{"id":55954,"date":"2025-03-11T23:43:33","date_gmt":"2025-03-11T14:43:33","guid":{"rendered":"https:\/\/8gfg.shop\/blog\/development\/the-core-of-distributed-systems-debugging-msa-know-how-for-troubleshooting"},"modified":"2025-03-11T23:43:36","modified_gmt":"2025-03-11T14:43:36","slug":"the-core-of-distributed-systems-debugging-msa-know-how-for-troubleshooting","status":"publish","type":"post","link":"https:\/\/8gfg.shop\/blog\/development\/the-core-of-distributed-systems-debugging-msa-know-how-for-troubleshooting","title":{"rendered":"\ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45\uc758 \ud575\uc2ec: \ubb38\uc81c \ud574\uacb0\uc744 \uc704\ud55c MSA \ub178\ud558\uc6b0"},"content":{"rendered":"<ul class=\"toc_post_list\">\n<li>\n<h2>\ubaa9\ucc28<\/h2>\n<ul>\n<li><a href=\"#%eb%b6%84%ec%82%b0-%ec%8b%9c%ec%8a%a4%ed%85%9c-%eb%94%94%eb%b2%84%ea%b9%85%ec%9d%98-%ed%95%b5%ec%8b%ac-%eb%ac%b8%ec%a0%9c-%ed%95%b4%ea%b2%b0%ec%9d%84-%ec%9c%84%ed%95%9c-msa-%eb%85%b8%ed%95%98-lQAAdilHga\">\ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45\uc758 \ud575\uc2ec: \ubb38\uc81c \ud574\uacb0\uc744 \uc704\ud55c MSA \ub178\ud558\uc6b0<\/a><\/li>\n<li><a href=\"#1-msa-%ec%95%84%ed%82%a4%ed%85%8d%ec%b2%98%ec%99%80-%eb%b6%84%ec%82%b0-%ec%8b%9c%ec%8a%a4%ed%85%9c%ec%9d%98-%ea%b8%b0%eb%b3%b8-%ec%9d%b4%ed%95%b4-lQAAdilHga\">1. MSA \uc544\ud0a4\ud14d\ucc98\uc640 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc758 \uae30\ubcf8 \uc774\ud574<\/a><\/li>\n<li><a href=\"#2-msa-%ed%99%98%ea%b2%bd%ec%97%90%ec%84%9c%ec%9d%98-%eb%b6%84%ec%82%b0-%ec%8b%9c%ec%8a%a4%ed%85%9c-%eb%94%94%eb%b2%84%ea%b9%85-%ec%a0%84%eb%9e%b5-lQAAdilHga\">2. MSA \ud658\uacbd\uc5d0\uc11c\uc758 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45 \uc804\ub7b5<\/a><\/li>\n<li><a href=\"#3-%ec%8b%a4%ec%a0%9c-%ec%82%ac%eb%a1%80-%ec%97%b0%ea%b5%ac%ec%99%80-%ed%9a%a8%ea%b3%bc%ec%a0%81%ec%9d%b8-%eb%ac%b8%ec%a0%9c-%ed%95%b4%ea%b2%b0-%ec%82%ac%eb%a1%80-%eb%b6%84%ec%84%9d-lQAAdilHga\">3. \uc2e4\uc81c \uc0ac\ub840 \uc5f0\uad6c\uc640 \ud6a8\uacfc\uc801\uc778 \ubb38\uc81c \ud574\uacb0 \uc0ac\ub840 \ubd84\uc11d<\/a><\/li>\n<li><a href=\"#4-%ec%b5%9c%ec%8b%a0-%ea%b8%b0%ec%88%a0-%eb%8f%99%ed%96%a5-%eb%b0%8f-%eb%af%b8%eb%9e%98-%ec%a0%84%eb%a7%9d-%ec%9e%90%eb%8f%99%ed%99%94-ai-%ea%b8%b0%eb%b0%98-%eb%94%94%eb%b2%84%ea%b9%85%ea%b3%bc-lQAAdilHga\">4. \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5 \ubc0f \ubbf8\ub798 \uc804\ub9dd: \uc790\ub3d9\ud654, AI \uae30\ubc18 \ub514\ubc84\uae45\uacfc \ud601\uc2e0<\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>    <title id=\"%eb%b6%84%ec%82%b0-%ec%8b%9c%ec%8a%a4%ed%85%9c-%eb%94%94%eb%b2%84%ea%b9%85%ec%9d%98-%ed%95%b5%ec%8b%ac-%eb%ac%b8%ec%a0%9c-%ed%95%b4%ea%b2%b0%ec%9d%84-%ec%9c%84%ed%95%9c-msa-%eb%85%b8%ed%95%98-lQAAdilHga\">\ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45\uc758 \ud575\uc2ec: \ubb38\uc81c \ud574\uacb0\uc744 \uc704\ud55c MSA \ub178\ud558\uc6b0<\/title><\/p>\n<h1 id=\"%eb%b6%84%ec%82%b0-%ec%8b%9c%ec%8a%a4%ed%85%9c-%eb%94%94%eb%b2%84%ea%b9%85%ec%9d%98-%ed%95%b5%ec%8b%ac-%eb%ac%b8%ec%a0%9c-%ed%95%b4%ea%b2%b0%ec%9d%84-%ec%9c%84%ed%95%9c-msa-%eb%85%b8%ed%95%98-lQAAdilHga\">\ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45\uc758 \ud575\uc2ec: \ubb38\uc81c \ud574\uacb0\uc744 \uc704\ud55c MSA \ub178\ud558\uc6b0<\/h1>\n<p><img decoding=\"async\" src=\"https:\/\/8gfg.shop\/blog\/wp-content\/uploads\/2025\/03\/ebb684ec82b0-ec8b9cec8aa4ed859c-eb9494ebb284eab985ec9d98-ed95b5ec8bac-ebacb8eca09c-ed95b4eab2b0ec9d84-ec9c84ed959c-msa-eb85b8ed9598.jpeg\" alt=\"\ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45\uc758 \ud575\uc2ec: \ubb38\uc81c \ud574\uacb0\uc744 \uc704\ud55c MSA \ub178\ud558\uc6b0\" \/><\/p>\n<p>\ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uacfc MSA(Microservices Architecture)\ub294 \ud604\ub300 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec \uad6c\uc131 \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uc558\uc73c\uba70, \uc774\ub85c \uc778\ud574 \uc2dc\uc2a4\ud15c \uc804\uccb4\uc758 \ubcf5\uc7a1\uc131\uc774 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubcf5\uc7a1\ud55c \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud558\uba74 \ub2e8\uc21c\ud788 \ud55c \uc11c\ubc84\ub098 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \uc624\ub958\ub85c \ub05d\ub098\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \uc804\uccb4 \ubd84\uc0b0 \ud658\uacbd\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0 \ub514\ubc84\uae45 \uacfc\uc815\uc774 \ub9e4\uc6b0 \uc5b4\ub824\uc6cc\uc9d1\ub2c8\ub2e4. \ubcf8 \ube14\ub85c\uadf8 \uae00\uc5d0\uc11c\ub294 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45\uc758 \uae30\ubcf8 \uac1c\ub150\ubd80\ud130 \uc2ec\ud654 \uae30\uc220, \uc2e4\uc81c \uc0ac\ub840 \uc5f0\uad6c, \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 MSA \ud658\uacbd\uc5d0\uc11c\uc758 \ud6a8\uacfc\uc801\uc778 \ubb38\uc81c \ud574\uacb0 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub2e4\ub8e8\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n<p>\ubcf5\uc7a1\ud55c \uc2dc\uc2a4\ud15c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c\ub294 \uac1c\ubc1c, \uc6b4\uc601 \uadf8\ub9ac\uace0 \ubcf4\uc548 \ub4f1 \ub2e4\uc591\ud55c \uce21\uba74\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ubb38\uc81c\ub4e4\uc744 \uc2e0\uc18d\ud558\uac8c \ud30c\uc545\ud558\uace0 \ud574\uacb0\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uac1c\ubc1c\uc790 \ubc0f \uc6b4\uc601\uc790\ub294 \uc2dc\uc2a4\ud15c \ub0b4\ubd80\uc758 \uc791\uc740 \uc624\ub958\uac00 \uc804\uccb4 \uc11c\ube44\uc2a4 \uc7a5\uc560\ub85c \uc774\uc5b4\uc9c0\uc9c0 \uc54a\ub3c4\ub85d \uc0ac\uc804\uc5d0 \uc608\ubc29\uc801 \uc870\uce58\ub97c \ucde8\ud558\uace0, \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud558\ub354\ub77c\ub3c4 \uadf8 \uc6d0\uc778\uc744 \uc2e0\uc18d\ud558\uac8c \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \uac16\ucd94\ub294 \uac83\uc774 \ud544\uc218\uc785\ub2c8\ub2e4. \ubcf8 \uac8c\uc2dc\uae00\uc740 \uadf8\ub7ec\ud55c \uc5ed\ub7c9 \uac15\ud654\ub97c \uc704\ud55c \uc2e4\uc9c8\uc801\uc778 \uac00\uc774\ub4dc\uc640 \ub178\ud558\uc6b0\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ud06c\uac8c \ub124 \uac1c\uc758 \uc8fc\uc694 \uc139\uc158\uc73c\ub85c \ub098\ub204\uc5b4 \uc124\uba85\ud560 \uc608\uc815\uc774\uba70, \uac01\uac01\uc758 \uc139\uc158\uc740 MSA\uc758 \uae30\ubcf8 \uac1c\ub150, \ub514\ubc84\uae45 \uc804\ub7b5, \uc2e4\uc81c \uc0ac\ub840 \uc5f0\uad6c, \uadf8\ub9ac\uace0 \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5\uacfc \ubbf8\ub798 \uc804\ub9dd\uc744 \uc0c1\uc138\ud788 \ub2e4\ub8f9\ub2c8\ub2e4. \uac01 \uc139\uc158\uc740 10\uac1c \uc774\uc0c1\uc758 \ub2e8\ub77d\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uad6c\uccb4\uc801\uc778 \uc608\uc2dc\uc640 \ucf54\ub4dc \uc608\uc81c, \uadf8\ub9ac\uace0 \ud1b5\uacc4\uc640 \uc0ac\ub840 \uc5f0\uad6c\ub97c \ud1b5\ud574 \uc774\ub860\ubfd0 \uc544\ub2c8\ub77c \uc2e4\ubb34\uc801\uc778 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<p>\ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc758 \ubcf5\uc7a1\uc131\uc740 \ub2e8\uc21c\ud788 \uc11c\ubc84\uc758 \uc218\ub098 \ub124\ud2b8\uc6cc\ud06c \uad6c\uc131\uc758 \ubb38\uc81c\uac00 \uc544\ub2c8\ub77c, \ub370\uc774\ud130 \uc77c\uad00\uc131, \uc7a5\uc560 \uc804\ud30c, \uc0c1\ud0dc \uad00\ub9ac \ub4f1 \ub2e4\uc591\ud55c \uc694\uc18c\uc5d0\uc11c \ube44\ub86f\ub429\ub2c8\ub2e4. \ub610\ud55c MSA \ud658\uacbd\uc740 \uac01 \uc11c\ube44\uc2a4 \uac04\uc758 \uc758\uc874\uc131\uc774 \ub192\uc544 \ub2e8\uc77c \uc11c\ube44\uc2a4\uc758 \uc7a5\uc560\uac00 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc5d0 \uc9c0\ub300\ud55c \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc2dc\uc2a4\ud15c \uc804\uccb4\uc758 \ubaa8\ub2c8\ud130\ub9c1, \ub85c\uae45, \ud2b8\ub808\uc774\uc2f1 \uadf8\ub9ac\uace0 \uc790\ub3d9\ud654\ub41c \ud14c\uc2a4\ud2b8\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uae00\uc744 \ud1b5\ud574 \ub3c5\uc790\ub4e4\uc740 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc774 \uac00\uc9c0\ub294 \uace0\uc720\uc758 \ubb38\uc81c\uc810\uacfc MSA \ud658\uacbd\uc5d0\uc11c\uc758 \ub514\ubc84\uae45 \uae30\ubc95\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\ub294 \uc774\ud574\ub97c \ub192\uc77c \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. \ub354\ubd88\uc5b4 \uc131\uacf5\uc801\uc778 \ubb38\uc81c \ud574\uacb0 \uc0ac\ub840\uc640 \ucd5c\uc2e0 \ub3d9\ud5a5\uae4c\uc9c0 \ud3ed\ub113\uac8c \ub2e4\ub8f8\uc73c\ub85c\uc368, \ud604\uc7a5\uc5d0\uc11c \uc2e4\uc81c\ub85c \uc801\uc6a9 \uac00\ub2a5\ud55c \ud574\uacb0\ucc45\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4. \uac01 \uc139\uc158\uc5d0\uc11c\ub294 \uc2e4\uc81c \uac1c\ubc1c \ud658\uacbd\uc5d0\uc11c\uc758 \ucf54\ub4dc \uc608\uc81c\uc640 \uc2e4\uc2dc\uac04 \ubb38\uc81c \ud574\uacb0 \uc0ac\ub840\ub97c \uacf5\uc720\ud558\uc5ec \uc774\ub860\uacfc \uc2e4\ubb34 \uc0ac\uc774\uc758 \uac04\uadf9\uc744 \uba54\uafb8\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc640 \uac19\uc740 \ubb38\uc81c \ud574\uacb0 \ubc29\ubc95\ub4e4\uc740 \uc774\ubbf8 \ub9ce\uc740 \uae30\uc5c5\uacfc \uc2a4\ud0c0\ud2b8\uc5c5\uc5d0\uc11c \uc131\uacf5\uc801\uc73c\ub85c \uc801\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \uc774\ub7ec\ud55c \uacbd\ud5d8\ub4e4\uc740 \uc55e\uc73c\ub85c\uc758 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uacfc \uc6b4\uc601\uc5d0 \ud070 \ub3c4\uc6c0\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4. \uc2e4\uc81c \uc0ac\ub840\ub97c \ud1b5\ud574 \uc0c1\ub2f4\uc744 \uc9c4\ud589\ud55c \ubc14 \uc788\uc73c\uba70, \uac01 \uc0ac\ub840\ub9c8\ub2e4 \uc801\uc2dc\uc5d0 \uc801\uc808\ud55c \ub300\ucc98\ub97c \ud1b5\ud574 \uc11c\ube44\uc2a4 \ub2e4\uc6b4\ud0c0\uc784\uc744 \ucd5c\uc18c\ud654\ud55c \uacbd\ud5d8\ub4e4\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc758 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \ud2b8\ub808\uc774\uc2f1 \ub3c4\uad6c\uc5d0 \ub300\ud55c \uc124\uba85\uacfc \ud568\uaed8, \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc744 \uc5b4\ub5bb\uac8c \uc2dc\uc2a4\ud15c \uc804\ubc18\uc5d0 \ud1b5\ud569\ud558\uc5ec \ud6a8\uacfc\uc801\uc73c\ub85c \uc6b4\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud55c \uc2e4\uc9c8\uc801\uc778 \uac00\uc774\ub4dc\ub3c4 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, ELK \uc2a4\ud0dd, Prometheus, Jaeger\uc640 \uac19\uc740 \ub3c4\uad6c\ub4e4\uc740 \uc774\ubbf8 \ub9ce\uc740 \uae30\uc5c5\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \uc774\ub97c \uc2e4\uc81c \uc2dc\uc2a4\ud15c\uc5d0 \uc801\uc6a9\ud55c \uc0ac\ub840\ub4e4\uc744 \ud1b5\ud574 \uc0c1\uc138\ud55c \uc0ac\uc6a9\ubc95\uacfc \ubb38\uc81c \ud574\uacb0 \uc804\ub7b5\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ubcf8 \uae00\uc740 \uac1c\ubc1c\uc790\uc640 \uc6b4\uc601\uc790\ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc2dc\uc2a4\ud15c \uad00\ub9ac\uc790\uc640 \ubcf4\uc548 \uc804\ubb38\uac00\uc5d0\uac8c\ub3c4 \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud568\uc73c\ub85c\uc368, \ubaa8\ub4e0 \uad00\ub828 \uc804\ubb38\uac00\ub4e4\uc774 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ubb38\uc81c\ub97c \ubcf4\ub2e4 \uccb4\uacc4\uc801\uc73c\ub85c \ud574\uacb0\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uace0\uc790 \ud569\ub2c8\ub2e4. \ub3c5\uc790\ub4e4\uc774 \ubcf8 \uae00\uc5d0\uc11c \uc81c\uc2dc\ud558\ub294 \ub2e4\uc591\ud55c \ubc29\ubc95\ub860\uc744 \uc2e4\uc81c \uc5c5\ubb34\uc5d0 \uc801\uc6a9\ud568\uc73c\ub85c\uc368 \ubcf4\ub2e4 \uc548\uc815\uc801\uc778 \uc2dc\uc2a4\ud15c \uc6b4\uc601\uc744 \uae30\ub300\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c\uc758 \ub0b4\uc6a9\uc740 MSA \ud658\uacbd\uc758 \ubcf5\uc7a1\uc131\uacfc \uadf8\uc5d0 \ub530\ub978 \ub514\ubc84\uae45\uc758 \uc911\uc694\uc131\uc744 \uc2ec\ub3c4 \uc788\uac8c \ub2e4\ub8e8\uba70, \uad6c\uccb4\uc801\uc778 \uc804\ub7b5\uacfc \ubc29\ubc95\ub860, \uadf8\ub9ac\uace0 \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5\uae4c\uc9c0 \uc544\uc6b0\ub974\ub294 \ud3ec\uad04\uc801\uc778 \ub0b4\uc6a9\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\uc81c\ubd80\ud130 \uac01 \uc139\uc158\ubcc4\ub85c \uad6c\uccb4\uc801\uc778 \ub0b4\uc6a9\uc744 \uc0b4\ud3b4\ubcf4\uba70, \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45\uc744 \uc704\ud55c \ub178\ud558\uc6b0\ub97c \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2 id=\"1-msa-%ec%95%84%ed%82%a4%ed%85%8d%ec%b2%98%ec%99%80-%eb%b6%84%ec%82%b0-%ec%8b%9c%ec%8a%a4%ed%85%9c%ec%9d%98-%ea%b8%b0%eb%b3%b8-%ec%9d%b4%ed%95%b4-lQAAdilHga\">1. MSA \uc544\ud0a4\ud14d\ucc98\uc640 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc758 \uae30\ubcf8 \uc774\ud574<\/h2>\n<p>\ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uacfc MSA\ub294 \ud604\ub300 IT \uc778\ud504\ub77c\uc5d0\uc11c \uac00\uc7a5 \uc8fc\ubaa9\ubc1b\ub294 \ud328\ub7ec\ub2e4\uc784 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \uba3c\uc800 MSA\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc774 \uc65c \uc911\uc694\ud55c\uc9c0, \uadf8\ub9ac\uace0 \uc774\ub4e4\uacfc \uad00\ub828\ub41c \uc8fc\uc694 \uae30\uc220 \uc694\uc18c\ub4e4\uc744 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. MSA\ub294 \ub2e8\uc77c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc5ec\ub7ec \uac1c\uc758 \ub3c5\ub9bd\uc801\uc778 \uc11c\ube44\uc2a4\ub85c \ubd84\ud560\ud558\uc5ec \uc6b4\uc601\ud558\ub294 \uc544\ud0a4\ud14d\ucc98\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubd84\uc0b0 \uad6c\uc131\uc740 \ubaa8\ub4c8\ud654, \uc720\uc9c0\ubcf4\uc218\uc131, \ud655\uc7a5\uc131 \ub4f1\uc758 \uc7a5\uc810\uc744 \uac00\uc838\uc624\uc9c0\ub9cc, \ub3d9\uc2dc\uc5d0 \ubcf5\uc7a1\ud55c \ud1b5\uc2e0 \ubc0f \uc7a5\uc560 \uc804\ud30c \ubb38\uc81c\ub97c \ub0b4\ud3ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uba3c\uc800, \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc740 \uc5ec\ub7ec \ucef4\ud4e8\ud305 \ub178\ub4dc\uac00 \uc11c\ub85c \ud611\ub825\ud558\uc5ec \ud558\ub098\uc758 \ud070 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc815\uc758\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. MSA \ud658\uacbd\uc5d0\uc11c\ub294 \uac01 \uc11c\ube44\uc2a4\uac00 \uc790\uc2e0\uc758 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uac00\uc9c0\uac70\ub098 \ub3c5\ub9bd\uc801\uc778 \uc0c1\ud0dc \uad00\ub9ac\ub97c \ud558\uae30\ub3c4 \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uad6c\uc870\uc801 \uc790\uc720\ub294 \ube60\ub978 \uac1c\ubc1c\uacfc \ubc30\ud3ec\ub97c \uac00\ub2a5\ud558\uac8c \ud558\uc9c0\ub9cc, \ubd84\uc0b0\ub41c \ud658\uacbd\uc5d0\uc11c\uc758 \ub370\uc774\ud130 \uc77c\uad00\uc131\uc774\ub098 \ud2b8\ub79c\uc7ad\uc158 \uad00\ub9ac \ub4f1\uc758 \ubb38\uc81c\uac00 \ud544\uc5f0\uc801\uc73c\ub85c \ubc1c\uc0dd\ud569\ub2c8\ub2e4.<\/p>\n<p>\ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub0b4\uc758 \uc11c\ube44\uc2a4\ub4e4\uc740 \ub124\ud2b8\uc6cc\ud06c\ub97c \ud1b5\ud574 \ud1b5\uc2e0\ud558\uba70, \ud1b5\uc2e0 \uacfc\uc815\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc9c0\uc5f0, \ud328\ud0b7 \uc190\uc2e4 \uadf8\ub9ac\uace0 \ubd88\uc548\uc815\uc131\uc740 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc2e0\ub8b0\ub3c4\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud074\ub77c\uc774\uc5b8\ud2b8 \uc694\uccad\uc744 \ucc98\ub9ac\ud558\ub294 \ub3d9\uc548 \uc5ec\ub7ec \uc11c\ube44\uc2a4 \uac04\uc758 \ud638\ucd9c\uc774 \uc774\ub8e8\uc5b4\uc9c8 \ub54c, \ud558\ub098\uc758 \uc11c\ube44\uc2a4 \uc7a5\uc560\uac00 \uc804\uccb4 \uc694\uccad \ud750\ub984\uc744 \ubc29\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc5d0 \ub530\ub77c \ubcf5\uc7a1\ud55c \uc7a5\uc560 \ub300\uc751 \uba54\ucee4\ub2c8\uc998\uacfc \ucca0\uc800\ud55c \ubaa8\ub2c8\ud130\ub9c1 \uccb4\uacc4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>MSA\uc758 \uc8fc\uc694 \uc7a5\uc810 \uc911 \ud558\ub098\ub294 \uac01 \uc11c\ube44\uc2a4\uac00 \ub3c5\ub9bd\uc801\uc73c\ub85c \ubc30\ud3ec\ub418\uace0 \uad00\ub9ac\ub420 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \uc774\ub807\uac8c \ub3c5\ub9bd\uc801\uc778 \uc544\ud0a4\ud14d\ucc98\ub97c \ucc44\ud0dd\ud558\uba74, \ud2b9\uc815 \uc11c\ube44\uc2a4\uc758 \uc5c5\ub370\uc774\ud2b8\ub098 \ud655\uc7a5\uc774 \ub2e4\ub978 \uc11c\ube44\uc2a4\uc5d0 \uc601\ud5a5\uc744 \uc8fc\uc9c0 \uc54a\uc73c\ubbc0\ub85c \uac1c\ubc1c \uc8fc\uae30\uac00 \ube68\ub77c\uc9c0\uace0, \uc0c8\ub85c\uc6b4 \uae30\ub2a5\uc744 \uc2e0\uc18d\ud558\uac8c \ucd9c\uc2dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub7ec\ud55c \uc774\uc810\uc740 \uc11c\ube44\uc2a4 \uac04\uc758 \ud1b5\uc2e0 \ubcf5\uc7a1\uc131\uacfc \uc624\ub958 \uc804\ud30c\uc5d0 \ub300\ud55c \ucde8\uc57d\uc810\uc744 \ub3d9\uc2dc\uc5d0 \uc99d\uac00\uc2dc\ud0b5\ub2c8\ub2e4. \uacb0\uad6d, \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\uc758 \ub514\ubc84\uae45\uacfc \ubaa8\ub2c8\ud130\ub9c1\uc740 \ud544\uc218\ubd88\uac00\uacb0\ud55c \uc694\uc18c\ub85c \ub5a0\uc624\ub974\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, MSA \ud658\uacbd\uc5d0\uc11c\ub294 \uc11c\ub85c \ub2e4\ub978 \uc5b8\uc5b4\uc640 \uae30\uc220 \uc2a4\ud0dd\uc744 \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \uac01 \uc11c\ube44\uc2a4\uac00 \uc11c\ub85c \ub2e4\ub978 \ud50c\ub7ab\ud3fc\uc5d0\uc11c \uad6c\ud604\ub418\uae30 \ub54c\ubb38\uc5d0, \ud1b5\ud569\uc801\uc778 \ub85c\uae45 \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\uac00 \ud544\uc694\ud558\uba70, \uc774\ub97c \ud1b5\ud574 \uc11c\ube44\uc2a4 \uac04\uc758 \uc778\ud130\ub799\uc158\uc744 \ucd94\uc801\ud558\uace0 \ubb38\uc81c\ub97c \uc870\uae30\uc5d0 \ubc1c\uacac\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4\ub4e4\uc774 RESTful API\ub098 gRPC\ub97c \ud1b5\ud574 \uc0c1\ud638\uc791\uc6a9\ud558\ub294 \ud658\uacbd\uc5d0\uc11c\ub294 API Gateway\ub97c \ud1b5\ud55c \uc911\uc559 \uc9d1\uc911\uc2dd \uad00\ub9ac\ub97c \uc801\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc0c1\ud0dc\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc758 \uc774\ub7ec\ud55c \ud2b9\uc9d5\uc740 \uac1c\ubc1c\uc790\uc5d0\uac8c \ub192\uc740 \uc218\uc900\uc758 \ubaa8\ub4c8\ud654\uc640 \uc11c\ube44\uc2a4 \ub3c5\ub9bd\uc131\uc744 \uc81c\uacf5\ud558\ub294 \ud55c\ud3b8, \ub514\ubc84\uae45 \uacfc\uc815\uc5d0\uc11c\uc758 \ubcf5\uc7a1\uc131\uc744 \uc99d\uac00\uc2dc\ud0b5\ub2c8\ub2e4. \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c\ub294 \ud558\ub098\uc758 \uc11c\ube44\uc2a4\uc5d0\uc11c \ubc1c\uc0dd\ud55c \uc608\uc678\uac00 \ub2e4\ub978 \uc5f0\uad00 \uc11c\ube44\uc2a4\ub85c \uc804\ud30c\ub418\uc5b4 \ubcf5\ud569\uc801\uc778 \uc7a5\uc560 \uc0c1\ud669\uc744 \uc720\ubc1c\ud560 \uac00\ub2a5\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \uc11c\ube44\uc2a4 \uac04\uc758 \uc601\ud5a5\uc744 \ucd5c\uc18c\ud654\ud558\uae30 \uc704\ud55c \uc124\uacc4 \uc6d0\uce59\uacfc \ucca0\uc800\ud55c \ud14c\uc2a4\ud2b8, \uadf8\ub9ac\uace0 \uc790\ub3d9\ud654\ub41c \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc774 \uc694\uad6c\ub429\ub2c8\ub2e4.<\/p>\n<p>\uc608\ub97c \ub4e4\uc5b4, Netflix\uc640 \uac19\uc740 \ub300\uaddc\ubaa8 \uc11c\ube44\uc2a4 \uc81c\uacf5 \uc5c5\uccb4\ub4e4\uc740 MSA \ud658\uacbd\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub2e4\uc591\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 &#8216;Chaos Engineering&#8217;\uacfc \uac19\uc740 \uae30\ubc95\uc744 \ub3c4\uc785\ud558\uc5ec \uc2dc\uc2a4\ud15c\uc758 \ucde8\uc57d\uc810\uc744 \uc0ac\uc804\uc5d0 \ub178\ucd9c\uc2dc\ud0a4\uace0 \uac1c\uc120\ud574 \ub098\uac00\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uac19\uc740 \uc811\uadfc \ubc29\uc2dd\uc740 \uc2dc\uc2a4\ud15c\uc758 \ub0b4\uacb0\ud568\uc131\uc744 \uac15\ud654\ud558\ub294 \ub3d9\uc2dc\uc5d0, \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \ube60\ub974\uac8c \ub300\ucc98\ud560 \uc218 \uc788\ub294 \uccb4\uacc4\ub97c \ub9c8\ub828\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \ub370\uc774\ud130\uc758 \uc77c\uad00\uc131\uc744 \ud655\ubcf4\ud558\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \ud328\ud134\ub4e4\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \ud328\ud134\uc73c\ub85c\ub294 &#8216;CAP \uc815\ub9ac&#8217;\uac00 \uc788\uc73c\uba70, \uc774\ub294 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc774 \uc77c\uad00\uc131(Consistency), \uac00\uc6a9\uc131(Availability), \ud30c\ud2f0\uc158 \ud5c8\uc6a9(Partition tolerance) \uc0ac\uc774\uc5d0\uc11c \uade0\ud615\uc744 \ub9de\ucdb0\uc57c \ud55c\ub2e4\ub294 \uc6d0\uce59\uc744 \uc124\uba85\ud569\ub2c8\ub2e4. \uc2e4\ubb34\uc5d0\uc11c\ub294 \uc774 \uc911 \uc5b4\ub5a4 \uc694\uc18c\ub97c \uc6b0\uc120\uc2dc\ud560 \uac83\uc778\uc9c0\uc5d0 \ub530\ub77c \uc2dc\uc2a4\ud15c\uc758 \uc124\uacc4 \ubc29\ud5a5\uc774 \ud06c\uac8c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/p>\n<p>\uc544\uc6b8\ub7ec, \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc758 \uc7a5\uc560 \ubd84\uc11d\uc744 \uc704\ud574\uc120 \uc138\ubc00\ud55c \ub85c\uae45 \uc2dc\uc2a4\ud15c\uc774 \ubc18\ub4dc\uc2dc \ud544\uc694\ud569\ub2c8\ub2e4. <\/p>\n<ul>\n<li>\uc911\uc559 \uc9d1\uc911\uc2dd \ub85c\uadf8 \uc218\uc9d1 \uc2dc\uc2a4\ud15c<\/li>\n<li>\uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c<\/li>\n<li>\ubd84\uc0b0 \ud2b8\ub808\uc774\uc2f1 \uc2dc\uc2a4\ud15c<\/li>\n<li>\uc54c\ub9bc \ubc0f \uacbd\uace0 \uc2dc\uc2a4\ud15c<\/li>\n<\/ul>\n<p>\uacfc \uac19\uc740 \ub3c4\uad6c\ub4e4\uc774 \ud568\uaed8 \uc0ac\uc6a9\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub4e4\uc744 \ud1b5\ud569\uc801\uc73c\ub85c \ud65c\uc6a9\ud568\uc73c\ub85c\uc368, \ubb38\uc81c \ubc1c\uc0dd \uc2dc \uc6d0\uc778\uc744 \ube60\ub974\uac8c \ud30c\uc545\ud558\uace0 \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uac1c\ubc1c \ud658\uacbd \ub0b4\uc758 \ucf54\ub4dc \ud45c\uc900\ud654\uc640 \ud1b5\ud569 \ud14c\uc2a4\ud2b8, \uc790\ub3d9\ud654\ub41c \ubc30\ud3ec \ud30c\uc774\ud504\ub77c\uc778 \ub4f1\uc758 DevOps \ubb38\ud654\ub294 MSA \ud658\uacbd\uc5d0\uc11c \ub354\uc6b1 \uc911\uc694\ud574\uc9d1\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc11c\ube44\uc2a4\ub4e4\uc774 \ub3c5\ub9bd\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ub418\uace0 \ubc30\ud3ec\ub418\uae30 \ub54c\ubb38\uc5d0, \uac01 \uc11c\ube44\uc2a4\uc758 \ubc84\uc804 \uad00\ub9ac\uc640 \ubcc0\uacbd \uc774\ub825\uc774 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \uba74\ubc00\ud788 \ubd84\uc11d\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc911\uc559 \uc9d1\uc911\uc2dd \uad00\ub9ac \uc2dc\uc2a4\ud15c\uc740 \ub2e8\uc21c\ud788 \ubb38\uc81c \ud574\uacb0\uc744 \ub118\uc5b4\uc11c, \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131\uacfc \ud655\uc7a5\uc131\uc744 \ubcf4\uc7a5\ud558\ub294 \uae30\ubc18\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc640 \uac19\uc774, \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uacfc MSA\ub294 \ud604\ub300 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc758 \ud544\uc218 \uc694\uc18c\uc774\uc9c0\ub9cc, \ub3d9\uc2dc\uc5d0 \uadf8 \ubcf5\uc7a1\uc131\uacfc \uc7a5\uc560 \uac00\ub2a5\uc131\uc73c\ub85c \uc778\ud574 \ucca0\uc800\ud55c \uc0ac\uc804 \ub300\ube44\uc640 \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1, \uadf8\ub9ac\uace0 \ud6a8\uacfc\uc801\uc778 \ub514\ubc84\uae45 \uc804\ub7b5\uc774 \uc694\uad6c\ub429\ub2c8\ub2e4. \ub2e4\uc74c \uc139\uc158\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \ud658\uacbd\uc5d0\uc11c \uad6c\uccb4\uc801\uc73c\ub85c \uc5b4\ub5a4 \ub514\ubc84\uae45 \uc804\ub7b5\ub4e4\uc744 \uc801\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0 \uc2ec\ub3c4 \uc788\uac8c \ub17c\uc758\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2 id=\"2-msa-%ed%99%98%ea%b2%bd%ec%97%90%ec%84%9c%ec%9d%98-%eb%b6%84%ec%82%b0-%ec%8b%9c%ec%8a%a4%ed%85%9c-%eb%94%94%eb%b2%84%ea%b9%85-%ec%a0%84%eb%9e%b5-lQAAdilHga\">2. MSA \ud658\uacbd\uc5d0\uc11c\uc758 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45 \uc804\ub7b5<\/h2>\n<p>MSA \ud658\uacbd\uc5d0\uc11c\uc758 \ub514\ubc84\uae45\uc740 \ub2e8\uc21c\ud55c \uc624\ub958 \uc218\uc815 \ub2e8\uacc4\ub97c \ub118\uc5b4, \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131\uacfc \uc2e0\ub8b0\uc131\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud55c \ud544\uc218\uc801\uc778 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \ub514\ubc84\uae45 \uc804\ub7b5\uacfc \uae30\ubc95, \ub3c4\uad6c\uc758 \ud65c\uc6a9\ubc95 \ubc0f \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c\uc758 \uc801\uc6a9 \uc0ac\ub840\ub97c \uc911\uc2ec\uc73c\ub85c \uc2ec\ub3c4 \uc788\uac8c \ub17c\uc758\ud558\uace0\uc790 \ud569\ub2c8\ub2e4. \uba3c\uc800, \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc7a5\uc560 \uc0c1\ud669\uc740 \ub9e4\uc6b0 \ub2e4\uc591\ud558\uba70, \uc624\ub958\uc758 \uadfc\ubcf8 \uc6d0\uc778\uc744 \ucd94\uc801\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc744 \uac00\ub85c\uc9c0\ub974\ub294 \ub85c\uadf8 \ubd84\uc11d\uacfc \ud2b8\ub808\uc774\uc2f1 \uae30\uc220\uc774 \ud544\uc218\uc785\ub2c8\ub2e4.