{"id":160896,"date":"2021-07-09T07:25:58","date_gmt":"2021-07-09T06:25:58","guid":{"rendered":"https:\/\/blog.jetbrains.com\/blog\/2021\/05\/27\/big-data-world-part-4-architecture\/"},"modified":"2025-09-22T07:33:28","modified_gmt":"2025-09-22T06:33:28","slug":"big-data-world-part-4-architecture","status":"publish","type":"blog","link":"https:\/\/blog.jetbrains.com\/ko\/blog\/2021\/07\/09\/big-data-world-part-4-architecture\/","title":{"rendered":"\ube45\ub370\uc774\ud130 \uc138\uacc4, 4\ubd80: \uc544\ud0a4\ud14d\ucc98"},"content":{"rendered":"<p>\ube45\ub370\uc774\ud130, \ube45\ub370\uc774\ud130\ub97c \ubc14\ub77c\ubcf4\ub294 JetBrains\uc758 \uad00\uc810 \ubc0f \uad00\ub828 \uc81c\ud488 \uac1c\ubc1c\uacfc \uad00\ub828\ud558\uc5ec \uc5f0\uc7ac \uc911\uc778 \uc2dc\ub9ac\uc988\uc758 4\ubc88\uc9f8 \uac8c\uc2dc\ubb3c\uc785\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\uc758 \ub450 \ubc88\uc9f8 \uc5c5\ubb34\uc778 \uc544\ud0a4\ud14d\ucc98\ub97c \uc0b4\ud3b4\ubcfc \uc608\uc815\uc785\ub2c8\ub2e4.<\/p>\n<p>\uad00\ub828 \uac8c\uc2dc\ubb3c:<\/p>\n<ol>\n<li><a href=\"https:\/\/blog.jetbrains.com\/ko\/blog\/2021\/05\/04\/big-data-world-part-1-definitions\/\">\ube45\ub370\uc774\ud130\uc758 \uc138\uacc4, 1\ubd80: \uc815\uc758<\/a><\/li>\n<li><a href=\"https:\/\/blog.jetbrains.com\/ko\/blog\/2021\/07\/01\/big-data-world-part-2-roles\/\">\ube45\ub370\uc774\ud130\uc758 \uc138\uacc4, 2\ubd80: \uc9c1\ubb34<\/a><\/li>\n<li><a class=\"ek-link\" href=\"https:\/\/blog.jetbrains.com\/ko\/blog\/2021\/07\/07\/big-data-world-part-3-building-data-pipelines\/\">\ube45\ub370\uc774\ud130\uc758 \uc138\uacc4, 3\ubd80: \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95<\/a><\/li>\n<li>\uc774 \uac8c\uc2dc\ubb3c<\/li>\n<li><a href=\"https:\/\/blog.jetbrains.com\/blog\/2021\/06\/03\/big-data-world-part-5-cap-theorem\/\">\ube45\ub370\uc774\ud130\uc758 \uc138\uacc4, 5\ubd80: CAP Theorem<\/a><\/li>\n<\/ol>\n<p>\ubaa9\ucc28:<\/p>\n<ul>\n<li><a class=\"ek-link\" href=\"#Storage-architecture\">\uc2a4\ud1a0\ub9ac\uc9c0 \uc544\ud0a4\ud14d\ucc98<\/a><\/li>\n<li><a class=\"ek-link\" href=\"#Data-processing-architecture\">\ub370\uc774\ud130 \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98<\/a><\/li>\n<li><a class=\"ek-link\" href=\"#Technological-stack\">\uae30\uc220 \uc2a4\ud0dd<\/a><\/li>\n<li><a class=\"ek-link\" href=\"#Conclusion\">\uacb0\ub860<\/a><\/li>\n<\/ul>\n<p><a class=\"ek-link\" href=\"https:\/\/blog.jetbrains.com\/ko\/blog\/2021\/07\/01\/big-data-world-part-2-roles\/\">\ube45\ub370\uc774\ud130\uc758 \uc138\uacc4, 2\ubd80: \uc9c1\ubb34<\/a>\uc5d0\uc11c \ub17c\uc758\ub41c \ubc14\uc640 \uac19\uc774 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\uc758 \uc5ed\ud560\uc740 \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4 \uc544\ud0a4\ud14d\ucc98\ub97c \uad6c\ucd95\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc815\ud655\ud55c \uc758\ubbf8\ub294 \ubb34\uc5c7\uc77c\uae4c\uc694? \u201c\uc544\ud0a4\ud14d\ucc98\u201d\ub294 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc5d0\uc11c \ub0a8\uc6a9\ub418\ub294 \uc6a9\uc5b4\uc774\uba70, \uc2e4\uc81c\ub85c\ub294 \uc5ec\ub7ec \uc758\ubbf8\ub97c \uc9c0\ub2c8\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc5d0\uc11c \uc758\ubbf8\ub294 \uc2a4\ud1a0\ub9ac\uc9c0 \uc544\ud0a4\ud14d\ucc98\uc640 \ub370\uc774\ud130 \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98 \ub450 \uac00\uc9c0\ub85c \ubd84\ub958\ub429\ub2c8\ub2e4.<\/p>\n<h2 id=\"Storage-architecture\">\uc2a4\ud1a0\ub9ac\uc9c0 \uc544\ud0a4\ud14d\ucc98<\/h2>\n<p>\uae30\uc874 \ubc31\uc5d4\ub4dc \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc5d0\uc11c \uc2a4\ud1a0\ub9ac\uc9c0 \uacc4\uce35\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub9e4\uc6b0 \ub2e8\uc21c\ud558\uba70 \ucd5c\ub300 \uc138 \uac00\uc9c0 \uad6c\uc131 \uc694\uc18c(\ub370\uc774\ud130\ubca0\uc774\uc2a4, \uce90\uc2dc \ubc0f \ud30c\uc77c \uc2a4\ud1a0\ub9ac\uc9c0)\uac00 \uc774\uc5d0 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 \uc77c\ubc18\uc801\uc73c\ub85c SQL \ub610\ub294 NoSQL, \uad00\uacc4\ud615 \ub610\ub294 \ube44\uad00\uacc4\ud615 \ub4f1\uc758 \ub2e8\uc77c \uc5d4\ud2f0\ud2f0\uc785\ub2c8\ub2e4.<\/p>\n<p>\ud558\uc9c0\ub9cc \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc5d0\uc11c \ub2e4\uc591\ud55c \uc720\ud615\uc758 \uc2a4\ud1a0\ub9ac\uc9c0\ub97c \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4. \uac01\uae30 \ub2e4\ub978 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \ub370\uc774\ud130\uac00 \uc5ec\ub7ec \uacc4\uce35\uc73c\ub85c \uc800\uc7a5\ub418\uc5b4\uc57c \ud558\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/p>\n<p>\uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc2a4\ud1a0\ub9ac\uc9c0 \uc544\ud0a4\ud14d\ucc98 \uc911 \ud558\ub098\ub294 \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\uc785\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image is-style-default\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/unnamed-23.png\" alt=\"\" \/><\/figure>\n<p>\uc804\uc790\uc0c1\uac70\ub798, \uc740\ud589 \uc678\uc758 \ubaa8\ub4e0 \uac83\uc740 \uc6b4\uc601 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uc2dc\uc791\ub429\ub2c8\ub2e4. \uc6b4\uc601\uccb4\uc81c\uc758 \ub370\uc774\ud130\ub294 \uadf8\ub300\ub85c \uc6d0\uc2dc \ub370\uc774\ud130 \uc800\uc7a5\uc18c\ub85c \uc774\ub3d9\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uac00 \uc77c\uad00\uc801\uc778\uc9c0, \uc815\uc81c \ub610\ub294 \uac80\uc99d\ub418\uc5c8\ub294\uc9c0 \uc5ec\ubd80\uc640 \ubb34\uad00\ud558\uac8c \uc5b4\ub5a4 \ud615\ud0dc\uc774\ub4e0 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud558\uc5ec \uc815\uc758\ub41c \ub85c\uc9c1\uc5d0 \ub530\ub77c \ud544\uc694\ud55c \ub9cc\ud07c \ub9ce\uc740 \ub300\uc0c1\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub370\uc774\ud130 \uc678\uc5d0\ub3c4 \uc6b4\uc601 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc2a4\ub0c5\uc0f7\uc774 \uc0dd\uc131\ub418\uac70\ub098 \uba54\uc2dc\uc9c0\uac00 \uc774\ubca4\ud2b8 \uc800\uc7a5\uc18c\ub85c \uc804\uc1a1\ub418\ub294 \uacbd\uc6b0 \ub4f1\uc758 \uc77c\ubd80 \uba54\ud0c0\ub370\uc774\ud130\ub97c \uc800\uc7a5\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc6d0\uc2dc \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud55c \ud6c4\uc5d0\ub294 \uc815\uc81c, \uac80\uc99d, \uc9d1\uacc4 \uc808\ucc28\ub97c \uac70\uccd0 \ucd95\uc18c\/\uc9d1\uacc4\ub41c \ub370\uc774\ud130 \uc800\uc7a5\uc18c\uc5d0 \ubcf4\uad00\ud574\uc57c \ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uac00 \uc9d1\uacc4\ub418\uba74 \uac1c\uc778 \ub610\ub294 \uc804\uccb4 \ubd80\uc11c\uc640 \uac19\uc740 \ube44\uc988\ub2c8\uc2a4 \uc18c\ube44\uc790\uac00 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud615\uc2dd\uc758 \ub370\uc774\ud130\ub294 \uc6d0\ud558\ub294 \ubcf4\uace0\uc11c \uc791\uc131\uc774\ub098 \uace0\uac1d \uc138\ubd84\ud654 \ub4f1\uc758 \uae30\ud0c0 \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c\uc5d0 \uc801\ud569\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc5ec\uae30\uae4c\uc9c0\ub294 \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\uc5d0 \ub300\ud55c \uae30\ubcf8\uc801\uc774\uace0 \uac04\ub2e8\ud55c \uc124\uba85\uc77c \ubfd0\uc785\ub2c8\ub2e4. \ub354 \uc790\uc138\ud55c \uc124\uba85\uc740 <a href=\"https:\/\/en.wikipedia.org\/wiki\/Data_warehouse\" target=\"_blank\" rel=\"noopener\">Wikipedia<\/a>\uc5d0\uc11c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud558\uc9c0\ub9cc \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4 \uc2dc\uc2a4\ud15c\ub9cc\uc774 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc194\ub8e8\uc158\uc740 \uc544\ub2d9\ub2c8\ub2e4. \ub2e4\uc74c\uacfc \uac19\uc774 \ub2e4\ub978 \uc194\ub8e8\uc158\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><a class=\"ek-link\" href=\"https:\/\/learndatavault.com\/\" target=\"_blank\" rel=\"noopener\">\ub370\uc774\ud130 \ubcfc\ud2b8<\/a><\/li>\n<li><a href=\"https:\/\/databricks.com\/blog\/2021\/05\/19\/evolution-to-the-data-lakehouse.html\" target=\"_blank\" rel=\"noopener\">\ub370\uc774\ud130 \ub808\uc774\ud06c\ud558\uc6b0\uc2a4<\/a><\/li>\n<li><a href=\"https:\/\/www.guru99.com\/data-lake-architecture.html\" target=\"_blank\" rel=\"noopener\">\ub370\uc774\ud130 \ub808\uc774\ud06c<\/a><\/li>\n<\/ul>\n<p>\ub610\ud55c \uae30\uc5c5\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc790\uc0ac\uc758 \ub2c8\uc988\uc5d0 \ub9de\ub294 \ud558\uc774\ube0c\ub9ac\ub4dc \uc2a4\ud1a0\ub9ac\uc9c0 \ubaa8\ub378\uc744 \uc9c1\uc811 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<p>\ubcf4\uc2dc\ub2e4\uc2dc\ud53c \ub370\uc774\ud130 \uc2a4\ud1a0\ub9ac\uc9c0 \uacc4\uce35\uc744 \uad6c\uc131\ud558\ub294 \ub2e4\uc591\ud55c \ubc29\uc2dd\uc774 \uc788\uc9c0\ub9cc \ub370\uc774\ud130 \uc2a4\ud1a0\ub9ac\uc9c0 \uacc4\uce35\uc740 \uc2dc\uc2a4\ud15c\uc758 \uc77c\ubd80\uc5d0 \ubd88\uacfc\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\ub294 \ub2e8\uc21c\ud788 \uc2a4\ud1a0\ub9ac\uc9c0\uc5d0 \ubcf4\uad00\ub418\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\ub294 \uc774\ub3d9\ud569\ub2c8\ub2e4. <a href=\"https:\/\/blog.jetbrains.com\/ko\/blog\/2021\/07\/01\/big-data-world-part-2-roles\/\">\ube45\ub370\uc774\ud130\uc758 \uc138\uacc4, 2\ubd80: \uc9c1\ubb34<\/a>\uc5d0\uc11c \uc124\uba85\ub4dc\ub9b0 \uac83\ucc98\ub7fc \ub370\uc774\ud130\ub294 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ud1b5\ud574 \uc774\ub3d9\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\ub97c \uc0b4\ud3b4\ubcf4\uc9c0 \uc54a\uace0 \uc774 \ud65c\ub3d9\uc744 \uc774\ud574\ud558\uae34 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/p>\n<h2 id=\"Data-processing-architecture\">\ub370\uc774\ud130 \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98<\/h2>\n<p>\ub370\uc774\ud130\uc758 \uc694\uad6c \uc0ac\ud56d \ubc0f \uc0ac\uc6a9 \ud328\ud134\uc740 \ube44\uc988\ub2c8\uc2a4 \uc0ac\ub840\uc5d0 \ub530\ub77c \uc9c1\uc811\uc801\uc73c\ub85c \uacb0\uc815\ub429\ub2c8\ub2e4. \uadf8\ub7fc\uc5d0\ub3c4 \ub77c\uc774\ube0c \uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130 \ubc0f \uacfc\uac70 \ub370\uc774\ud130\ub77c\ub294 \ub450 \uac00\uc9c0 \uc720\ud615\uc758 \ub370\uc774\ud130\ub294 \uc624\ub298\ub0a0 \uc5b4\ub514\uc11c\ub4e0 \ubc1c\uacac\ub429\ub2c8\ub2e4.<\/p>\n<p>\uc774 \ub370\uc774\ud130\ub294 \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud574\uc57c \ud560\uae4c\uc694? \uc6b0\ub9ac \uc194\ub8e8\uc158\uc740 \uac00\ub2a5\ud55c \ud55c \ub9ce\uc740 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0\uc5d0\ub9cc \uc548\uc815\uc801\uc77c \uc218 \uc788\uc73c\uba70, \ub2e8\uae30\uc801 \ubb38\uc81c\ub97c \ub2e4\ub8e8\ub294 \uc194\ub8e8\uc158\uc758 \uacbd\uc6b0 \uc77c\ubc18\uc801\uc73c\ub85c \uac70\uc758 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\uc5ec\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud55c \uc791\uc5c5\ub3c4 \ud765\ubbf8\ub86d\uc9c0\ub9cc \uc774\uc640 \ub3d9\uc2dc\uc5d0 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc911\uc810\uc801\uc73c\ub85c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubc0f \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \ub3d9\uc2dc\uc5d0 \ucc98\ub9ac\ud558\ub294 \ub2e4\uc591\ud55c \ubc29\uc2dd\uc774 \uc788\uc9c0\ub9cc \ub450 \uac00\uc9c0 \uc8fc\uc694 \ubc29\uc2dd\uc740 Kappa \ubc0f Lambda \uc544\ud0a4\ud14d\ucc98\uc785\ub2c8\ub2e4.