d0 \ud070 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n<p>Zabbix\ub294 \uc624\ub79c \uae30\uac04 \ub3d9\uc548 \uc548\uc815\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1 \uc194\ub8e8\uc158\uc73c\ub85c \ud3c9\uac00\ubc1b\uc544 \uc628 \uc624\ud508 \uc18c\uc2a4 \ub3c4\uad6c\ub85c, \uc5d0\uc774\uc804\ud2b8 \uae30\ubc18 \ubaa8\ub2c8\ud130\ub9c1\uacfc \ub124\ud2b8\uc6cc\ud06c \uc911\uc2ec\uc758 \ubaa8\ub2c8\ud130\ub9c1 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud2b9\ud788, \ub2e4\uc591\ud55c \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5 \uc635\uc158\uacfc \uc2a4\ud06c\ub9bd\ud2b8 \uc5f0\ub3d9 \uae30\ub2a5 \ub355\ubd84\uc5d0 \uae30\uc5c5 \ub0b4\ubd80\uc758 \ub9de\ucda4\ud615 \ubaa8\ub2c8\ud130\ub9c1 \ud658\uacbd\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. Zabbix\ub294 \uc218\uc9d1 \ub370\uc774\ud130\uc758 \uae4a\uc774 \uc788\ub294 \ubd84\uc11d\uacfc \uc2e4\uc2dc\uac04 \uacbd\ubcf4 \uc2dc\uc2a4\ud15c\uc744 \uac15\ud654\ud558\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \uae30\ub2a5\ub4e4\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Datadog\ub294 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18\uc758 \uc0c1\uc6a9 \ubaa8\ub2c8\ud130\ub9c1 \uc194\ub8e8\uc158\uc73c\ub85c, \ub2e4\uc591\ud55c \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \ud658\uacbd\uc5d0 \ub9de\ucd94\uc5b4 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. Datadog\ub294 \ubbf8\uc138\ud55c \ubaa8\ub2c8\ud130\ub9c1\ubd80\ud130 \ubcf5\uc7a1\ud55c \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc758 \ucd94\uc801\uae4c\uc9c0 \uc9c0\uc6d0\ud558\uba70, \uc778\uacf5\uc9c0\ub2a5(AI)\uc744 \ud65c\uc6a9\ud55c \uc774\uc0c1 \uac10\uc9c0 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uc5ec, \uc7a5\uc560 \ubc1c\uc0dd \uac00\ub2a5\uc131\uc744 \ubbf8\ub9ac \uc608\uce21\ud558\ub294 \ub370 \ud0c1\uc6d4\ud55c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ud2b9\ud788, \ub2e4\uc591\ud55c API \uc5f0\ub3d9\uacfc \uc790\ub3d9\ud654\ub41c \uc6cc\ud06c\ud50c\ub85c\uc6b0 \uae30\ub2a5\uc740 DevOps \ud300\uc5d0\uac8c \ub9ce\uc740 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc640 \uac19\uc774, \uac01 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \ud2b9\uc9d5\ub4e4\uc744 \ubcf4\uc720\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>Prometheus: \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uc800\uc7a5, Kubernetes \ucd5c\uc801\ud654, Alertmanager \uc5f0\uacc4<\/li>\n<li>Grafana: \ub300\uc2dc\ubcf4\ub4dc \uc2dc\uac01\ud654, \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5 \uc9c0\uc6d0, \ub2e4\uc591\ud55c \ud50c\ub7ec\uadf8\uc778<\/li>\n<li>ELK Stack: \ub300\uc6a9\ub7c9 \ub85c\uadf8 \ubd84\uc11d, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ud30c\uc2f1, \uac15\ub825\ud55c \uac80\uc0c9 \uae30\ub2a5<\/li>\n<li>Zabbix: \uc5d0\uc774\uc804\ud2b8 \uae30\ubc18 \ubaa8\ub2c8\ud130\ub9c1, \ub124\ud2b8\uc6cc\ud06c \ubc0f \uc11c\ubc84 \ubaa8\ub2c8\ud130\ub9c1, \ub192\uc740 \ud655\uc7a5\uc131<\/li>\n<li>Datadog: \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \uc9c0\uc6d0, AI \uc774\uc0c1 \uac10\uc9c0, \uc790\ub3d9\ud654\ub41c \uc54c\ub9bc \uc2dc\uc2a4\ud15c<\/li>\n<\/ul>\n<p>\uc2e4\uc81c \uc0ac\ub840\ub97c \ud1b5\ud574 \ubcf4\uba74, \ud55c \uae00\ub85c\ubc8c \uae08\uc735\uae30\uc5c5\uc740 Prometheus\uc640 Grafana\ub97c \uacb0\ud569\ud558\uc5ec \uc2e4\uc2dc\uac04 \ud2b8\ub79c\uc7ad\uc158 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uc600\uace0, \uc774\ub97c \ud1b5\ud574 \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \ucd08\uae30 \ub300\uc751 \uc2dc\uac04\uc774 60% \uc774\uc0c1 \ub2e8\ucd95\ub418\ub294 \uc131\uacfc\ub97c \ubcf4\uc600\uc2b5\ub2c8\ub2e4. \ub610 \ub2e4\ub978 IT \uc2a4\ud0c0\ud2b8\uc5c5\uc740 ELK Stack\uc744 \ud65c\uc6a9\ud558\uc5ec \ub300\uaddc\ubaa8 \ubd84\uc0b0 \ub85c\uadf8 \ub370\uc774\ud130\ub97c \ubd84\uc11d, \uc11c\ube44\uc2a4 \uc7a5\uc560 \uc6d0\uc778\uc744 \ube60\ub974\uac8c \ud30c\uc545\ud574 \ubb38\uc81c \ud574\uacb0\uc5d0 \ud070 \ub3c4\uc6c0\uc744 \ubc1b\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uac01 \ub3c4\uad6c\uc758 \uc7a5\ub2e8\uc810\uc740 \uc0ac\uc6a9 \ud658\uacbd \ubc0f \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Prometheus\ub294 \ub192\uc740 \ud655\uc7a5\uc131\uacfc \uacbd\ub7c9\ud654\ub41c \uc544\ud0a4\ud14d\ucc98 \ub355\ubd84\uc5d0 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uae30\ubc18\uc758 \ud658\uacbd\uc5d0 \uc801\ud569\ud558\uc9c0\ub9cc, \ubcf5\uc7a1\ud55c \ub85c\uadf8 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0\ub294 \ud55c\uacc4\uac00 \uc788\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubc18\uba74, ELK Stack\uc740 \ub85c\uadf8 \ubd84\uc11d\uc5d0 \uac15\uc810\uc744 \ubcf4\uc774\ub098, \ucd08\uae30 \uc124\uc815\uacfc \uc720\uc9c0\ubcf4\uc218\uc5d0 \ucd94\uac00\uc801\uc778 \ub9ac\uc18c\uc2a4\uac00 \uc694\uad6c\ub418\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uae30\uc5c5\ub4e4\uc740 \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc744 \ub3c4\uc785\ud558\uae30 \uc804\uc5d0, \ub2e4\uc74c\uacfc \uac19\uc740 \ud3c9\uac00 \uae30\uc900\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \uccab\uc9f8, \uc2dc\uc2a4\ud15c \ud655\uc7a5\uc131\uacfc \ub370\uc774\ud130 \ucc98\ub9ac\ub7c9; \ub458\uc9f8, \uc0ac\uc6a9 \ud3b8\uc758\uc131\uacfc \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5 \uac00\ub2a5\uc131; \uc14b\uc9f8, \ube44\uc6a9 \ud6a8\uc728\uc131\uacfc \uae30\uc220 \uc9c0\uc6d0\uc758 \uc218\uc900; \ub137\uc9f8, \ucee4\ubba4\ub2c8\ud2f0 \uc9c0\uc6d0 \ubc0f \uc5c5\ub370\uc774\ud2b8 \uc8fc\uae30 \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc900\ub4e4\uc744 \ud1a0\ub300\ub85c \uac01 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\uc758 \ud65c\uc6a9 \uac00\ub2a5\uc131\uc744 \uba74\ubc00\ud558\uac8c \uac80\ud1a0\ud558\uba74, \uc790\uc0ac\uc758 IT \uc6b4\uc601 \ud658\uacbd\uc5d0 \ucd5c\uc801\ud654\ub41c \uc194\ub8e8\uc158\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ucd5c\uadfc \uc870\uc0ac \uacb0\uacfc\uc5d0 \ub530\ub974\uba74, \uc751\ub2f5 \uc2dc\uac04 \uac1c\uc120\uacfc \uc7a5\uc560 \uc608\ubc29 \uce21\uba74\uc5d0\uc11c \uc0c1\uc6a9 \ubaa8\ub2c8\ud130\ub9c1 \uc194\ub8e8\uc158\uc778 Datadog\uc758 \ub3c4\uc785\ub960\uc774 \uafb8\uc900\ud788 \uc99d\uac00\ud558\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c\uc758 \ud65c\uc6a9\ub3c4\uac00 \ub192\uc544\uc9c0\uace0 \uc788\uc74c\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud1b5\uacc4\ub294 \uae30\uc5c5\ub4e4\uc774 MSA \ud658\uacbd\uc5d0\uc11c \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1\uacfc \uc778\uacf5\uc9c0\ub2a5 \uae30\ubc18\uc758 \uc774\uc0c1 \uac10\uc9c0\ub97c \uc801\uadf9 \ub3c4\uc785\ud558\ub294 \uc774\uc720\ub97c \uc798 \uc124\uba85\ud574 \uc90d\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \uc120\ud0dd \uc2dc \uae30\uc220\uc801 \uc694\uad6c\uc0ac\ud56d\ubfd0 \uc544\ub2c8\ub77c \uc6b4\uc601 \ud300\uc758 \uacbd\ud5d8\uacfc \uae30\uc220 \uc5ed\ub7c9, \uadf8\ub9ac\uace0 \ub3c4\uc785 \ud6c4 \uc608\uc0c1\ub418\ub294 \uc720\uc9c0\ubcf4\uc218 \ube44\uc6a9\uae4c\uc9c0 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc810\uc744 \uc885\ud569\uc801\uc73c\ub85c \ubd84\uc11d\ud568\uc73c\ub85c\uc368, \uae30\uc5c5\ub4e4\uc740 \ud5a5\ud6c4 \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc7a5\uc560 \uc0c1\ud669\uc5d0 \ub300\ube44\ud558\uace0, \uc548\uc815\uc801\uc778 \uc2dc\uc2a4\ud15c \uc6b4\uc601\uc744 \ubcf4\uc7a5\ud560 \uc218 \uc788\ub294 \ubc29\uc548\uc744 \ub9c8\ub828\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub530\ub77c\uc11c, \ub2e4\uc591\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub4e4\uc758 \uae30\ub2a5\uacfc \ud2b9\uc131\uc744 \uc2ec\ub3c4 \uc788\uac8c \ube44\uad50 \ubd84\uc11d\ud558\ub294 \uc791\uc5c5\uc740 \ub2e8\uc21c\ud55c \uae30\uc220 \ud3c9\uac00\ub97c \ub118\uc5b4, \uae30\uc5c5 \uc804\uccb4\uc758 IT \uc804\ub7b5 \uc218\ub9bd\uc5d0 \uc788\uc5b4 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<p>    <\/p>\n<h2 id=\"3-%ec%8b%a4%ec%a0%9c-%ec%82%ac%eb%a1%80%eb%a5%bc-%ed%86%b5%ed%95%9c-%eb%aa%a8%eb%8b%88%ed%84%b0%eb%a7%81-%eb%8f%84%ea%b5%ac-%ed%8f%89%ea%b0%80-nbjGLMHrZd\">3. \uc2e4\uc81c \uc0ac\ub840\ub97c \ud1b5\ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \ud3c9\uac00<\/h2>\n<p>MSA \ud658\uacbd\uc5d0\uc11c \uac01 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\uc758 \uc2e4\uc81c \uc131\ub2a5\uacfc \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc591\ud55c \uc0ac\ub840 \uc5f0\uad6c\uc640 \uc2e4\ubb34 \uacbd\ud5d8\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ub2e4\uc218\uc758 \uae00\ub85c\ubc8c \uae30\uc5c5\uacfc \uc2a4\ud0c0\ud2b8\uc5c5\uc740 \uac01\uc790\uc758 \uc6b4\uc601 \ud658\uacbd\uc5d0 \ub9de\ucdb0 \uc5ec\ub7ec \ubaa8\ub2c8\ud130\ub9c1 \uc194\ub8e8\uc158\uc744 \ub3c4\uc785\ud558\uace0 \uc774\ub97c \ud1b5\ud558\uc5ec \uac1c\uc120 \ud6a8\uacfc\ub97c \uc9c1\uc811 \uacbd\ud5d8\ud558\uc600\uc2b5\ub2c8\ub2e4. \ubcf8 \uc139\uc158\uc5d0\uc11c\ub294 \uad6c\uccb4\uc801\uc778 \uc0ac\ub840\uc640 \ud568\uaed8, \ub3c4\uad6c \uc120\ud0dd\uc758 \uacb0\uc815\uc801\uc778 \uc694\uc778\ub4e4\uc744 \uc790\uc138\ud788 \ubd84\uc11d\ud558\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n<p>\uba3c\uc800, \ud55c \uad6d\uc81c \uc804\uc790\uc0c1\uac70\ub798 \uae30\uc5c5\uc758 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uba74, \uc774 \uae30\uc5c5\uc740 MSA \ud658\uacbd \ub0b4\uc5d0\uc11c \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \ud2b8\ub798\ud53d\uacfc \uc751\ub2f5 \uc2dc\uac04\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uae30 \uc704\ud574 Prometheus\uc640 Grafana\ub97c \ub3c4\uc785\ud558\uc600\uc2b5\ub2c8\ub2e4. \ucd08\uae30 \uc2dc\uc2a4\ud15c \uad6c\ucd95 \ub2f9\uc2dc, \ubaa8\ub2c8\ud130\ub9c1 \ub370\uc774\ud130\uc758 \uc2e4\uc2dc\uac04 \uc9d1\uacc4\uc640 \uc2dc\uac01\ud654\uc5d0 \ub300\ud55c \uc694\uad6c\uac00 \ub9e4\uc6b0 \ub192\uc558\uc73c\uba70, \uc774\uc5d0 \ub530\ub77c Prometheus\uc758 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ucc98\ub9ac \ub2a5\ub825\uc774 \ud575\uc2ec \uc120\ud0dd \uc694\uc778\uc73c\ub85c \uc791\uc6a9\ud558\uc600\uc2b5\ub2c8\ub2e4. \ud574\ub2f9 \uae30\uc5c5\uc740 \uc11c\ube44\uc2a4 \uc7a5\uc560 \ubc1c\uc0dd \uc2dc, \ud3c9\uade0 \uc7a5\uc560 \ubcf5\uad6c \uc2dc\uac04\uc744 45% \ub2e8\ucd95\ud558\ub294 \uc131\uacfc\ub97c \uac70\ub450\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, IT \ubcf4\uc548\uc5d0 \ubbfc\uac10\ud55c \uae08\uc735 \uae30\uad00\uc740 ELK Stack\uc744 \ud65c\uc6a9\ud558\uc5ec \ub300\uaddc\ubaa8 \ub85c\uadf8 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uace0, \uc7a0\uc7ac\uc801\uc778 \ubcf4\uc548 \uc704\ud611\uc744 \uc0ac\uc804\uc5d0 \ud0d0\uc9c0\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \uae08\uc735 \uae30\uad00\uc740 Logstash\ub97c \uc774\uc6a9\ud574 \uc218\uc9d1\ub41c \ub2e4\uc591\ud55c \ub85c\uadf8 \ub370\uc774\ud130\ub97c Elasticsearch\uc5d0\uc11c \ud6a8\uacfc\uc801\uc73c\ub85c \ubd84\uc11d\ud558\uace0, Kibana\ub97c \ud1b5\ud574 \uc2dc\uac01\ud654\ud558\uc5ec \ubcf4\uc548 \ud300\uc774 \uc2e0\uc18d\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub294 \ud658\uacbd\uc744 \ub9c8\ub828\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub85c\uc368, \ub0b4\ubd80 \ubcf4\uc548 \uac10\uc0ac \ubc0f \uc678\ubd80 \ucef4\ud50c\ub77c\uc774\uc5b8\uc2a4 \uc694\uad6c\uc0ac\ud56d\uc744 \ubcf4\ub2e4 \ucca0\uc800\ud788 \uc900\uc218\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc2a4\ud0c0\ud2b8\uc5c5 \ud658\uacbd\uc5d0\uc11c\ub294 \ub9ac\uc18c\uc2a4\uc640 \uc608\uc0b0\uc758 \ud55c\uacc4\ub85c \uc778\ud574 \uc0c1\ub300\uc801\uc73c\ub85c \uacbd\ub7c9\ud654\ub41c \ubaa8\ub2c8\ud130\ub9c1 \uc194\ub8e8\uc158\uc744 \uc120\ud638\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \ud55c \uc2a4\ud0c0\ud2b8\uc5c5\uc740 \uc624\ud508 \uc18c\uc2a4 \uae30\ubc18\uc778 Zabbix\ub97c \ud65c\uc6a9\ud558\uc5ec, \uc11c\ube44\uc2a4 \uc0c1\ud0dc \ubaa8\ub2c8\ud130\ub9c1 \ubfd0\ub9cc \uc544\ub2c8\ub77c \uc5d0\uc774\uc804\ud2b8\ub97c \ud1b5\ud55c \uc138\ubc00\ud55c \uc11c\ubc84 \uc0c1\ud0dc \uac10\uc2dc\ub97c \uc218\ud589\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \uae30\uc5c5\uc740 Zabbix\uc758 \ub192\uc740 \ud655\uc7a5\uc131\uc744 \uc801\uadf9 \ud65c\uc6a9\ud558\uc5ec, \uc11c\ube44\uc2a4\uac00 \uc99d\uac00\ud560 \ub54c\ub9c8\ub2e4 \uc190\uc27d\uac8c \uc2dc\uc2a4\ud15c\uc744 \ud655\uc7a5\ud560 \uc218 \uc788\uc5c8\uc73c\uba70, \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc2e0\uc18d\ud55c \uacbd\ubcf4 \uc2dc\uc2a4\ud15c \ub355\ubd84\uc5d0 \ubb38\uc81c \uc0c1\ud669\uc744 \ubbf8\uc5f0\uc5d0 \ubc29\uc9c0\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud55c\ud3b8, \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18\uc758 \ud6a8\uc728\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uc744 \uc704\ud574 Datadog\uc744 \uc120\ud0dd\ud55c \uae30\uc5c5 \uc0ac\ub840\ub3c4 \uc8fc\ubaa9\ud560 \ub9cc\ud569\ub2c8\ub2e4. \uc774 \uae30\uc5c5\uc740 \uc218\ubc31 \uac1c\uc5d0 \ub2ec\ud558\ub294 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\uc758 \uc0c1\ud0dc\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uba74\uc11c, AI \uae30\ubc18 \uc774\uc0c1 \uac10\uc9c0 \uae30\ub2a5\uc744 \ud1b5\ud574 \uc608\uc0c1\uce58 \ubabb\ud55c \uc7a5\uc560\ub97c \uc870\uae30\uc5d0 \ud0d0\uc9c0\ud558\uc600\uc2b5\ub2c8\ub2e4. Datadog\uc758 API \uc5f0\ub3d9 \uae30\ub2a5\uc740 \uae30\uc874\uc758 CI\/CD \ud30c\uc774\ud504\ub77c\uc778\uacfc \uc6d0\ud65c\ud558\uac8c \ud1b5\ud569\ub418\uc5c8\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc790\ub3d9\ud654\ub41c \ubaa8\ub2c8\ud130\ub9c1 \ud658\uacbd\uc744 \uad6c\ucd95\ud568\uc73c\ub85c\uc368 \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uc77c\ubd80 \uae30\uc5c5\uc740 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\uc758 \ud6a8\uacfc\uc131\uc744 \ub192\uc774\uae30 \uc704\ud574 \uc5ec\ub7ec \ub3c4\uad6c\ub97c \ubcd1\ud589 \uc0ac\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Prometheus\uc640 ELK Stack\uc744 \ub3d9\uc2dc\uc5d0 \ub3c4\uc785\ud558\uc5ec, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc640 \ub85c\uadf8 \ub370\uc774\ud130\ub97c \uc0c1\ud638 \ubcf4\uc644\uc801\uc73c\ub85c \ud65c\uc6a9\ud568\uc73c\ub85c\uc368 \uc2dc\uc2a4\ud15c\uc758 \ubb38\uc81c\uc810\uc744 \ub354\uc6b1 \uba85\ud655\ud558\uac8c \ubd84\uc11d\ud558\ub294 \uc0ac\ub840\uac00 \ub300\ud45c\uc801\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubcf5\ud569 \ubaa8\ub2c8\ud130\ub9c1 \uc804\ub7b5\uc740 \ub2e8\uc77c \ub3c4\uad6c\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud560 \uc218 \uc788\ub294 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc778 \ubc29\ubc95\uc73c\ub85c \ud3c9\uac00\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc2e4\uc81c \uc6b4\uc601 \ud604\uc7a5\uc5d0\uc11c \uac01 \ub3c4\uad6c\uc758 \uc131\ub2a5\uc744 \uce21\uc815\ud55c \ud1b5\uacc4\uc5d0 \ub530\ub974\uba74, Prometheus \uae30\ubc18 \ubaa8\ub2c8\ud130\ub9c1\uc744 \ub3c4\uc785\ud55c \uae30\uc5c5\uc740 \ud3c9\uade0 30% \uc774\uc0c1\uc758 \uc751\ub2f5 \uc2dc\uac04 \uac1c\uc120\uc744 \ubcf4\uc600\uc73c\uba70, Datadog \ub3c4\uc785 \uae30\uc5c5\uc740 \uc7a5\uc560 \uc608\uce21 \uc815\ud655\ub3c4\uac00 85% \uc774\uc0c1\uc774\ub77c\ub294 \uacb0\uacfc\uac00 \ubcf4\uace0\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc218\uce58\ub294 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \uc120\ud0dd\uc5d0 \uc2e0\uc911\uc744 \uae30\ud574\uc57c \ud558\ub294 \uc774\uc720\ub97c \uba85\ud655\ud558\uac8c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uac01 \ub3c4\uad6c\uac00 \uc81c\uacf5\ud558\ub294 \uc2e4\uc2dc\uac04 \ub300\uc2dc\ubcf4\ub4dc\uc640 \uc54c\ub9bc \uc2dc\uc2a4\ud15c \ub355\ubd84\uc5d0 \uc11c\ube44\uc2a4 \uc6b4\uc601\ud300\uc740 \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \ubcf4\ub2e4 \uc2e0\uc18d\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\uc5c8\uc73c\uba70, \ucd5c\uc885\uc801\uc73c\ub85c \uace0\uac1d \uc2e0\ub8b0\ub3c4\uc640 \uc11c\ube44\uc2a4 \ud488\uc9c8\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c \uae30\uc5c5 \uc0ac\ub840\uc5d0\uc11c \ub098\ud0c0\ub09c \ubc14\uc640 \uac19\uc774, \ubaa8\ub2c8\ud130\ub9c1 \uccb4\uacc4\uc758 \uc138\ubc00\ud568\uc740 \uace7 \uc11c\ube44\uc2a4 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc758 \uc9c1\uacb0 \uc694\uc18c\ub85c \uc791\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc544\ub798\uc758 \ucf54\ub4dc \uc608\uc81c\ub294 \uac04\ub2e8\ud55c Python \uae30\ubc18 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 Prometheus \ud074\ub77c\uc774\uc5b8\ud2b8\ub97c \ud1b5\ud569\ud558\uc5ec \uba54\ud2b8\ub9ad\uc744 \uc218\uc9d1\ud558\uace0, Grafana\uc5d0\uc11c \uc2dc\uac01\ud654\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\ubcf8\uc801\uc778 \uad6c\uc870\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc774 \ucf54\ub4dc\ub294 MSA \ud658\uacbd\uc5d0\uc11c \uac1c\ubcc4 \uc11c\ube44\uc2a4\uc758 \uc0c1\ud0dc\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \ub370 \uc720\uc6a9\ud558\uac8c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>\nimport time\nfrom prometheus_client import start_http_server, Summary\n\n# \uc694\uccad \ucc98\ub9ac \uc2dc\uac04\uc744 \uce21\uc815\ud558\uae30 \uc704\ud574 Summary \uc0ac\uc6a9\nREQUEST_TIME = Summary('request_processing_seconds', 'Time spent processing request')\n\n@REQUEST_TIME.time()\ndef process_request(t):\n    time.sleep(t)\n\nif __name__ == '__main__':\n    # 8000 \ud3ec\ud2b8\uc5d0\uc11c HTTP \uc11c\ubc84 \uc2dc\uc791\n    start_http_server(8000)\n    while True:\n        process_request(0.5)\n    <\/code><\/pre>\n<p>\uc774\uc640 \uac19\uc774, \uc2e4\uc81c \uc0ac\ub840\uc640 \ud568\uaed8 \ub3c4\uad6c\uc758 \uc131\ub2a5\uc744 \uac80\uc99d\ud558\uace0, \uc6b4\uc601 \ud658\uacbd\uc5d0 \ub9de\ub294 \ucd5c\uc801\uc758 \uc120\ud0dd\uc744 \ud558\uae30 \uc704\ud574\uc11c\ub294 \uad6c\uccb4\uc801\uc778 \ub370\uc774\ud130 \uae30\ubc18\uc758 \ud3c9\uac00\uac00 \uc911\uc694\ud569\ub2c8\ub2e4. \uae30\uc5c5\ub4e4\uc740 \uac01 \ub3c4\uad6c\uc758 \ud2b9\uc131\uc744 \uba74\ubc00\ud788 \ubd84\uc11d\ud55c \ud6c4, \uc790\uc0ac \ud658\uacbd\uc5d0 \ucd5c\uc801\ud654\ub41c \uc870\ud569\uc744 \uc120\ud0dd\ud558\uc5ec \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uacb0\ub860\uc801\uc73c\ub85c, \uc2e4\uc81c \uc6b4\uc601 \uc0ac\ub840\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \ud3c9\uac00 \uacfc\uc815\uc740 \ub2e8\uc21c\ud55c \ub3c4\uad6c \ube44\uad50\ub97c \ub118\uc5b4\uc11c, \uae30\uc5c5\uc758 IT \uc804\ub7b5\uacfc \uc6b4\uc601 \uc2dc\uc2a4\ud15c \uc804\ubc18\uc5d0 \uac78\uce5c \uac1c\uc120\uc744 \uc704\ud55c \ud544\uc218\uc801\uc778 \ub2e8\uacc4\uc784\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ucd5c\uc801\uc758 MSA \uc194\ub8e8\uc158\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \ud544\uc694\ud55c \uae30\uc220\uc801 \uc778\uc0ac\uc774\ud2b8\uc640 \uc2e4\uc9c8\uc801\uc778 \ub370\uc774\ud130\ub97c \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>    <\/p>\n<h2 id=\"4-%eb%af%b8%eb%9e%98-%ec%a0%84%eb%a7%9d%ea%b3%bc-%ec%b5%9c%ec%a0%81%ec%9d%98-msa-%ec%86%94%eb%a3%a8%ec%85%98-%ec%84%a0%ed%83%9d-%ea%b0%80%ec%9d%b4%eb%93%9c-nbjGLMHrZd\">4. \ubbf8\ub798 \uc804\ub9dd\uacfc \ucd5c\uc801\uc758 MSA \uc194\ub8e8\uc158 \uc120\ud0dd \uac00\uc774\ub4dc<\/h2>\n<p>MSA \uc2dc\ub300\uc758 \ub3c4\ub798\uc640 \ud568\uaed8 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \uc5ed\uc2dc \ube60\ub974\uac8c \uc9c4\ud654\ud558\uace0 \uc788\uc73c\uba70, \ubbf8\ub798\uc5d0\ub294 AI \ubc0f \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \ud1b5\ud569\ub41c \ubaa8\ub2c8\ud130\ub9c1 \uc194\ub8e8\uc158\uc774 \uc8fc\ub958\ub97c \uc774\ub8f0 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220 \ubc1c\uc804\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc758 \uc2e4\uc2dc\uac04 \ubd84\uc11d\uacfc \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \uc608\uce21 \uae30\ub2a5\uc744 \uac15\ud654\ud568\uc73c\ub85c\uc368, \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud560 \uac83\uc785\ub2c8\ub2e4. \ubcf8 \uc139\uc158\uc5d0\uc11c\ub294 \ubbf8\ub798 \uc804\ub9dd\uacfc \ud568\uaed8 \ucd5c\uc801\uc758 MSA \uc194\ub8e8\uc158\uc744 \uc120\ud0dd\ud558\uae30 \uc704\ud55c \uc9c0\uce68\uacfc \uc804\ub7b5\uc744 \uc81c\uc2dc\ud558\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c\uc758 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub294 \ub354\uc6b1 \ub192\uc740 \uc218\uc900\uc758 \uc790\ub3d9\ud654\uc640 \ud1b5\ud569\uc131\uc744 \uac16\ucd9c \uac83\uc73c\ub85c \uc804\ub9dd\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc778\uacf5\uc9c0\ub2a5 \uae30\ubc18\uc758 \uc774\uc0c1 \uac10\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \uc774\ubbf8 \ub9ce\uc740 \uae30\uc5c5\uc5d0\uc11c \ub3c4\uc785\ud558\uc5ec, \ud3c9\uc0c1\uc2dc\uc5d0\ub294 \uc815\uc0c1 \uc0c1\ud0dc\ub97c \uc720\uc9c0\ud558\ub2e4\uac00\ub3c4 \ubbf8\uc138\ud55c \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uac10\uc9c0\ud558\uba74 \uc0ac\uc804\uc5d0 \uc790\ub3d9\ud654\ub41c \uc870\uce58\ub97c \ucde8\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \ubc1c\uc804\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubcc0\ud654\ub294 \uae30\uc5c5\ub4e4\uc774 \uc778\ub825\uc5d0 \uc758\uc874\ud558\uc9c0 \uc54a\uace0\ub3c4, \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc758\uc0ac\uacb0\uc815\uc744 \uc2e0\uc18d\ud558\uac8c \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, API\uc640 \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \ud658\uacbd\uc5d0 \ucd5c\uc801\ud654\ub41c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\uc758 \ubc1c\uc804\uc740, MSA \ud658\uacbd \ub0b4\uc5d0\uc11c\uc758 \uc11c\ube44\uc2a4 \uac04 \uc5f0\ub3d9\uacfc \ub370\uc774\ud130 \ud1b5\ud569\uc744 \ubcf4\ub2e4 \uc6d0\ud65c\ud558\uac8c \ub9cc\ub4e4\uc5b4 \uc904 \uac83\uc785\ub2c8\ub2e4. \ud5a5\ud6c4 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub294 \ub2e8\uc77c \ud50c\ub7ab\ud3fc \ub0b4\uc5d0\uc11c \ub85c\uadf8, \uba54\ud2b8\ub9ad, \ud2b8\ub808\uc774\uc2f1 \ub4f1\uc758 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \ud1b5\ud569 \uad00\ub9ac\ud560 \uc218 \uc788\uc744 \ubfd0 \uc544\ub2c8\ub77c, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uc608\uce21 \ubd84\uc11d\uacfc \uc790\ub3d9\ud654\ub41c \ub300\uc751 \uccb4\uacc4\ub97c \uc81c\uacf5\ud558\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uae30\uc5c5\ub4e4\uc774 \ucd5c\uc801\uc758 MSA \uc194\ub8e8\uc158\uc744 \uc120\ud0dd\ud558\uae30 \uc704\ud574\uc11c\ub294, \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uae30\uc900\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \uccab\uc9f8, \ub3c4\uad6c\uc758 \ud655\uc7a5\uc131\uacfc \uc720\uc5f0\uc131 \u2013 \uc2dc\uc2a4\ud15c \ud655\uc7a5\uc774 \uc6a9\uc774\ud574\uc57c \ud558\uba70, \uc0c8\ub85c\uc6b4 \uc11c\ube44\uc2a4\uc640 \uae30\uc220 \uc2a4\ud0dd\uc5d0 \uc2e0\uc18d\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ub458\uc9f8, \ub370\uc774\ud130 \ud1b5\ud569 \ubc0f \ubd84\uc11d\uc758 \ud6a8\uc728\uc131 \u2013 \ub85c\uadf8, \uba54\ud2b8\ub9ad, \ud2b8\ub808\uc774\uc2f1 \ub370\uc774\ud130\ub97c \ud558\ub098\ub85c \ud1b5\ud569\ud558\uc5ec \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \uae30\ub2a5\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc14b\uc9f8, \uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 \uc778\ud130\ud398\uc774\uc2a4\uc640 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5 \uc9c0\uc6d0 \u2013 \uc6b4\uc601\ud300\uacfc \uac1c\ubc1c\uc790\uac00 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c1\uad00\uc801\uc778 \ub300\uc2dc\ubcf4\ub4dc\uc640 \ub2e4\uc591\ud55c \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5 \uc635\uc158\uc744 \uc81c\uacf5\ud574\uc57c \ud569\ub2c8\ub2e4. \ub137\uc9f8, \uc624\ud508\uc18c\uc2a4\uc640 \uc0c1\uc6a9 \uc194\ub8e8\uc158 \uac04\uc758 \uade0\ud615 \u2013 \ube44\uc6a9 \ud6a8\uc728\uc131\uacfc \uae30\uc220 \uc9c0\uc6d0 \uce21\uba74\uc5d0\uc11c \ucd5c\uc801\uc758 \uc120\ud0dd\uc744 \ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ucd5c\uadfc \uc2dc\uc7a5 \uc870\uc0ac \uacb0\uacfc\uc5d0 \ub530\ub974\uba74, \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ubaa8\ub2c8\ud130\ub9c1 \uc194\ub8e8\uc158\uc740 \ud5a5\ud6c4 5\ub144\uac04 \uc5f0\ud3c9\uade0 20% \uc774\uc0c1\uc758 \uc131\uc7a5\ub960\uc744 \ubcf4\uc77c \uac83\uc73c\ub85c \uc608\uc0c1\ub418\uba70, \ud2b9\ud788 AI \uae30\uc220\uc744 \uc811\ubaa9\ud55c \uc790\ub3d9\ud654 \uc2dc\uc2a4\ud15c\uc5d0 \ub300\ud55c \uc218\uc694\uac00 \ud06c\uac8c \uc99d\uac00\ud560 \uac83\uc73c\ub85c \uc608\uce21\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ucd94\uc138\ub294 \uae00\ub85c\ubc8c IT \uae30\uc5c5\ub4e4\uc774 \uae30\uc874 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub97c \ubcf4\uc644\ud558\uac70\ub098 \uc804\uba74 \uad50\uccb4\ud558\ub294 \uc8fc\uc694 \ub3d9\ub825\uc73c\ub85c \uc791\uc6a9\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ubbf8\ub798 \uc804\ub9dd\uc744 \uace0\ub824\ud560 \ub54c, \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \uc120\ud0dd\uc740 \ub2e8\uc21c\ud788 \ud604\uc7ac\uc758 \uae30\uc220 \uc218\uc900\uc744 \ud3c9\uac00\ud558\ub294 \uac83\uc744 \ub118\uc5b4, \ud5a5\ud6c4 \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \uc7a5\uc560 \uc0c1\ud669\uacfc \ubcc0\ud654\ud558\ub294 \ube44\uc988\ub2c8\uc2a4 \ud658\uacbd\uc5d0 \ub300\uc751\ud560 \uc218 \uc788\ub294 \uc7a5\uae30\uc801\uc778 \uc804\ub7b5 \ub9c8\ub828\uc758 \uc77c\ubd80\ub85c \uc778\uc2dd\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uae30\uc5c5\ub4e4\uc740 \ud30c\uc77c\ub7ff \ud504\ub85c\uc81d\ud2b8\ub098 \ub2e8\uacc4\uc801 \ub3c4\uc785\uc744 \ud1b5\ud574 \uac01 \ub3c4\uad6c\uc758 \uc131\ub2a5\uacfc \ud6a8\uacfc\ub97c \ubbf8\ub9ac \ud3c9\uac00\ud558\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc885\ud569\uc801\uc778 \uc2dc\uc2a4\ud15c \ud1b5\ud569 \uc804\ub7b5\uc744 \uc218\ub9bd\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uae30\uc220 \ubc1c\uc804\uc5d0 \ub530\ub978 \ud601\uc2e0\uc758 \uc18d\ub3c4\uac00 \ub9e4\uc6b0 \ube60\ub978 \ub9cc\ud07c, \uc9c0\uc18d\uc801\uc778 \uad50\uc721\uacfc \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5 \ud30c\uc545\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc6b4\uc601\ud300\ubfd0\ub9cc \uc544\ub2c8\ub77c \uac1c\ubc1c\uc790\ub4e4\ub3c4 \uc815\uae30\uc801\uc73c\ub85c \ucd5c\uc2e0 \ubaa8\ub2c8\ud130\ub9c1 \uae30\uc220 \ubc0f \ub3c4\uad6c\uc5d0 \ub300\ud55c \uad50\uc721\uc744 \ubc1b\uace0, \uc774\ub97c \uc801\uc6a9\ud560 \uc218 \uc788\ub294 \ud658\uacbd\uc744 \ub9c8\ub828\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uae30\uc5c5 \uc804\uccb4\uac00 \ubcc0\ud654\uc5d0 \ub2a5\ub3d9\uc801\uc73c\ub85c \ub300\ucc98\ud560 \uc218 \uc788\ub294 \uc870\uc9c1 \ubb38\ud654\ub97c \ud615\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc544\uc6b8\ub7ec, \ucd5c\uc801\uc758 MSA \uc194\ub8e8\uc158\uc744 \uc120\ud0dd\ud558\ub294 \uacfc\uc815\uc5d0\uc11c\ub294 \ub0b4\ubd80 \ud3c9\uac00\uc640 \uc678\ubd80 \ucee8\uc124\ud305\uc758 \uacb0\ud569\uc774 \ud6a8\uacfc\uc801\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc678\ubd80 \uc804\ubb38\uac00\uc640\uc758 \uae34\ubc00\ud55c \ud611\ub825\uc740 \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5\uacfc \ubca0\uc2a4\ud2b8 \ud504\ub799\ud2f0\uc2a4\ub97c \ubc18\uc601\ud55c \ubcf4\ub2e4 \uc815\ud655\ud55c \uc2dc\uc2a4\ud15c \ubd84\uc11d \ubc0f \ub3c4\uad6c \ud3c9\uac00\ub97c \uac00\ub2a5\ud558\uac8c \ud558\uba70, \uc774\ub97c \ud1b5\ud574 \ubcf4\ub2e4 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ub0b4\ubd80 \ud300 \uac04\uc758 \ud611\uc5c5\uacfc \ud53c\ub4dc\ubc31 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud568\uc73c\ub85c\uc368, \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\uc758 \uc2e4\uc81c \uc6b4\uc601 \uacbd\ud5d8\uc744 \uae30\ubc18\uc73c\ub85c \uc9c0\uc18d\uc801\uc778 \uac1c\uc120\uacfc \uc5c5\ub370\uc774\ud2b8\uac00 \uc774\ub8e8\uc5b4\uc838\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ubbf8\ub798 \uc9c0\ud5a5\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \uc120\ud0dd \uc804\ub7b5\uc740 \uae30\uc220\uc801 \uc6b0\uc218\uc131\ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc870\uc9c1\uc758 \uc7a5\uae30\uc801 \ube44\uc804\uacfc \uc6b4\uc601 \uccb4\uacc4\uc758 \uc720\uc5f0\uc131\uc744 \ud568\uaed8 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \ucd5c\uc801\uc758 MSA \uc194\ub8e8\uc158\uc740 \ub2e8\ubc1c\uc801\uc778 \ub3c4\uad6c \ub3c4\uc785\uc744 \ub118\uc5b4, \uae30\uc5c5 \uc804\uccb4\uc758 \ub514\uc9c0\ud138 \ud2b8\ub79c\uc2a4\ud3ec\uba54\uc774\uc158 \uc804\ub7b5\uacfc \uae34\ubc00\ud558\uac8c \uc5f0\uacc4\ub420 \ub54c \ube44\ub85c\uc18c \uadf8 \uac00\uce58\ub97c \ubc1c\ud718\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574\uc11c\ub294 \ucd08\uae30 \ub3c4\uc785 \ub2e8\uacc4\ubd80\ud130 \uc11c\ube44\uc2a4\ubcc4 \ub9de\ucda4\ud615 \ubaa8\ub2c8\ud130\ub9c1 \uc124\uacc4\uc640, \uc804\uccb4 \uc2dc\uc2a4\ud15c \ud1b5\ud569 \uc804\ub7b5\uc744 \uc138\ubc00\ud558\uac8c \uc870\uc728\ud558\ub294 \ub178\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc885\ud569\uc801\uc73c\ub85c, \ubbf8\ub798\uc758 IT \uc6b4\uc601 \ud658\uacbd\uc740 \ub04a\uc784\uc5c6\uc774 \ubcc0\ud654\ud558\ub294 \uae30\uc220 \ub3d9\ud5a5\uacfc \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub9de\ucd94\uc5b4 \uc9c4\ud654\ud560 \uac83\uc774\uba70, \uc774\uc5d0 \ubc1c\ub9de\ucdb0 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \uc5ed\uc2dc \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \uac70\ub4ed\ud560 \uac83\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c, \uae30\uc5c5\ub4e4\uc740 \uc9c0\uae08 \uc774 \uc21c\uac04\ubd80\ud130 \ubbf8\ub798\ub97c \ub300\ube44\ud55c \uc804\ub7b5\uc801 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \ub3c4\uc785\uacfc \uccb4\uacc4\uc801 \ud1b5\ud569\uc744 \ucd94\uc9c4\ud574\uc57c \ud558\uba70, \uc774\ub97c \ud1b5\ud574 \uc548\uc815\uc801\uc774\uace0 \ud6a8\uc728\uc801\uc778 MSA \ud658\uacbd\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc694\uc57d\ud558\uc790\uba74, \ubcf8 \uac00\uc774\ub4dc\ub294 MSA \ud658\uacbd\uc5d0\uc11c\uc758 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c \uc120\ud0dd\uc758 \uc911\uc694\uc131, \ub2e4\uc591\ud55c \ub3c4\uad6c\ub4e4\uc758 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