<\/p>\n<p>\uccab \ubc88\uc9f8\ub85c, \uc911\uc559 \uc9d1\uc911\uc2dd \ub85c\uae45 \uc2dc\uc2a4\ud15c\uc740 MSA \ud658\uacbd\uc5d0\uc11c \ud544\uc218\uc801\uc778 \uc694\uc18c\uc785\ub2c8\ub2e4. \uac01 \uc11c\ube44\uc2a4\uac00 \ub3c5\ub9bd\uc801\uc73c\ub85c \ub85c\uadf8\ub97c \uc0dd\uc131\ud558\ub354\ub77c\ub3c4, \uc774\ub97c \ud55c \uacf3\uc5d0 \ubaa8\uc544 \uc2e4\uc2dc\uac04\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uba74 \uc624\ub958 \uc6d0\uc778 \ud30c\uc545\uc774 \uc6a9\uc774\ud574\uc9d1\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \uc608\ub85c, ELK(Elasticsearch, Logstash, Kibana) \uc2a4\ud0dd\uc774 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc740 \ub300\uc6a9\ub7c9 \ub85c\uadf8 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc98\ub9ac\ud558\uba70, \uc0ac\uc6a9\uc790 \uc815\uc758 \uac80\uc0c9\uacfc \uc2dc\uac01\ud654 \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uc5ec, \uc6b4\uc601\uc790\uac00 \ubb38\uc81c \ubc1c\uc0dd \uc2dc \ube60\ub974\uac8c \uc6d0\uc778\uc744 \ucd94\uc801\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub450 \ubc88\uc9f8\ub85c, \ubd84\uc0b0 \ud2b8\ub808\uc774\uc2f1 \uc2dc\uc2a4\ud15c \uc5ed\uc2dc \ub9e4\uc6b0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ud2b8\ub808\uc774\uc2f1 \ub3c4\uad6c\ub97c \uc774\uc6a9\ud558\uba74 \ud558\ub098\uc758 \uc694\uccad\uc774 \uc5ec\ub7ec \uc11c\ube44\uc2a4\uc5d0 \uac78\uccd0 \uc5b4\ub5bb\uac8c \ucc98\ub9ac\ub418\ub294\uc9c0 \uc804\uccb4 \ud750\ub984\uc744 \ucd94\uc801\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Jaeger\uc640 Zipkin\uacfc \uac19\uc740 \ub3c4\uad6c\ub4e4\uc740 \uac01 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \ud638\ucd9c \uac04\uc758 \ud0c0\uc784\ub77c\uc778\uc744 \uc2dc\uac01\ud654\ud558\uc5ec, \ubcd1\ubaa9 \ud604\uc0c1\uc774\ub098 \uc624\ub958 \ubc1c\uc0dd \uc9c0\uc810\uc744 \ube60\ub974\uac8c \uc2dd\ubcc4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud558\uba74, \ubb38\uc81c \ud574\uacb0\uae4c\uc9c0\uc758 \uc2dc\uac04\uc744 \ud68d\uae30\uc801\uc73c\ub85c \ub2e8\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc138 \ubc88\uc9f8 \uc804\ub7b5\uc740, \uc790\ub3d9\ud654\ub41c \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc54c\ub9bc \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. Prometheus, Grafana\uc640 \uac19\uc740 \ub3c4\uad6c\ub4e4\uc740 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc2dc\uc2a4\ud15c\uc758 \uc0c1\ud0dc\uc640 \uc131\ub2a5 \uc9c0\ud45c\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uba70, \ud2b9\uc815 \uc784\uacc4\uce58\ub97c \ucd08\uacfc\ud558\ub294 \uacbd\uc6b0 \uc989\uac01\uc801\uc778 \uc54c\ub9bc\uc744 \ud1b5\ud574 \ubb38\uc81c \ubc1c\uc0dd \uc2dc \uc2e0\uc18d\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc774\ub85c\uc368, \uc0ac\ub78c\uc774 \uc9c1\uc811 \ubaa8\ub2c8\ud130\ub9c1\ud558\uc9c0 \uc54a\ub354\ub77c\ub3c4 \uc2dc\uc2a4\ud15c\uc758 \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uc870\uae30\uc5d0 \uac10\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610 \ub2e4\ub978 \uc911\uc694\ud55c \uc694\uc18c\ub294, \ubd84\uc0b0 \ud658\uacbd\uc5d0\uc11c\uc758 \ub514\ubc84\uae45 \uc2dc \uc2dc\ubbac\ub808\uc774\uc158\uacfc \uc7ac\ud604 \uae30\ubc95\uc785\ub2c8\ub2e4. \ubb38\uc81c \ubc1c\uc0dd \ud658\uacbd\uc744 \uadf8\ub300\ub85c \uc7ac\ud604\ud560 \uc218 \uc788\ub294 \ud14c\uc2a4\ud2b8 \ud658\uacbd\uc744 \uad6c\ucd95\ud558\ub294 \uac83\uc740 \ud574\uacb0 \uacfc\uc815\uc5d0 \uc788\uc5b4\uc11c \ud070 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 Docker\uc640 Kubernetes \ub4f1 \ucee8\ud14c\uc774\ub108 \uae30\ubc18\uc758 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ud50c\ub7ab\ud3fc\uc744 \ud65c\uc6a9\ud558\uba74, \ud504\ub85c\ub355\uc158 \ud658\uacbd\uacfc \ub3d9\uc77c\ud55c \uc870\uac74\uc758 \ud14c\uc2a4\ud2b8 \ud074\ub7ec\uc2a4\ud130\ub97c \ube60\ub974\uac8c \uad6c\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>MSA \ub514\ubc84\uae45 \uc804\ub7b5\uc740 \ub2e8\uc21c\ud55c \ubaa8\ub2c8\ud130\ub9c1\uc744 \ub118\uc5b4\uc11c, \ubb38\uc81c\uc758 \uc6d0\uc778\uc744 \uadfc\ubcf8\uc801\uc73c\ub85c \ubd84\uc11d\ud558\ub294 \uc811\uadfc \ubc29\uc2dd\uc744 \ud544\uc694\ub85c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ucf54\ub4dc \ub808\ubca8\uc5d0\uc11c\uc758 \ub514\ubc84\uae45 \ub3c4\uad6c\uc640 \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uba74 \uc11c\ube44\uc2a4 \uac04\uc758 \ud638\ucd9c \uad00\uacc4\uc640 \ub370\uc774\ud130 \ud750\ub984\uc744 \ub354\uc6b1 \uc138\ubc00\ud788 \ubd84\uc11d\ud560 \uc218 \uc788\uc73c\uba70, \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \uc774\ud574\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ub2e4\uc74c\uc740 Python\uc744 \uc774\uc6a9\ud55c \uac04\ub2e8\ud55c \ud2b8\ub808\uc774\uc2f1 \ucf54\ub4dc \uc608\uc81c\uc785\ub2c8\ub2e4:<\/p>\n<pre><code>import time\nimport random\n\ndef simulate_service_call(service_name):\n    start = time.time()\n    # \uc11c\ube44\uc2a4 \ud638\ucd9c \uc2dc\ubbac\ub808\uc774\uc158 (\ub79c\ub364 \uc9c0\uc5f0)\n    time.sleep(random.uniform(0.1, 0.5))\n    end = time.time()\n    print(f\"{service_name} \ucc98\ub9ac \uc2dc\uac04: {end - start:.3f}\ucd08\")\n    return end - start\n\ndef main():\n    services = [\"AuthService\", \"OrderService\", \"PaymentService\", \"NotificationService\"]\n    total_time = 0\n    for service in services:\n        elapsed = simulate_service_call(service)\n        total_time += elapsed\n    print(f\"\uc804\uccb4 \ucc98\ub9ac \uc2dc\uac04: {total_time:.3f}\ucd08\")\n\nif __name__ == \"__main__\":\n    main()\n<\/code><\/pre>\n<p>\uc704 \ucf54\ub4dc\ub294 \uc2e4\uc81c \ubd84\uc0b0 \ud658\uacbd\uc5d0\uc11c \uac01 \uc11c\ube44\uc2a4\uac00 \ud638\ucd9c\ub418\ub294 \uc2dc\uac04\uc744 \uce21\uc815\ud558\ub294 \uac04\ub2e8\ud55c \ud2b8\ub808\uc774\uc2f1 \uc608\uc81c\uc785\ub2c8\ub2e4. \uc774\uc640 \uac19\uc774 \uac01 \uc11c\ube44\uc2a4\uc758 \uc131\ub2a5 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uc5ec, \uc5b4\ub290 \ubd80\ubd84\uc5d0\uc11c \uc9c0\uc5f0\uc774 \ubc1c\uc0dd\ud558\ub294\uc9c0\ub97c \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub97c \uc911\uc559 \uc9d1\uc911\uc2dd \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \uc800\uc7a5\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ub354\uc6b1 \uc815\uad50\ud55c \ubd84\uc11d\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \ubb38\uc81c \ud574\uacb0\uc744 \uc704\ud55c \ub514\ubc84\uae45 \uc804\ub7b5\uc5d0\ub294 \ub85c\uadf8 \ubd84\uc11d\uc758 \uc790\ub3d9\ud654\uac00 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18\uc758 \ub85c\uadf8 \ubd84\uc11d \ub3c4\uad6c\ub97c \ub3c4\uc785\ud558\uba74, \uc815\uc0c1 \uc0c1\ud0dc\uc640 \uc774\uc0c1 \uc0c1\ud0dc\ub97c \ud559\uc2b5\ud558\uc5ec \uc2e4\uc2dc\uac04\uc73c\ub85c \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uac10\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucd5c\uadfc Google\uacfc \uac19\uc740 \ub300\uae30\uc5c5\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec, \ub300\uaddc\ubaa8 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\uc758 \uc624\ub958\ub97c \ubbf8\ub9ac \uc608\uce21\ud558\uace0 \uc120\uc81c\uc801\uc73c\ub85c \ub300\uc751\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610 \ud558\ub098 \uc911\uc694\ud55c \uc804\ub7b5\uc740 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\uc758 \u2018\uc11c\ud0b7 \ube0c\ub808\uc774\ucee4(Circuit Breaker)\u2019 \ud328\ud134\uc785\ub2c8\ub2e4. \uc774 \ub514\uc790\uc778 \ud328\ud134\uc740 \ud2b9\uc815 \uc11c\ube44\uc2a4\uac00 \uc77c\uc815 \uc2dc\uac04 \ub3d9\uc548 \uc9c0\uc18d\uc801\uc73c\ub85c \uc624\ub958\ub97c \ubc1c\uc0dd\uc2dc\ud0a4\ub294 \uacbd\uc6b0, \uc774\ud6c4\uc758 \uc694\uccad\uc744 \ucc28\ub2e8\ud558\uc5ec \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \ucd5c\uc18c\ud654\ud558\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. Netflix OSS\uc758 Hystrix \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \ub300\ud45c\uc801\uc778 \uc608\ub85c, \uc774\ub97c \ud1b5\ud574 \uc2dc\uc2a4\ud15c \uc804\ubc18\uc758 \uc548\uc815\uc131\uc744 \ud655\ubcf4\ud55c \uc0ac\ub840\uac00 \ub2e4\uc218 \uc874\uc7ac\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ud300 \ub0b4 \ud611\uc5c5 \ubc0f \uc9c0\uc2dd \uacf5\uc720 \ub610\ud55c \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45 \uc804\ub7b5\uc5d0\uc11c \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc6d0\uc778\uc744 \uba85\ud655\ud788 \uae30\ub85d\ud558\uace0, \ud6c4\uc18d \uc870\uce58 \ubc0f \uad50\ud6c8\uc744 \ubb38\uc11c\ud654\ud558\uc5ec \ub0b4\ubd80 \uc704\ud0a4\ub098 \ud68c\uace0 \ubbf8\ud305 \ub4f1\uc744 \ud1b5\ud574 \uacf5\uc720\ud558\uba74, \uc720\uc0ac\ud55c \ubb38\uc81c\uac00 \uc7ac\ubc1c\ud560 \ub54c \ube60\ub974\uac8c \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud504\ub85c\uc138\uc2a4\ub294 \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud560 \ubfd0 \uc544\ub2c8\ub77c, \uc870\uc9c1 \uc804\ubc18\uc758 \uc5ed\ub7c9 \uac15\ud654\uc5d0 \ud070 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<p>\uc885\ud569\uc801\uc73c\ub85c, MSA \ud658\uacbd\uc5d0\uc11c\uc758 \ub514\ubc84\uae45 \uc804\ub7b5\uc740 \ub2e4\uc591\ud55c \ub3c4\uad6c\uc640 \uae30\ubc95\uc744 \uc735\ud569\ud55c \uc885\ud569\uc801\uc778 \uc811\uadfc\ubc95\uc774 \ud544\uc694\ud558\uba70, \uc774\ub294 \ub2e8\uc21c\ud788 \uae30\uc220\uc801\uc778 \ubb38\uc81c \ud574\uacb0\uc744 \ub118\uc5b4\uc11c, \uc870\uc9c1 \uc804\ubc18\uc758 \ud611\uc5c5\uacfc \ud504\ub85c\uc138\uc2a4 \uac1c\uc120\uc73c\ub85c \uc774\uc5b4\uc9d1\ub2c8\ub2e4. \ub2e4\uc74c \uc139\uc158\uc5d0\uc11c\ub294 \uc2e4\uc81c \uc0ac\ub840 \uc5f0\uad6c\uc640 \ud6a8\uacfc\uc801\uc778 \ubb38\uc81c \ud574\uacb0 \uc0ac\ub840\ub97c \ud1b5\ud574, \uc774\ub860\uc801 \uc811\uadfc\ubc95\uc774 \uc2e4\ubb34\uc5d0\uc11c \uc5b4\ub5bb\uac8c \uad6c\ud604\ub418\uace0 \uc788\ub294\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2 id=\"3-%ec%8b%a4%ec%a0%9c-%ec%82%ac%eb%a1%80-%ec%97%b0%ea%b5%ac%ec%99%80-%ed%9a%a8%ea%b3%bc%ec%a0%81%ec%9d%b8-%eb%ac%b8%ec%a0%9c-%ed%95%b4%ea%b2%b0-%ec%82%ac%eb%a1%80-%eb%b6%84%ec%84%9d-lQAAdilHga\">3. \uc2e4\uc81c \uc0ac\ub840 \uc5f0\uad6c\uc640 \ud6a8\uacfc\uc801\uc778 \ubb38\uc81c \ud574\uacb0 \uc0ac\ub840 \ubd84\uc11d<\/h2>\n<p>MSA\uc640 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ud658\uacbd\uc5d0\uc11c\uc758 \ubb38\uc81c \ud574\uacb0\uc740 \uc774\ub860\uc801\uc778 \uc9c0\uc2dd\uacfc \ud568\uaed8 \uc2e4\uc81c \uc0ac\ub840 \uc5f0\uad6c\ub97c \ud1b5\ud574 \ub354\uc6b1 \uad6c\uccb4\uc801\uc73c\ub85c \uc774\ud574\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \uae30\uc5c5 \uc0ac\ub840\uc640 \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c\uc758 \ub514\ubc84\uae45 \uc131\uacf5 \uc2a4\ud1a0\ub9ac, \uadf8\ub9ac\uace0 \ubb38\uc81c \ubc1c\uc0dd \ud6c4\uc758 \ubd84\uc11d \uacfc\uc815\uc744 \uc0c1\uc138\ud558\uac8c \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc0ac\ub840\ub4e4\uc744 \ud1b5\ud574 \ub3c5\uc790\ub4e4\uc740 \ubcf5\uc7a1\ud55c \uc2dc\uc2a4\ud15c \ud658\uacbd\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ubb38\uc81c\uc758 \uadfc\ubcf8 \uc6d0\uc778\uacfc, \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \uc804\ub7b5\ub4e4\uc744 \ubc30\uc6b8 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uccab \ubc88\uc9f8 \uc0ac\ub840\ub294 \uae00\ub85c\ubc8c \uc2a4\ud2b8\ub9ac\ubc0d \uc11c\ube44\uc2a4 \uae30\uc5c5\uc5d0\uc11c \ubc1c\uc0dd\ud55c \uc7a5\uc560\uc785\ub2c8\ub2e4. \uc774 \ud68c\uc0ac\ub294 \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc5c8\uc73c\uba70, \ud2b9\uc815 \uc774\ubca4\ud2b8 \ucc98\ub9ac \uc11c\ube44\uc2a4\uc5d0\uc11c \uc9c0\uc18d\uc801\uc73c\ub85c \uc9c0\uc5f0 \ud604\uc0c1\uc774 \ubc1c\uc0dd\ud558\uc600\uc2b5\ub2c8\ub2e4. \ucd08\uae30 \ubd84\uc11d \uacb0\uacfc, \uac01 \uc11c\ube44\uc2a4\uc758 \ub85c\uadf8 \ud30c\uc77c\uc740 \uac1c\ubcc4\uc801\uc73c\ub85c gestion\ub418\uace0 \uc788\uc5c8\uc9c0\ub9cc, \uc804\uccb4\uc801\uc778 \uc0c1\ud638\uc791\uc6a9\uc744 \ud30c\uc545\ud558\uae30 \uc5b4\ub824\uc6b4 \uc0c1\ud669\uc774\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\uc5d0 \uc911\uc559 \uc9d1\uc911\uc2dd \ub85c\uadf8 \uc218\uc9d1 \uc2dc\uc2a4\ud15c\uacfc \ubd84\uc0b0 \ud2b8\ub808\uc774\uc2f1 \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785, \uc11c\ube44\uc2a4 \uac04 \ud638\ucd9c \ud328\ud134\uacfc \uc9c0\uc5f0\uc774 \ubc1c\uc0dd\ud558\ub294 \uad6c\uac04\uc744 \uc2e0\uc18d\ud558\uac8c \ud30c\uc545\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uc0ac\ub840\uc5d0\uc11c\ub294 \ubd84\uc0b0 \ud2b8\ub808\uc774\uc2f1 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574, \ud2b9\uc815 API \ud638\ucd9c\uc758 \uc751\ub2f5 \uc2dc\uac04\uc774 \uc608\uae30\uce58 \uc54a\uac8c \uae38\uc5b4\uc9c4 \uc6d0\uc778\uc744 \ud655\uc778\ud558\uc600\uc2b5\ub2c8\ub2e4. \ubd84\uc11d \uacb0\uacfc, \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \ubd80\ud558 \ubd84\uc0b0 \uc124\uc815 \uc624\ub958\uc640 \ub124\ud2b8\uc6cc\ud06c \uc9c0\uc5f0\uc774 \ub3d9\uc2dc\uc5d0 \ubc1c\uc0dd\ud55c \uac83\uc73c\ub85c \ubc1d\ud600\uc84c\uc73c\uba70, \uc774\ub97c \uac1c\uc120\ud558\uae30 \uc704\ud574 \ucd94\uac00\uc801\uc778 \uce90\uc2f1 \ub808\uc774\uc5b4\uc640 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc0e4\ub529 \uc804\ub7b5\uc774 \ub3c4\uc785\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ud6c4, \uc804\uccb4 \uc751\ub2f5 \uc2dc\uac04\uc740 40% \uc774\uc0c1 \ub2e8\ucd95\ub418\ub294 \ud6a8\uacfc\ub97c \ubcf4\uc600\uc73c\uba70, \uc7ac\ubc1c \ubc29\uc9c0\ub97c \uc704\ud55c \ubaa8\ub2c8\ud130\ub9c1 \uc9c0\ud45c\ub3c4 \uc0c8\ub86d\uac8c \uc124\uc815\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub450 \ubc88\uc9f8 \uc0ac\ub840\ub294 \uc804\uc790\uc0c1\uac70\ub798 \ud50c\ub7ab\ud3fc\uc758 \uc8fc\ubb38 \ucc98\ub9ac \uc11c\ube44\uc2a4\uc5d0\uc11c \ubc1c\uc0dd\ud55c \uc7a5\uc560\uc785\ub2c8\ub2e4. \ud2b9\uc815 \uc2dc\uac04\ub300\uc5d0 \uc8fc\ubb38 \ucc98\ub9ac\ub7c9\uc774 \uae09\uc99d\ud558\uba74\uc11c, \uc11c\ube44\uc2a4 \uac04\uc758 \ud1b5\uc2e0 \uc9c0\uc5f0\uacfc \ub370\uc774\ud130 \ubd88\uc77c\uad00\uc131 \ubb38\uc81c\uac00 \ubc1c\uc0dd\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574, \uba3c\uc800 \ubd84\uc0b0 \uce90\uc2dc\uc640 \uba54\uc2dc\uc9c0 \ud050 \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud558\uc5ec \ud2b8\ub798\ud53d\uc744 \ubd84\uc0b0\uc2dc\ud0a4\ub294 \uc804\ub7b5\uc774 \uc2e4\ud589\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \uc8fc\ubb38 \ucc98\ub9ac \uc624\ub958\uac00 70% \uc774\uc0c1 \uac10\uc18c\ud558\uc600\uace0, \uace0\uac1d \ubd88\ub9cc\ub3c4 \ud06c\uac8c \uc904\uc5b4\ub4e4\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uc774 \uc0ac\ub840\uc5d0\uc11c\ub294 \u2018\uc11c\ud0b7 \ube0c\ub808\uc774\ucee4\u2019 \ub514\uc790\uc778 \ud328\ud134\uc774 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uc600\uc2b5\ub2c8\ub2e4. \uc8fc\ubb38 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc774 \uc810\uc9c4\uc801\uc73c\ub85c \uacfc\ubd80\ud558\uc5d0 \uac78\ub9ac\uae30 \uc2dc\uc791\ud558\uc790, \uc790\ub3d9\uc73c\ub85c \uc694\uccad\uc744 \ucc28\ub2e8\ud558\ub294 \uc11c\ud0b7 \ube0c\ub808\uc774\ucee4 \uae30\ub2a5\uc744 \ud65c\uc131\ud654\uc2dc\ucf1c, \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc73c\ub85c\uc758 \uc624\ub958 \uc804\ud30c\ub97c \ubc29\uc9c0\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc7a5\uc560 \ubcf5\uad6c \uc2dc\uac04\uc744 \ub2e8\ucd95\uc2dc\ud0a4\uace0, \uc6b4\uc601 \uc548\uc815\uc131\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ucf30\uc2b5\ub2c8\ub2e4. \uc6b4\uc601\ud300\uc740 \ucd94\uac00\uc801\uc73c\ub85c, \uc7a5\uc560 \ubc1c\uc0dd \uc804\ud6c4\uc758 \ub370\uc774\ud130\ub97c \ube44\uad50\ud558\ub294 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc2dc\uc2a4\ud15c\uc758 \ubbfc\uac10\ub3c4\ub97c \uc7ac\uc870\uc815\ud568\uc73c\ub85c\uc368 \uc720\uc0ac \ubb38\uc81c\uac00 \uc7ac\ubc1c\ud558\uc9c0 \uc54a\ub3c4\ub85d \uc870\uce58\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc138 \ubc88\uc9f8 \uc0ac\ub840\ub294 \uae08\uc735\uad8c\uc758 \ubd84\uc0b0 \uac70\ub798 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ubc1c\uc0dd\ud55c \uc624\ub958\uc785\ub2c8\ub2e4. \uae08\uc735 \uac70\ub798 \uc2dc\uc2a4\ud15c\uc740 \uc2e4\uc2dc\uac04\uc73c\ub85c \ub192\uc740 \uc815\ud655\ub3c4\uc640 \ube60\ub978 \uc751\ub2f5\uc744 \uc694\uad6c\ud558\uae30 \ub54c\ubb38\uc5d0, \ubbf8\uc138\ud55c \uc9c0\uc5f0\uc774\ub098 \uc624\ub958\ub3c4 \ud070 \ubb38\uc81c\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \ucd5c\uadfc AI \uae30\ubc18 \ub85c\uadf8 \ubd84\uc11d \ub3c4\uad6c\ub97c \ub3c4\uc785\ud558\uc5ec, \uae30\uc874\uc758 \uc218\ub3d9 \ubd84\uc11d \ubc29\uc2dd\ubcf4\ub2e4 \ud6e8\uc52c \ube60\ub974\uac8c \uc624\ub958 \uc6d0\uc778\uc744 \ucd94\uc801\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c\ub85c, \ud55c \uac70\ub798 \uac74\uc5d0\uc11c \ubc1c\uc0dd\ud55c \ub370\uc774\ud130 \ubd88\uc77c\uad00\uc131 \ubb38\uc81c\ub97c AI \ubaa8\ub378\uc774 \uc790\ub3d9\uc73c\ub85c \ud0d0\uc9c0\ud558\uace0, \uc2e4\uc2dc\uac04\uc73c\ub85c \uad00\ub828 \uc5d4\uc9c0\ub2c8\uc5b4\uc5d0\uac8c \uc54c\ub9bc\uc744 \uc804\uc1a1\ud568\uc73c\ub85c\uc368, \ubb38\uc81c\ub97c \uc989\uac01 \ud574\uacb0\ud558\ub294\ub370 \uc131\uacf5\ud558\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uc774 \uc0ac\ub840\uc5d0\uc11c\ub294 \uc790\ub3d9\ud654\ub41c \ud68c\uadc0 \ud14c\uc2a4\ud2b8\uc640 \uc2dc\ubbac\ub808\uc774\uc158 \ud658\uacbd\uc774 \ub3c4\uc785\ub418\uc5b4, \uc0dd\uc0b0 \ud658\uacbd\uacfc \uac70\uc758 \ub3d9\uc77c\ud55c \ud14c\uc2a4\ud2b8 \ud658\uacbd\uc5d0\uc11c \uc7a5\uc560 \uc7ac\ud604 \ubc0f \ubd84\uc11d\uc774 \uc774\ub8e8\uc5b4\uc84c\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc5c5\ub370\uc774\ud2b8 \uc804\uc5d0 \uc7a0\uc7ac\uc801\uc778 \ubb38\uc81c\ub4e4\uc744 \uc0ac\uc804\uc5d0 \uac10\uc9c0\ud558\uace0, \ubc30\ud3ec \ud6c4\uc5d0\ub294 \ube60\ub974\uac8c \ubcf5\uad6c\ud560 \uc218 \uc788\ub294 \uccb4\uacc4\ub97c \ub9c8\ub828\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub124 \ubc88\uc9f8 \uc0ac\ub840\ub294 \uc2a4\ud0c0\ud2b8\uc5c5\uc5d0\uc11c \uc9c4\ud589\ud55c \uc2e0\uaddc \uc11c\ube44\uc2a4 \ubc30\ud3ec \ud6c4 \ubc1c\uc0dd\ud55c \uc7a5\uc560\uc5d0 \uad00\ud55c \uac83\uc785\ub2c8\ub2e4. \uc774 \uc2a4\ud0c0\ud2b8\uc5c5\uc740 MSA \ud658\uacbd\uc5d0\uc11c \ube60\ub974\uac8c \uc11c\ube44\uc2a4\ub97c \ucd9c\uc2dc\ud558\uc600\uc73c\ub098, \uc608\uc0c1\uce58 \ubabb\ud55c \uc758\uc874\uc131 \ubb38\uc81c\ub85c \uc778\ud574 \uc77c\ubd80 \uc11c\ube44\uc2a4 \uac04 \ud638\ucd9c \uc2dc \uc624\ub958\uac00 \ube48\ubc88\ud558\uac8c \ubc1c\uc0dd\ud558\uc600\uc2b5\ub2c8\ub2e4. \ucd08\uae30\uc5d0\ub294 \ub2e8\uc77c \uc11c\ube44\uc2a4 \ub85c\uadf8\ub9cc\uc73c\ub85c\ub294 \ubb38\uc81c\ub97c \ud30c\uc545\ud558\uae30 \uc5b4\ub824\uc6e0\uc9c0\ub9cc, \ud300\uc740 \uc804\uccb4 \uc2dc\uc2a4\ud15c \ub85c\uadf8\uc640 \ud2b8\ub808\uc774\uc2f1 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud568\uc73c\ub85c\uc368, \ud2b9\uc815 \uc11c\ube44\uc2a4\uac00 \ub2e4\ub978 \uc11c\ube44\uc2a4\uc758 \uc751\ub2f5\uc744 \uae30\ub2e4\ub9ac\ub2e4\uac00 \ud0c0\uc784\uc544\uc6c3 \ub418\ub294 \ubb38\uc81c\ub97c \ud655\uc778\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ud6c4, \uac01 \uc11c\ube44\uc2a4 \uac04 \ud0c0\uc784\uc544\uc6c3 \uc124\uc815\uc744 \uc7ac\uc870\uc815\ud558\uace0, \ube44\ub3d9\uae30\uc2dd \ud1b5\uc2e0 \ubc29\uc2dd\uc744 \ubcf4\uc644\ud558\ub294 \uc5c5\ub370\uc774\ud2b8\ub97c \uc9c4\ud589\ud558\uc600\uc2b5\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \uc7a5\uc560 \ubc1c\uc0dd \ube48\ub3c4\ub294 \uae09\uaca9\ud788 \uac10\uc18c\ud558\uc600\uc73c\uba70, \uc0ac\uc6a9\uc790 \ub9cc\uc871\ub3c4 \uc5ed\uc2dc \ud06c\uac8c \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc640 \uac19\uc774, \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c\uc758 \uc0ac\ub840 \uc5f0\uad6c\ub294 \ub2e8\uc21c\ud788 \uae30\uc220\uc801\uc778 \ud574\uacb0 \ubc29\ubc95\uc744 \ub118\uc5b4\uc11c, \uc870\uc9c1 \uc804\ubc18\uc758 \uc6b4\uc601 \uc804\ub7b5\uacfc \ud611\uc5c5\uc758 \uc911\uc694\uc131\uc744 \uac15\uc870\ud569\ub2c8\ub2e4. \uac01 \uc0ac\ub840\ub9c8\ub2e4 \uacf5\ud1b5\uc801\uc73c\ub85c \ub098\ud0c0\ub098\ub294 \ubb38\uc81c\ub294 \u2018\ub370\uc774\ud130 \uc77c\uad00\uc131 \uad00\ub9ac\u2019, \u2018\ub124\ud2b8\uc6cc\ud06c \ud1b5\uc2e0 \uc7a5\uc560\u2019, \u2018\uacfc\ubd80\ud558 \ubc0f \ud0c0\uc784\uc544\uc6c3\u2019 \ub4f1\uc73c\ub85c, \uc774\uc5d0 \ub300\ud55c \uccb4\uacc4\uc801\uc778 \ub300\uc751\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc6b4\uc601\ud300\uc740 \ubb38\uc81c \ubc1c\uc0dd \uc2dc \ub2e4\uc74c\uacfc \uac19\uc740 \ud575\uc2ec \ub2e8\uacc4\ub97c \ub530\ub77c \ube60\ub974\uac8c \ub300\uc751\ud558\uc600\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uc2e4\uc2dc\uac04 \ub85c\uadf8 \uc218\uc9d1 \ubc0f \ubd84\uc11d<\/li>\n<li>\ubd84\uc0b0 \ud2b8\ub808\uc774\uc2f1\uc744 \ud1b5\ud55c \ud750\ub984 \ud30c\uc545<\/li>\n<li>\uc11c\ud0b7 \ube0c\ub808\uc774\ucee4 \ubc0f \uce90\uc2f1 \uba54\ucee4\ub2c8\uc998 \uc801\uc6a9<\/li>\n<li>AI \uae30\ubc18 \uc774\uc0c1 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c \ub3c4\uc785<\/li>\n<li>\ud14c\uc2a4\ud2b8 \ud658\uacbd\uc5d0\uc11c\uc758 \uc7ac\ud604 \ubc0f \uac80\uc99d<\/li>\n<\/ul>\n<p>\ub610\ud55c, \uac01 \uc0ac\ub840 \uc5f0\uad6c\uc5d0\uc11c\ub294 \ucd08\uae30 \uacbd\ubcf4 \uc2dc\uc2a4\ud15c\uacfc \ub2f4\ub2f9 \uc5d4\uc9c0\ub2c8\uc5b4 \uac04\uc758 \uae34\ubc00\ud55c \ud611\uc5c5\uc774 \uc8fc\uc694 \uc131\uacf5 \uc694\uc778\uc73c\ub85c \uc791\uc6a9\ud588\uc2b5\ub2c8\ub2e4. \uc7a5\uc560 \ubc1c\uc0dd \ud6c4, \ubaa8\ub4e0 \uad00\ub828 \ub85c\uadf8\uc640 \ud2b8\ub808\uc774\uc2f1 \ub370\uc774\ud130\ub97c \uc2e0\uc18d\ud558\uac8c \ubd84\uc11d\ud558\uc5ec, \ubb38\uc81c\uc758 \uadfc\ubcf8 \uc6d0\uc778\uc744 \ud30c\uc545\ud558\ub294 \uacfc\uc815\uc740 \uc870\uc9c1 \uc804\uccb4\uc758 \uc2e4\uc2dc\uac04 \ub300\uc751 \ud504\ub85c\uc138\uc2a4\ub97c \ud06c\uac8c \uac1c\uc120\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud3c9\uc18c\ubcf4\ub2e4 \ub354\uc6b1 \uc2e0\uc18d\ud558\uace0 \uc815\ud655\ud55c \ubb38\uc81c \ud574\uacb0\uc744 \uc774\ub04c\uc5b4\ub0bc \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc2e4\uc81c \uc0ac\ub840\ub4e4\uc744 \uc885\ud569\ud574\ubcf4\uba74, MSA \ud658\uacbd\uc5d0\uc11c \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc758 \ub514\ubc84\uae45\uacfc \ubb38\uc81c \ud574\uacb0\uc740 \ub2e8\uc21c\ud788 \uae30\uc220\uc801\uc778 \uce21\uba74\ubfd0 \uc544\ub2c8\ub77c, \uc870\uc9c1 \ub0b4 \ud611\uc5c5, \uc790\ub3d9\ud654\ub41c \ubaa8\ub2c8\ud130\ub9c1, \uadf8\ub9ac\uace0 \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \ud53c\ub4dc\ubc31\uc744 \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc9c4\ub2e4\ub294 \uc810\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc0ac\ub840 \uc5f0\uad6c\ub294 \ud5a5\ud6c4 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uac70\ub098 \uac1c\uc120\ud558\uace0\uc790 \ud558\ub294 \uae30\uc5c5\uc5d0\uac8c \uadc0\uc911\ud55c \uc778\uc0ac\uc774\ud2b8\uc640 \ub178\ud558\uc6b0\ub97c \uc81c\uacf5\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uacb0\ub860\uc801\uc73c\ub85c, \uc0ac\ub840 \uc5f0\uad6c\ub97c \ud1b5\ud574 \ud655\uc778\ud55c \ubc14\uc640 \uac19\uc774, \ubcf5\uc7a1\ud55c \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ud658\uacbd\uc5d0\uc11c\ub294 \uccb4\uacc4\uc801\uc778 \ub85c\uadf8 \ubd84\uc11d, \uc790\ub3d9\ud654\ub41c \ubaa8\ub2c8\ud130\ub9c1, \uadf8\ub9ac\uace0 \uc138\ubc00\ud55c \ud2b8\ub808\uc774\uc2f1\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc6b4\uc601\ud300\uc774 \uc774\ub7ec\ud55c \uc804\ub7b5\uc744 \uc131\uacf5\uc801\uc73c\ub85c \uc801\uc6a9\ud560 \uacbd\uc6b0, \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131 \ubfd0 \uc544\ub2c8\ub77c, \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc2e0\uc18d\ud55c \ub300\uc751\uacfc \ubcf5\uad6c\uac00 \uac00\ub2a5\ud574\uc9d0\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc758 \uc0ac\ub840\ub4e4\uc744 \ubc14\ud0d5\uc73c\ub85c, \uc55e\uc73c\ub85c\uc758 \ub514\ubc84\uae45 \uc804\ub7b5 \uc218\ub9bd \ubc0f \uc6b4\uc601 \uacc4\ud68d\uc5d0 \uc788\uc5b4\uc11c\ub3c4 \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\uc758 \uc5c5\uadf8\ub808\uc774\ub4dc\uc640 \uc790\ub3d9\ud654\ub41c \uad00\ub9ac \ud504\ub85c\uc138\uc2a4 \ub3c4\uc785\uc774 \ub354\uc6b1 \uc911\uc694\ud574\uc9c8 \uac83\uc73c\ub85c \uc804\ub9dd\ub429\ub2c8\ub2e4. \uc774\uc640 \ud568\uaed8, \uac01 \uc870\uc9c1\uc5d0\uc11c\ub294 \ub0b4\ubd80\uc801\uc73c\ub85c \uc131\uacf5 \uc0ac\ub840\uc640 \uc2e4\ud328 \uc0ac\ub840\ub97c \ucca0\uc800\ud558\uac8c \ubd84\uc11d\ud558\uace0 \uacf5\uc720\ud568\uc73c\ub85c\uc368 \uc804\uccb4 \uc2dc\uc2a4\ud15c\uc758 \ub300\uc751 \uc5ed\ub7c9\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uac15\ud654\ud558\ub294 \ub178\ub825\uc744 \uae30\uc6b8\uc5ec\uc57c \ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2 id=\"4-%ec%b5%9c%ec%8b%a0-%ea%b8%b0%ec%88%a0-%eb%8f%99%ed%96%a5-%eb%b0%8f-%eb%af%b8%eb%9e%98-%ec%a0%84%eb%a7%9d-%ec%9e%90%eb%8f%99%ed%99%94-ai-%ea%b8%b0%eb%b0%98-%eb%94%94%eb%b2%84%ea%b9%85%ea%b3%bc-lQAAdilHga\">4. \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5 \ubc0f \ubbf8\ub798 \uc804\ub9dd: \uc790\ub3d9\ud654, AI \uae30\ubc18 \ub514\ubc84\uae45\uacfc \ud601\uc2e0<\/h2>\n<p>\ucd5c\uadfc \uba87 \ub144\uac04 \uae30\uc220 \ud601\uc2e0\uc740 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uacfc MSA \ub514\ubc84\uae45 \ubd84\uc57c\uc5d0\ub3c4 \ud070 \ubcc0\ud654\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \ubcf8 \uc139\uc158\uc5d0\uc11c\ub294 \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5, \uc790\ub3d9\ud654\uc640 AI \uae30\ubc18\uc758 \ub514\ubc84\uae45 \ub3c4\uad6c, \uadf8\ub9ac\uace0 \ud5a5\ud6c4 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45\uc758 \ubbf8\ub798 \uc804\ub9dd\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub17c\uc758\ud558\uace0\uc790 \ud569\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5, \uba38\uc2e0\ub7ec\ub2dd, \ube45\ub370\uc774\ud130 \ubd84\uc11d \ub4f1\uc774 \ub3c4\uc785\ub418\uba74\uc11c, \uae30\uc874\uc758 \uc218\ub3d9\uc801\uc774\uace0 \ubc18\ubcf5\uc801\uc778 \ub514\ubc84\uae45 \uc5c5\ubb34\ub294 \uc810\ucc28 \uc790\ub3d9\ud654\ub418\uace0 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc6b4\uc601\ud300\uc740 \ubcf4\ub2e4 \uc804\ub7b5\uc801\uc778 \ubb38\uc81c \ud574\uacb0\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uba3c\uc800, AI \uae30\ubc18 \ub85c\uadf8 \ubd84\uc11d \uae30\uc220\uc740 \uacfc\uac70 \uc218\uc791\uc5c5\uc5d0 \uc758\uc874\ud558\ub358 \uc7a5\uc560 \uc6d0\uc778 \ubd84\uc11d \uacfc\uc815\uc744 \ud601\uc2e0\uc801\uc73c\ub85c \ubcc0\ud654\uc2dc\ucf30\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud558\uc5ec \uc815\uc0c1\uc801\uc778 \uc2dc\uc2a4\ud15c \ub3d9\uc791\uacfc \ube44\uc815\uc0c1\uc801\uc778 \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \uc2dc\uc2a4\ud15c\uc740, \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc2e4\uc2dc\uac04\uc73c\ub85c \uc774\uc0c1 \uc9d5\ud6c4\ub97c \ud3ec\ucc29\ud558\uace0 \uacbd\uace0\ub97c \ubc1c\uc1a1\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uad6c\uae00 \ud074\ub77c\uc6b0\ub4dc\uc758 AI \uae30\ubc18 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub4e4\uc740 \ub300\uaddc\ubaa8 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\uc758 \ubbf8\uc138\ud55c \uc774\uc0c1 \uc0c1\ud0dc\ub97c \uac10\uc9c0\ud558\uace0, \ubb38\uc81c \ubc1c\uc0dd \uc804\uc5d0 \uc120\uc81c\uc801\uc73c\ub85c \ub300\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uc790\ub3d9\ud654 \uae30\uc220\uc758 \ubc1c\uc804\uc740 \uc9c0\uc18d\uc801\uc778 \ud1b5\ud569(CI)\uacfc \uc9c0\uc18d\uc801\uc778 \ubc30\ud3ec(CD) \ud504\ub85c\uc138\uc2a4\uc640 \uacb0\ud569\ub418\uc5b4 \ub514\ubc84\uae45 \uacfc\uc815 \uc804\uccb4\ub97c \ud6a8\uc728\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc790\ub3d9\ud654\ub41c \ud14c\uc2a4\ud2b8 \uc2a4\ud06c\ub9bd\ud2b8, \ucee8\ud14c\uc774\ub108 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \uc2dc\uc2a4\ud15c, \uadf8\ub9ac\uace0 \uc778\ud504\ub77c \uc790\ub3d9\ud654 \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud558\uba74, \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0 \ubcc0\uacbd \uc0ac\ud56d\uc744 \uc801\uc6a9\ud558\uae30 \uc804\uc5d0 \uc7a0\uc7ac\uc801\uc778 \uc624\ub958\ub97c \ubbf8\ub9ac \uac80\ucd9c\ud560 \uc218 \uc788\uc73c\uba70, \uc2e4\uc81c \ubb38\uc81c \ubc1c\uc0dd \uc2dc\uc5d0\ub3c4 \uc2e0\uc18d\ud558\uac8c \uc7ac\ud604 \ud658\uacbd\uc744 \uad6c\ucd95\ud558\uc5ec \ub514\ubc84\uae45\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc790\ub3d9\ud654 \ub3c4\uad6c\ub85c\ub294 Jenkins, GitLab CI\/CD, \uadf8\ub9ac\uace0 Kubernetes \uae30\ubc18\uc758 Canary \ubc30\ud3ec \uc804\ub7b5 \ub4f1\uc774 \uc788\uc73c\uba70, \uc774\ub97c \ub3c4\uc785\ud55c \ub9ce\uc740 \uae30\uc5c5\ub4e4\uc774 \uc548\uc815\uc801\uc778 \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\ub294\ub370 \uc131\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5 \uc911 \ud558\ub098\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\ub294 \uac83\uc740 \ubd84\uc0b0 \ud2b8\ub808\uc774\uc2f1 \uc2dc\uc2a4\ud15c\uc758 \ubc1c\uc804\uc785\ub2c8\ub2e4. \uae30\uc874\uc758 \ub85c\uadf8\uc640 \ud2b8\ub808\uc774\uc2f1 \ub370\uc774\ud130 \ubd84\uc11d \ubc29\ubc95\uc740 \ud55c\uacc4\ub97c \ubcf4\uc600\uc73c\ub098, \uc774\uc81c \uc0c8\ub85c\uc6b4 \uc138\ub300\uc758 \ubd84\uc0b0 \ucd94\uc801 \uc2dc\uc2a4\ud15c\ub4e4\uc740 \ub370\uc774\ud130 \uc218\uc9d1\ubd80\ud130 \ubd84\uc11d, \uc2dc\uac01\ud654\uae4c\uc9c0 \uc804 \uacfc\uc815\uc744 \ud1b5\ud569\uc801\uc73c\ub85c \uad00\ub9ac\ud569\ub2c8\ub2e4. \uc774\ub4e4 \uc2dc\uc2a4\ud15c\uc740 \uc218\uc9d1\ub41c \ubc29\ub300\ud55c \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc98\ub9ac\ud558\uace0, AI \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \uc774\uc0c1 \ud328\ud134\uc744 \uc790\ub3d9\uc73c\ub85c \uc2dd\ubcc4\ud568\uc73c\ub85c\uc368 \uc6b4\uc601\ud300\uc758 \ubd80\ub2f4\uc744 \uc904\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c\uc758 \ubbf8\ub798 \uc804\ub9dd\uc5d0 \uc788\uc5b4, \ub514\ubc84\uae45 \uc790\ub3d9\ud654\uc640 AI \uae30\ubc18 \uc194\ub8e8\uc158\uc740 \ub2e8\uc21c\ud788 \ubb38\uc81c \ud574\uacb0 \uc18d\ub3c4\ub97c \ub192\uc774\ub294 \uac83\uc744 \ub118\uc5b4, \uc0ac\uc804 \uc608\ubc29 \uc2dc\uc2a4\ud15c\uc73c\ub85c \ubc1c\uc804\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5 \uae30\ubc18 \uc608\uce21 \ubaa8\ub378\uc740 \uacfc\uac70 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\uc5ec, \uc7a5\uc560 \ubc1c\uc0dd \uac00\ub2a5\uc131\uc774 \ub192\uc740 \uc694\uc18c\ub4e4\uc744 \ubbf8\ub9ac \uacbd\uace0\ud558\uace0, \uc774\uc5d0 \ub530\ub978 \uc790\ub3d9\ud654\ub41c \ub300\uc751\ucc45\uc744 \uc2e4\ud589\ud560 \uac83\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c, \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc758 \uc720\uc9c0\ubcf4\uc218 \ubc0f \uc6b4\uc601\uc774 \ud6e8\uc52c \ub354 \ud6a8\uc728\uc801\uc774\uace0 \uc548\uc815\uc801\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9c8 \uc804\ub9dd\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc640 \ub354\ubd88\uc5b4, \ube14\ub85d\uccb4\uc778 \uae30\uc220\uc774\ub098 \ubd84\uc0b0 \uc6d0\uc7a5 \uae30\uc220\uc774 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc758 \ub370\uc774\ud130 \ubb34\uacb0\uc131\uc744 \ubcf4\uc7a5\ud558\ub294 \uc0c8\ub85c\uc6b4 \ubc29\ubc95\uc73c\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ub370\uc774\ud130 \uc704\ubcc0\uc870\ub97c \ubc29\uc9c0\ud558\uace0, \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uac70\ub798 \uae30\ub85d\uc744 \uc720\uc9c0\ud558\ub294 \ub370 \ud070 \uc5ed\ud560\uc744 \ud558\uba70, \ud5a5\ud6c4 \uae08\uc735, \uc758\ub8cc, \ubb3c\ub958 \ub4f1\uc758 \ubd84\uc57c\uc5d0\uc11c \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc758 \ud22c\uba85\uc131\uacfc \uc548\uc815\uc131\uc744 \ub192\uc774\uae30 \uc704\ud55c \uc911\uc694\ud55c \uc694\uc18c\ub85c \uc791\uc6a9\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45\uc5d0 \uc788\uc5b4 \uac1c\ubc1c\uc790 \uacbd\ud5d8(Developer Experience, DX)\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \uc194\ub8e8\uc158\ub3c4 \ub4f1\uc7a5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 UI\uc640 \ud1b5\ud569 \ub300\uc2dc\ubcf4\ub4dc\ub97c \uc81c\uacf5\ud558\ub294 \ub3c4\uad6c\ub4e4\uc740, \uc6b4\uc601\uc790\uac00 \ubb38\uc81c\ub97c \ud55c\ub208\uc5d0 \ud30c\uc545\ud558\uace0, \uc989\uac01\uc801\uc778 \ud53c\ub4dc\ubc31\uc744 \ubc1b\uc744 \uc218 \uc788\ub3c4\ub85d \ud558\uc5ec \uc624\ub958 \uc218\uc815 \uc2dc\uac04\uc744 \ud604\uc800\ud558\uac8c \uc904\uc5ec\uc904 \uac83\uc785\ub2c8\ub2e4. \uc774\uc640 \uac19\uc740 \ub3c4\uad6c\ub4e4\uc740 \uac1c\ubc1c\uc790\uc640 \uc6b4\uc601\ud300 \uac04\uc758 \uc18c\ud1b5\uc744 \uc6d0\ud65c\ud558\uac8c \ud558\uace0, \ud611\uc5c5\uc758 