<\/p>\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/09\/unnamed-24.png\" alt=\"\" \/><\/figure>\n<p>\uc5ec\uae30 \ud45c\uc2dc\ub41c \uadf8\ub9bc\uc740 \ubb34\uc2a8 \uc758\ubbf8\uc77c\uae4c\uc694? \uba3c\uc800 \uc6a9\uc5b4 \uba87 \uac00\uc9c0\ub97c \uc815\uc758\ud574\ubcf4\uc8e0.<\/p>\n<p><strong>\uc18d\ub3c4 \uacc4\uce35<\/strong> \u2013 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \ub2f4\ub2f9\ud558\ub294 \uacc4\uce35\uc785\ub2c8\ub2e4. \ub300\uac1c \uc815\ubc00\ub3c4\uc640 \ub370\uc774\ud130 \ucc98\ub9ac \uc18d\ub3c4 \uc0ac\uc774\uc5d0 \uc0c1\ud638 \uc808\ucda9 \uad00\uacc4\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\ubc30\uce58 \uacc4\uce35<\/strong> \u2013 \ub9c8\uc2a4\ud130 \ub370\uc774\ud130 \uc2a4\ud1a0\ub9ac\uc9c0\ub97c \ub2f4\ub2f9\ud558\ub294 \uacc4\uce35\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub294 \uc808\ub300 \uc218\uc815\uc774 \ubd88\uac00\ud558\uba70 \ucd94\uac00 \uc804\uc6a9 \ubaa8\ub4dc\ub85c\ub9cc \uc800\uc7a5\ub429\ub2c8\ub2e4.<\/p>\n<p><strong>\ubd84\uc11d \ud074\ub77c\uc774\uc5b8\ud2b8<\/strong> \u2013 \ub370\uc774\ud130\uc758 \uc18c\ube44\uc790\ub85c, \uc790\ub3d9\ud654\ub41c \uc2dc\uc2a4\ud15c\uc774\uac70\ub098 \uc0ac\ub78c\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uadf8\ub9bc\uc758 <strong>\ud654\uc0b4\ud45c<\/strong>\ub294 <a href=\"https:\/\/blog.jetbrains.com\/ko\/blog\/2021\/07\/07\/big-data-world-part-3-building-data-pipelines\/\">\ube45\ub370\uc774\ud130\uc758 \uc138\uacc4, 3\ubd80: \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95<\/a>\uc5d0\uc11c \ub2e4\ub8ec \uac83\ucc98\ub7fc \ub370\uc774\ud130 \ubcc0\ud658 \ubc0f \uc804\uc1a1\uc744 \ub2f4\ub2f9\ud558\ub294 \ucc98\ub9ac \uba54\ucee4\ub2c8\uc998, \uc989 \ud30c\uc774\ud504\ub77c\uc778\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc81c \uadf8\ub9bc\uc758 \uc0c1\ud669\uc744 \uac04\ub7b5\ud788 \uc124\uba85\ud574\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Lambda \uc544\ud0a4\ud14d\ucc98\uc5d0\uc11c \uc2a4\ud2b8\ub9ac\ubc0d \uc18c\uc2a4\uc758 \ub370\uc774\ud130\uac00 \ubc30\uce58 \uacc4\uce35 \ubc0f \uc18d\ub3c4 \uacc4\uce35\uc73c\ub85c \uc2a4\ud2b8\ub9ac\ubc0d\ub429\ub2c8\ub2e4. \ub2e4\uc74c\uc73c\ub85c \ud574\ub2f9 \ub370\uc774\ud130\ub294 \uace0\uac1d\uc774 \ucffc\ub9ac\ub97c \uc218\ud589\ud560 \uc218 \uc788\ub294 \ubc30\uce58 \ubc0f \uc2a4\ud2b8\ub9ac\ubc0d \ubdf0\ub97c \ud615\uc131\ud569\ub2c8\ub2e4.<\/p>\n<p>\ud765\ubbf8\ub86d\uace0 \ub2ec\uc131 \uac00\ub2a5\ud55c \ub4ef\ud558\uc9c0\ub9cc, \uc774 \uc544\ud0a4\ud14d\ucc98\uc5d0\ub294 \ud55c \uac00\uc9c0 \uc7a0\uc7ac\uc801 \ubb38\uc81c\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ubc30\uce58 \ubc0f \uc2a4\ud2b8\ub9bc \uacc4\uce35\uc5d0\uc11c \ub2e4\ub978 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud560 \uacbd\uc6b0(\uac70\uc758 \ud655\uc2e4\ud788 \uadf8\ub7f4 \uac81\ub2c8\ub2e4), \ucc98\ub9ac \ub85c\uc9c1\uc744 \ub450 \ubc88 \uad6c\ud604\ud574\uc57c \ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc2dc\uc2a4\ud15c\uc744 \uc9c0\uc6d0\ud558\ub294 \ub370 \uc5d4\uc9c0\ub2c8\uc5b4\uac00 \ucd94\uac00\ub85c \ud544\uc694\ud558\ubbc0\ub85c \uad00\ub9ac\uac00 \ub9e4\uc6b0 \uc5b4\ub824\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>Kappa \uc544\ud0a4\ud14d\ucc98\ub294 \ub354 \ub2e8\uc21c\ud569\ub2c8\ub2e4. \uc774 \uc544\ud0a4\ud14d\ucc98\uc758 \uc8fc\uc694 \uc544\uc774\ub514\uc5b4\ub294 \ubaa8\ub4e0 \ub370\uc774\ud130\uac00 \ud56d\uc0c1 \uc18d\ub3c4 \uacc4\uce35\uc744 \ud1b5\uacfc\ud574 \ubc30\uce58(\uc7a5\uae30 \uc800\uc7a5) \uacc4\uce35\uc5d0 \uc800\uc7a5\ub41c\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 Kappa \uc544\ud0a4\ud14d\ucc98\uc5d0\ub3c4 \ub2e4\ub978 \ubb38\uc81c\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ubc30\uce58 \ub370\uc774\ud130 \ubdf0\uac00 \uc5c6\uc744 \uacbd\uc6b0 \uc2a4\ud2b8\ub9bc \ud504\ub85c\uc138\uc11c\ub97c \ud655\uc7a5\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>\ud558\uc9c0\ub9cc Kappa \uc544\ud0a4\ud14d\ucc98\uc5d0 \ubc30\uce58 \uacc4\uce35\uc774 \ud544\uc694\ud55c \uc774\uc720\ub294 \ubb34\uc5c7\uc77c\uae4c\uc694? \uacc4\uc0b0 \ub17c\ub9ac\uac00 \ubcc0\uacbd\ub418\uba74 \uc7a5\uae30 \uc800\uc7a5\uc18c\uc758 \ubaa8\ub4e0 \ub370\uc774\ud130\ub97c \ub2e4\uc2dc \uacc4\uc0b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub9ac\uace0 \uc7a5\uae30 \uc800\uc7a5\uc18c\ub294 \uc2e4\uc81c\ub85c \uc2a4\ud2b8\ub9ac\ubc0d \uc18c\uc2a4\uc758 \uc774\ubca4\ud2b8 \ub85c\uadf8\ub97c \uc800\uc7a5\ud558\uc9c0\ub9cc, \ubd84\uc11d \ud074\ub77c\uc774\uc5b8\ud2b8 \uce21\uc5d0\ub294 \uc544\ubb34 \ubcc0\ud654\ub3c4 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc2a4\ud2b8\ub9ac\ubc0d \ub370\uc774\ud130 \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98\uc640 \uad00\ub828\ud55c \uc790\uc138\ud55c \uc815\ubcf4\ub294 \ub2e4\uc74c \uae00\uc5d0\uc11c \ud655\uc778\ud558\uc138\uc694.<\/p>\n<ul>\n<li><a href=\"https:\/\/docs.microsoft.com\/en-us\/azure\/architecture\/data-guide\/big-data\/#lambda-architecture\" target=\"_blank\" rel=\"noopener\">\ube45\ub370\uc774\ud130 \uc544\ud0a4\ud14d\ucc98<\/a><\/li>\n<li><a class=\"ek-link\" href=\"https:\/\/www.oreilly.com\/radar\/questioning-the-lambda-architecture\/\" target=\"_blank\" rel=\"noopener\">Lambda \uc544\ud0a4\ud14d\ucc98 \uad00\ub828 \uc9c8\ubb38<\/a><\/li>\n<\/ul>\n<p>\uc774 \uac8c\uc2dc\ubb3c \uc804\uccb4\uc5d0\uc11c \ud2b9\uc815 \uae30\uc220\uc5d0 \ub300\ud55c \uc5b8\uae09\uc774 \uc5c6\ub2e4\ub294 \uc0ac\uc2e4\uc744 \ub290\ub07c\uc168\uc744 \uac81\ub2c8\ub2e4. \uadf8 \uc774\uc720\ub294 \uc544\ud0a4\ud14d\ucc98 \ud328\ud134\uc774 \uc0ac\uc2e4\uc0c1 \uae30\uc220\uc5d0 \uad6c\uc560\ubc1b\uc9c0 \uc54a\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ubb3c\ub860 \uc2e4\uc81c \ube44\uc988\ub2c8\uc2a4\uc758 \uc2e4\uc81c \uc544\ud0a4\ud14d\ucc98\ub97c \ub17c\uc758\ud560 \uacbd\uc6b0 \uae30\uc220 \uc2a4\ud0dd\uc758 \uc120\ud0dd\uc740 \ubd84\uba85 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h2 id=\"Technological-stack\">\uae30\uc220 \uc2a4\ud0dd<\/h2>\n<p>Lambda \ubc0f Kappa \uc544\ud0a4\ud14d\ucc98\ub97c \ub17c\uc758\ud560 \ub54c \ud56d\uc0c1 \uc2a4\ud2b8\ub9ac\ubc0d \uc18c\uc2a4\uac00 \uc5b8\uae09\ub429\ub2c8\ub2e4. \uc2e4\uc81c\ub85c \uadf8 \uc5ed\ud560\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub294 \uae30\uc220\uc740 \ubcc4\ub85c \ub9ce\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc628\ud504\ub808\ubbf8\uc2a4 \uc194\ub8e8\uc158\uc6a9 Apache Kafka \ubc0f Apache Pulsar \ub610\ub294 \uc194\ub8e8\uc158\uc774 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \ud638\uc2a4\ud305\ub418\ub294 \uacbd\uc6b0 \uacf5\uae09\uc5c5\uccb4 \uc804\uc6a9 \uc194\ub8e8\uc158\uc774 \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<p>\ubaa8\ub4e0 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\ub294 \uc790\uccb4\uc801 \uc2a4\ud1a0\ub9ac\uc9c0 \uacc4\uce35\uc744 \ubcf4\uc720\ud558\uba70, \uc774\ub54c \uc120\ud0dd\ud560 \uae30\uc220 \uc635\uc158\uc758 \ubc94\uc704\ub294 \ubc29\ub300\ud569\ub2c8\ub2e4. \ubaa8\ub4e0 \ud074\ub77c\uc6b0\ub4dc \uc81c\uacf5\uc5c5\uccb4\ub294 \uc624\ube0c\uc81d\ud2b8 \uc2a4\ud1a0\ub9ac\uc9c0, \ud30c\uc77c \uc2a4\ud1a0\ub9ac\uc9c0, \uad00\uacc4\ud615 \uc2a4\ud1a0\ub9ac\uc9c0, MPP(\ub300\ub7c9 \ubcd1\ub82c \ucc98\ub9ac) \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ub4f1 \ub2e4\uc591\ud55c \uc694\uad6c\uc0ac\ud56d\uc5d0 \ubd80\ud569\ud558\ub294 \uc5ec\ub7ec \uc2a4\ud1a0\ub9ac\uc9c0\ub97c \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ud0a4\ud14d\ucc98 \uad6c\ucd95\uc740 \ub9ce\uc740 \uac83\uc744 \ubc30\uc6b8 \uc218 \uc788\ub294 \uc88b\uc740 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/p>\n<h2 id=\"Conclusion\">\uacb0\ub860<\/h2>\n<p>\ube45\ub370\uc774\ud130 \uc544\ud0a4\ud14d\ucc98\ub294 \ub9e4\uc6b0 \uad11\ubc94\uc704\ud55c \ubd84\uc57c\uc774\uba70, \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\uac00 \uc989\uc2dc \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc544\ud0a4\ud14d\ucc98 \ud328\ud134\uacfc \uae30\uc220\uc774 \ub2e4\uc591\ud558\uac8c \uc900\ube44\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uad81\uadf9\uc801\uc73c\ub85c \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub294 \ube44\uc988\ub2c8\uc2a4 \ubc0f \uace0\uac1d\uc758 \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub530\ub77c \uc194\ub8e8\uc158\uc744 \uc120\ud0dd\ud558\uac8c \ub420 \uac81\ub2c8\ub2e4. \uc0ac\uc2e4 \uc774 \ubd84\uc57c\ub294 \uc7a0\uc2dc \uba48\ucd94\uace0, \uc0dd\uac01\ud558\uace0, \uc870\uc0ac\ud558\uc5ec \uc694\uad6c \uc0ac\ud56d\uc744 \ucda9\uc871\ud558\ub294 \ucd5c\uc120\uc758 \uc194\ub8e8\uc158\uc744 \uacb0\uc815\ud558\uae30\uc5d0 \uc801\ud569\ud558\uba70 \uc774\ub294 \ub3c4\uc804\uc801\uc774\uace0 \ubcf4\ub78c\ucc2c \uc791\uc5c5\uc77c \uac81\ub2c8\ub2e4.<\/p>\n<p>\uc5b4\ub5a4 \uae30\uc220\uc744 \uc120\ud0dd\ud558\uc2dc\ub4e0 JetBrains \uc81c\ud488\uc744 \ud1b5\ud574 \uc774\ubbf8 \uc9c0\uc6d0\ub420 \uac00\ub2a5\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, <a href=\"https:\/\/www.jetbrains.com\/ko-kr\/datagrip\/\" target=\"_blank\" rel=\"noopener\">JetBrains DataGrip<\/a>\uc73c\ub85c JDBC \uc9c0\uc6d0 \ub370\uc774\ud130 \uc18c\uc2a4 \ucffc\ub9ac\ub97c \uc218\ud589\ud558\uac70\ub098 <a href=\"https:\/\/plugins.jetbrains.com\/plugin\/12494-big-data-tools\" target=\"_blank\" rel=\"noopener\">Big Data Tools \ud50c\ub7ec\uadf8\uc778<\/a>\uc744 \uc0ac\uc6a9\ud574 \uc624\ube0c\uc81d\ud2b8 \uc2a4\ud1a0\ub9ac\uc9c0\uc758 \ud56d\ubaa9\uc744 \ud655\uc778\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><em>\uac8c\uc2dc\ubb3c \uc6d0\ubb38 \uc791\uc131\uc790<\/em><\/p>\n\n    <div class=\"about-author \">\n        <div class=\"about-author__box\">\n            <div class=\"row\">\n                <div class=\"about-author__box-img\">\n                    <img decoding=\"async\" src=\"https:\/\/secure.gravatar.com\/avatar\/?s=200&#038;r=g\" width=\"200\" height=\"200\" alt=\"\" loading=\"lazy\"  class=\"avatar avatar-200 wp-user-avatar wp-user-avatar-200 photo avatar-default\">\n                <\/div>\n                <div class=\"about-author__box-text\">\n                                                        <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n\n\n\n<p><\/p>\n","protected":false},"author":964,"featured_media":146599,"comment_status":"closed","ping_status":"closed","template":"","categories":[6659,594],"tags":[3201,6608,588,6586,6612,6611,6610,6609,3017,6607],"cross-post-tag":[],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/blog\/160896"}],"collection":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/types\/blog"}],"author":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/users\/964"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/comments?post=160896"}],"version-history":[{"count":9,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/blog\/160896\/revisions"}],"predecessor-version":[{"id":641086,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/blog\/160896\/revisions\/641086"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/media\/146599"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/media?parent=160896"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/categories?post=160896"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/tags?post=160896"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ko\/wp-json\/wp\/v2\/cross-post-tag?post=160896"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}