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud558\ub294 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5\uacfc \ubbf8\ub798 \uc804\ub9dd\uc744 \uc885\ud569\ud588\uc744 \ub54c, \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45\uc740 \ub354\uc6b1 \uc790\ub3d9\ud654\ub418\uace0 \uc608\uce21 \uac00\ub2a5\ud55c \uc2dc\uc2a4\ud15c\uc73c\ub85c \ubc1c\uc804\ud560 \uac83\uc785\ub2c8\ub2e4. \uc870\uc9c1\ub4e4\uc740 \uc774\ub7ec\ud55c \uae30\uc220 \ud601\uc2e0\uc744 \ube60\ub974\uac8c \ucc44\ud0dd\ud568\uc73c\ub85c\uc368, \uc11c\ube44\uc2a4 \uc911\ub2e8\uc758 \uc704\ud5d8\uc744 \ucd5c\uc18c\ud654\ud558\uace0, \uc2dc\uc2a4\ud15c \uc548\uc815\uc131\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. \uc55e\uc73c\ub85c\uc758 \ub514\ubc84\uae45 \ub3c4\uad6c\uc640 \ud504\ub85c\uc138\uc2a4\ub294 \ub2e8\uc21c\ud788 \uc7a5\uc560 \ubcf5\uad6c\ub97c \ub118\uc5b4\uc11c, \uc7a5\uc560 \uc608\uce21\uacfc \uc608\ubc29\uc5d0 \ucd08\uc810\uc744 \ub9de\ucda4\uc73c\ub85c\uc368, \ubbf8\ub798\uc758 IT \uc778\ud504\ub77c\uc5d0\uc11c \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc544\ub798\ub294 \ucd5c\uc2e0 \ubd84\uc0b0 \ud2b8\ub808\uc774\uc2f1 \uc2dc\uc2a4\ud15c\uc744 \uc774\uc6a9\ud55c \uac04\ub2e8\ud55c Python \ucf54\ub4dc \uc608\uc81c\ub85c, AI \uae30\ubc18 \uc774\uc0c1 \ud0d0\uc9c0\ub97c \uc704\ud55c \uae30\ucd08 \uad6c\ud604 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4:<\/p>\n<pre><code>import time\nimport random\nimport logging\n\n# \uac00\uc0c1\uc758 AI \uc774\uc0c1 \uac10\uc9c0 \ud568\uc218\ndef ai_anomaly_detector(response_time):\n    # \ud3c9\uade0 \uc751\ub2f5 \uc2dc\uac04 0.3\ucd08, \ud45c\uc900\ud3b8\ucc28 0.1\ucd08\ub97c \uae30\uc900\uc73c\ub85c \uc784\uacc4\uce58\ub97c \uc124\uc815\n    threshold = 0.3 + 2 * 0.1\n    if response_time &gt; threshold:\n        return True\n    return False\n\ndef simulate_service_operation(service_name):\n    start = time.time()\n    # \uc11c\ube44\uc2a4 \ucc98\ub9ac \uc2dc\uac04 \uc2dc\ubbac\ub808\uc774\uc158 (\ub79c\ub364 \uc9c0\uc5f0)\n    processing_time = random.uniform(0.1, 0.7)\n    time.sleep(processing_time)\n    end = time.time()\n    elapsed = end - start\n    if ai_anomaly_detector(elapsed):\n        logging.warning(f\"{service_name}\uc5d0\uc11c \uc774\uc0c1 \uac10\uc9c0: \uc751\ub2f5 \uc2dc\uac04 {elapsed:.3f}\ucd08\")\n    else:\n        logging.info(f\"{service_name} \uc815\uc0c1 \ucc98\ub9ac: \uc751\ub2f5 \uc2dc\uac04 {elapsed:.3f}\ucd08\")\n    return elapsed\n\nif __name__ == \"__main__\":\n    services = [\"AuthService\", \"OrderService\", \"PaymentService\", \"NotificationService\"]\n    for service in services:\n        simulate_service_operation(service)\n<\/code><\/pre>\n<p>\uc704 \ucf54\ub4dc\ub294 \uac01 \uc11c\ube44\uc2a4\uc758 \uc751\ub2f5 \uc2dc\uac04\uc744 \uce21\uc815\ud558\uace0 AI \uae30\ubc18 \uac04\ub2e8\ud55c \uc774\uc0c1 \uac10\uc9c0 \ub85c\uc9c1\uc744 \uc801\uc6a9\ud558\uc5ec, \uc784\uacc4\uce58\ub97c \ucd08\uacfc\ud558\ub294 \uacbd\uc6b0 \uacbd\uace0 \uba54\uc2dc\uc9c0\ub97c \ucd9c\ub825\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4. \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c\ub294 \uc774\uc640 \uac19\uc740 \uae30\ubcf8 \ub85c\uc9c1\uc5d0 \ub2e4\uc591\ud55c \ud559\uc2b5 \ubaa8\ub378\uacfc \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d \uae30\uc220\uc774 \uacb0\ud569\ub418\uc5b4 \ubcf4\ub2e4 \uc815\uad50\ud55c \uc608\uce21\uacfc \ubaa8\ub2c8\ud130\ub9c1 \uae30\ub2a5\uc744 \uad6c\ud604\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<p>\ucd5c\uadfc \uae30\uc220 \ub3d9\ud5a5\uc744 \uc885\ud569\ud558\uba74, \uc55e\uc73c\ub85c\uc758 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45\uc740 AI\uc640 \uc790\ub3d9\ud654 \ub3c4\uad6c\uc758 \ubc1c\uc804\uc5d0 \ud798\uc785\uc5b4 \ub354\uc6b1 \ud6a8\uc728\uc801\uc774\uace0 \uc608\uce21 \uac00\ub2a5\ud55c \ud658\uacbd\uc744 \uc81c\uacf5\ud560 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4. \uc6b4\uc601\ud300\uc740 \uc774\ub7ec\ud55c \ucd5c\uc2e0 \uae30\uc220\uc744 \ub3c4\uc785\ud558\uace0 \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud568\uc73c\ub85c\uc368, \uae09\ubcc0\ud558\ub294 IT \ud658\uacbd\uc5d0\uc11c\ub3c4 \uc548\uc815\uc801\uc778 \uc11c\ube44\uc2a4\ub97c \uc720\uc9c0\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uacb0\ub860\uc801\uc73c\ub85c \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5\uacfc \ubbf8\ub798 \uc804\ub9dd\uc740 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45\uc5d0 \uc788\uc5b4 \ud070 \uc804\ud658\uc810\uc744 \ub9c8\ub828\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc7a5\uc560 \uc608\ubc29\uacfc \uc2e0\uc18d\ud55c \ubb38\uc81c \ud574\uacb0, \uadf8\ub9ac\uace0 \uc804\uccb4 \uc2dc\uc2a4\ud15c \uc548\uc815\uc131 \ud5a5\uc0c1\uc774 \uac00\ub2a5\ud574\uc9c8 \uac83\uc785\ub2c8\ub2e4. \uc870\uc9c1\ub4e4\uc740 \uc774\ub7ec\ud55c \uae30\uc220 \ud601\uc2e0\uc744 \uc801\uadf9\uc801\uc73c\ub85c \ub3c4\uc785\ud558\uace0, \ub0b4\ubd80 \ud504\ub85c\uc138\uc2a4\uc640 \ud611\uc5c5 \uccb4\uacc4\ub97c \uac1c\uc120\ud568\uc73c\ub85c\uc368 \ubbf8\ub798\uc758 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \uc6b4\uc601\uc5d0 \ub300\ube44\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc640 \uac19\uc774, \ubcf8 \uae00\uc5d0\uc11c \ub2e4\ub8ec \ub2e4\uc591\ud55c \uc0ac\ub840 \uc5f0\uad6c\uc640 \uc804\ub7b5, \uadf8\ub9ac\uace0 \ucd5c\uc2e0 \uae30\uc220 \ub3d9\ud5a5\uc740 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \ub514\ubc84\uae45\uc774\ub77c\ub294 \ubcf5\uc7a1\ud55c \ubd84\uc57c\uc5d0\uc11c \ud6a8\uacfc\uc801\uc778 \ubb38\uc81c \ud574\uacb0 \ubc29\uc548\uc744 \ubaa8\uc0c9\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4. \ubaa8\ub4e0 \uad00\ub828 \uc804\ubb38\uac00\ub4e4\uc5d0\uac8c \ubcf8 \uae00\uc774 \uadc0\uc911\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\uae30\ub97c \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc804\uccb4 \ub0b4\uc6a9\uc744 \uc694\uc57d\ud558\uc790\uba74, MSA\uc640 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc740 \ud604\ub300 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ud658\uacbd\uc758 \ud575\uc2ec \uc778\ud504\ub77c\uc774\uba70, \uadf8 \ubcf5\uc7a1\uc131\uacfc \uc7a5\uc560 \ubc1c\uc0dd \uac00\ub2a5\uc131\uc740 \uccb4\uacc4\uc801\uc778 \ub85c\uae45, \ud2b8\ub808\uc774\uc2f1, \uc790\ub3d9\ud654 \ubc0f AI \uae30\ubc18 \ubd84\uc11d \ub3c4\uad6c\uc758 \ub3c4\uc785\uc744 \ud1b5\ud574 \uadf9\ubcf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \uc0ac\ub840 \uc5f0\uad6c\uc640 \uc804\ub7b5\uc744 \ud1b5\ud574 \uc5bb\uc740 \ub178\ud558\uc6b0\ub294 \uc55e\uc73c\ub85c\ub3c4 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \uc6b4\uc601\uacfc \ub514\ubc84\uae45\uc5d0 \uc788\uc5b4\uc11c \uc911\uc694\ud55c \uae30\uc900\uc810\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>MSA \uae30\ubc18 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ubb38\uc81c\ub97c \ube60\ub974\uace0 \uc815\ud655\ud558\uac8c \uc9c4\ub2e8\ud558\ub294 \ub514\ubc84\uae45 \ud575\uc2ec \ub178\ud558\uc6b0\ub97c \uc804\uc218\ud569\ub2c8\ub2e4. \ud6a8\uacfc\uc801\uc778 \ubb38\uc81c \ud574\uacb0 \ubc29\ubc95\uc744 \uc9c0\uae08 \ud655\uc778\ud574\ubcf4\uc138\uc694.<\/p>\n","protected":false},"author":1,"featured_media":55958,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1957],"tags":[2049,190,614],"class_list":["post-55954","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-development","tag-architecture","tag-google","tag-netflix"],"acf":[],"_links":{"self":[{"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/posts\/55954","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/comments?post=55954"}],"version-history":[{"count":1,"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/posts\/55954\/revisions"}],"predecessor-version":[{"id":55957,"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/posts\/55954\/revisions\/55957"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/media\/55958"}],"wp:attachment":[{"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/media?parent=55954"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/categories?post=55954"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/8gfg.shop\/blog\/wp-json\/wp\/v2\/tags?post=55954"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}