Kappa Architecture: \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778\ub9cc\uc73c\ub85c \ub370\uc774\ud130 \ucc98\ub9ac\ud558\uae30<\/title><\/p>\n<h1 id=\"kappa-architecture-%ec%8b%a4%ec%8b%9c%ea%b0%84-%ec%8a%a4%ed%8a%b8%eb%a6%bc-%ed%8c%8c%ec%9d%b4%ed%94%84%eb%9d%bc%ec%9d%b8%eb%a7%8c%ec%9c%bc%eb%a1%9c-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%b2%98%eb%a6%ac-YmNIUkckUf\">Kappa Architecture: \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778\ub9cc\uc73c\ub85c \ub370\uc774\ud130 \ucc98\ub9ac\ud558\uae30<\/h1>\n<img decoding=\"async\" src=\"https:\/\/m9js.shop\/blog\/wp-content\/uploads\/2025\/03\/kappa-architecture-ec8ba4ec8b9ceab084-ec8aa4ed8ab8eba6bc-ed8c8cec9db4ed9484eb9dbcec9db8eba78cec9cbceba19c-eb8db0ec9db4ed84b0-ecb298eba6ac.jpeg\" alt=\"Kappa Architecture: \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778\ub9cc\uc73c\ub85c \ub370\uc774\ud130 \ucc98\ub9ac\ud558\uae30\" \/><\/p>\n <\/p>\n<h2 id=\"1-kappa-architecture-%ea%b0%9c%ec%9a%94-%eb%b0%8f-%ec%97%ad%ec%82%ac-YmNIUkckUf\">1. Kappa Architecture \uac1c\uc694 \ubc0f \uc5ed\uc0ac<\/h2>\n\n Kappa Architecture\ub294 \ud604\ub300 \ub370\uc774\ud130 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc758 \ub2e8\uc21c\uc131\uacfc \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \uace0\uc548\ub41c \uc544\ud0a4\ud14d\ucc98\uc785\ub2c8\ub2e4. \uae30\uc874\uc758 Lambda Architecture\uac00 \ubc30\uce58 \ucc98\ub9ac\uc640 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\ub77c\ub294 \uc774\uc911 \uad6c\uc870\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ud30c\uc774\ud504\ub77c\uc778 \uc124\uacc4 \ubb38\uc81c\ub97c \uc57c\uae30\ud588\ub358 \ubc18\uba74, Kappa Architecture\ub294 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\ub9cc\uc744 \uae30\ubc18\uc73c\ub85c \uc804\uccb4 \ub370\uc774\ud130 \ucc98\ub9ac \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub2e8\uc77c\ud654\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c\uc0ac\ud56d\uc774 \ube60\ub974\uac8c \ubcc0\ud654\ud558\uace0 \ub370\uc774\ud130 \uc0dd\uc0b0 \uc18d\ub3c4\uac00 \uae30\ud558\uae09\uc218\uc801\uc73c\ub85c \uc99d\uac00\ud558\ub294 \ud604\ub300 \ud658\uacbd\uc5d0\uc11c \ub354\uc6b1 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ub2f4\ub2f9\ud558\uac8c \ub418\uc5c8\uc73c\uba70, \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\uc640 \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c \uc0c8\ub85c\uc6b4 \uc124\uacc4 \ud328\ub7ec\ub2e4\uc784\uc73c\ub85c \uac01\uad11\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n Kappa Architecture\uc758 \uac1c\ub150\uc740 2014\ub144 Jay Kreps\uc5d0 \uc758\ud574 \ucc98\uc74c \uc81c\uc548\ub418\uc5c8\uc73c\uba70, \uc774 \uc544\ud0a4\ud14d\ucc98\ub294 \ubd88\ud544\uc694\ud55c \uc911\ubcf5 \ucc98\ub9ac\ub97c \uc81c\uac70\ud558\uace0 \ubaa8\ub4e0 \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc2a4\ud2b8\ub9bc \ubc29\uc2dd\uc73c\ub85c \ucc98\ub9ac\ud558\uc790\ub294 \ucde8\uc9c0\uc5d0\uc11c \uc2dc\uc791\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub2f9\uc2dc Lambda Architecture\ub294 \ub2e4\uc591\ud55c \uc2dc\uc2a4\ud15c \uad6c\uc131 \uc694\uc18c\ub97c \uc694\uad6c\ud558\uba70 \uc720\uc9c0\ubcf4\uc218 \ube44\uc6a9\uacfc \uc2dc\uc2a4\ud15c \ubcf5\uc7a1\uc131\uc744 \uc99d\uac00\uc2dc\ud0a4\ub294 \ub2e8\uc810\uc744 \ubcf4\uc600\uc73c\uba70, Kappa Architecture\ub294 \uc774\ub97c \uac1c\uc120\ud558\uae30 \uc704\ud55c \ud574\ubc95\uc73c\ub85c \ub4f1\uc7a5\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub807\ub4ef Kappa Architecture\ub294 \ucd08\uae30 \uc124\uacc4 \ub2e8\uacc4\ubd80\ud130 \ub2e8\uc21c\ud568\uacfc \ud655\uc7a5\uc131\uc744 \uc5fc\ub450\uc5d0 \ub450\uace0 \uac1c\ubc1c\ub418\uc5c8\uc73c\uba70, \uc774\ud6c4 \uae30\uc874 \uc2dc\uc2a4\ud15c\ub4e4\uc774 \uacaa\ub358 \ubb38\uc81c\uc810\uc744 \ud574\uacb0\ud558\ub294 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ub2f4\ub2f9\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \ucd08\uae30 \ub370\uc774\ud130 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc740 \uc2e4\uc2dc\uac04\uc131\ubcf4\ub2e4\ub294 \ubc30\uce58 \ucc98\ub9ac\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd94\uc5c8\uc73c\ub098, \uc778\ud130\ub137\uacfc \ubaa8\ubc14\uc77c \uae30\uc220\uc758 \ubc1c\ub2ec\ub85c \uc778\ud574 \ub370\uc774\ud130\uc758 \uc0dd\uc131 \uc18d\ub3c4\uac00 \uae09\uc99d\ud558\uac8c \ub418\uba74\uc11c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\uc758 \ud544\uc694\uc131\uc774 \ub300\ub450\ub418\uc5c8\uc2b5\ub2c8\ub2e4. Kappa Architecture\ub294 \uc774 \uac19\uc740 \ubcc0\ud654\uc758 \ud750\ub984 \uc18d\uc5d0\uc11c \ubc30\uce58 \ucc98\ub9ac\uc640 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\uc758 \ud1b5\ud569\uc801 \uad00\ub9ac\uac00 \ubd88\ud544\uc694\ud558\ub2e4\ub294 \uc810\uc744 \uac15\uc870\ud558\uba70, \ubaa8\ub4e0 \ub370\uc774\ud130\uac00 \ub3d9\uc77c\ud55c \ud30c\uc774\ud504\ub77c\uc778 \ub0b4\uc5d0\uc11c \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc98\ub9ac\ub420 \uc218 \uc788\uc74c\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ud2b9\ud788 \ubd84\uc0b0 \uc2dc\uc2a4\ud15c\uc758 \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud558\uace0, \uc2e4\uc2dc\uac04\uc73c\ub85c \ube60\ub978 \uacb0\uc815\uc744 \ub0b4\ub824\uc57c \ud558\ub294 \ud658\uacbd\uc5d0\uc11c\ub294 \uc804\ud1b5\uc801\uc778 \uc544\ud0a4\ud14d\ucc98\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud560 \uc218 \uc788\ub294 \ud68d\uae30\uc801\uc778 \uc811\uadfc\ubc95\uc73c\ub85c \ud3c9\uac00\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n Kappa Architecture\uc758 \ud575\uc2ec \uc6d0\uce59 \uc911 \ud558\ub098\ub294 \u201c\ud55c \ubc88\uc758 \ucf54\ub4dc\ubca0\uc774\uc2a4, \ud55c \ubc88\uc758 \ucc98\ub9ac\u201d\ub85c \ubaa8\ub4e0 \ub370\uc774\ud130\ub97c \ub3d9\uc77c\ud55c \ucf54\ub4dc \uacbd\ub85c\ub97c \ud1b5\ud574 \uc77c\uad00\ub41c \ubc29\uc2dd\uc73c\ub85c \ucc98\ub9ac\ud55c\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ub370\uc774\ud130 \ucc98\ub9ac \uacfc\uc815\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc5ec\ub7ec \uc911\ubcf5\uc801 \uc791\uc5c5\uacfc \uc624\ub958 \uac00\ub2a5\uc131\uc774 \ud06c\uac8c \uc904\uc5b4\ub4e4\uba70, \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc7ac\ucc98\ub9ac\ud558\uac70\ub098 \uc0c8\ub85c\uc6b4 \uc54c\uace0\ub9ac\uc998\uc744 \uc801\uc6a9\ud560 \ub54c\uc5d0\ub3c4 \uc2dc\uc2a4\ud15c \uc804\ubc18\uc758 \uc548\uc815\uc131\uacfc \uc2e0\ub8b0\uc131\uc774 \ubcf4\uc7a5\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud2b9\uc9d5\uc740 \ub300\uaddc\ubaa8 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uc774\ub098 \uc2a4\ud2b8\ub9ac\ubc0d \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ud2b9\ud788 \uc720\ub9ac\ud55c \uc810\uc73c\ub85c \uc791\uc6a9\ud558\uace0 \uc788\uc73c\uba70, \ub9ce\uc740 \uae30\uc5c5\ub4e4\uc774 \uc774 \uc544\ud0a4\ud14d\ucc98\ub97c \ucc44\ud0dd\ud574 \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \uc5ed\uc0ac\uc801\uc73c\ub85c Lambda Architecture\ub294 \ub370\uc774\ud130\uc758 \uc2e0\ub8b0\uc131\uacfc \uc815\ud655\uc131\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud574 \uc124\uacc4\ub418\uc5c8\uc73c\ub098, \ub2e4\uc911 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uc720\uc9c0\ud558\ub294 \ube44\uc6a9\uacfc \ubcf5\uc7a1\uc131\uc774 \ub04a\uc784\uc5c6\uc774 \ubb38\uc81c\uc810\uc73c\ub85c \ub300\ub450\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubc18\uba74\uc5d0 Kappa Architecture\ub294 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac\uc758 \ub2e8\uc21c\uc131\uc744 \uadf9\ub300\ud654\ud558\uc5ec \ud558\ub098\uc758 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ubaa8\ub4e0 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud568\uc73c\ub85c\uc368 \uc804\uccb4\uc801\uc778 \uc544\ud0a4\ud14d\ucc98 \ubcf5\uc7a1\ub3c4\ub97c \ub0ae\ucdc4\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uac19\uc740 \ubcc0\ud654\ub294 \uc774\ud6c4 \uc5ec\ub7ec \uc624\ud508\uc18c\uc2a4 \uc2a4\ud2b8\ub9ac\ubc0d \ud50c\ub7ab\ud3fc\uacfc \uacb0\ud569\ub418\uc5b4 \uc2e4\uc2dc\uac04 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uac1c\ubc1c\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\uac8c \ub418\uc5c8\uc73c\uba70, \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uacfc \ud655\uc7a5\uc131\uc744 \uc785\uc99d\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n Kappa Architecture\uc758 \ud655\uc0b0\uc740 \ub2e8\uc21c\ud788 \uae30\uc220\uc801\uc778 \uc774\uc720\ub9cc\uc774 \uc544\ub2c8\ub77c, \ube44\uc6a9 \ud6a8\uc728\uc131\uacfc \uc720\uc9c0\ubcf4\uc218\uc758 \ud3b8\ub9ac\uc131\uc5d0\uc11c\ub3c4 \uadf8 \uac15\uc810\uc744 \ub4dc\ub7ec\ub0c5\ub2c8\ub2e4. \uae30\uc874\uc758 \ubcf5\uc7a1\ud55c \ubc30\uce58 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc740 \ub370\uc774\ud130\uc758 \uc77c\uad00\uc131\uacfc \uc2e0\ub8b0\uc131\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud574 \uc5ec\ub7ec \ucef4\ud3ec\ub10c\ud2b8\ub97c \ub3d9\uae30\ud654\ud558\ub294 \uacfc\uc815\uc5d0\uc11c \ub2e4\uc218\uc758 \uc7a5\uc560 \uc694\uc18c\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc5c8\uc73c\ub098, Kappa Architecture\ub294 \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud504\ub85c\uc138\uc2f1\uc744 \ud1b5\ud574 \uc774\ub7ec\ud55c \ubb38\uc81c\ub4e4\uc744 \uc0ac\uc804\uc5d0 \ubc29\uc9c0\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud55c \uae08\uc735\uae30\uad00\uc740 \uc804\ud1b5\uc801\uc778 Lambda Architecture\uc5d0\uc11c \uc2e4\uc2dc\uac04 \uac70\ub798 \ub370\uc774\ud130 \ubd84\uc11d\uc73c\ub85c \uc778\ud55c \uc9c0\uc5f0 \ubb38\uc81c\ub97c \uacaa\uc5c8\uc73c\ub098, Kappa Architecture\ub97c \ub3c4\uc785\ud55c \ud6c4 \ub370\uc774\ud130\ub97c \uc2e0\uc18d\ud558\uac8c \ucc98\ub9ac\ud558\uc5ec \uc774\uc0c1 \uac70\ub798 \uac10\uc9c0 \uc2dc\uac04\uc774 \ub300\ud3ed \ub2e8\ucd95\ub41c \uc0ac\ub840\uac00 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \uc5ec\ub7ec \uae30\uc5c5\ub4e4\uc774 Kappa Architecture\ub97c \ucc44\ud0dd\ud558\uba74\uc11c \uc774 \uc544\ud0a4\ud14d\ucc98\uc758 \uc131\uacf5 \uc0ac\ub840\uc640 \uc7ac\ud604 \uac00\ub2a5\ud55c \ud328\ud134\ub4e4\uc774 \ucd95\uc801\ub418\uc5b4 \uc654\uc2b5\ub2c8\ub2e4. \ub300\uaddc\ubaa8 \uc804\uc790\uc0c1\uac70\ub798 \ud50c\ub7ab\ud3fc\uc5d0\uc11c\ub294 \uc2e4\uc2dc\uac04 \uc8fc\ubb38 \ubc0f \uc7ac\uace0 \uad00\ub9ac\ub97c \uc704\ud574, \uc18c\uc15c \ub124\ud2b8\uc6cc\ud06c\uc5d0\uc11c\ub294 \uc0ac\uc6a9\uc790 \ud65c\ub3d9 \ubd84\uc11d\uc744 \uc704\ud574, \uadf8\ub9ac\uace0 IoT \ubd84\uc57c\uc5d0\uc11c\ub294 \uc13c\uc11c \ub370\uc774\ud130\uc758 \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1\uc744 \uc704\ud574 \ubaa8\ub450 Kappa Architecture \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud558\ub294 \uc0ac\ub840\uac00 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc774\ub7ec\ud55c \uc811\uadfc\uc740 \ubd84\uc0b0 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ub370\uc774\ud130 \uc77c\uad00\uc131\uacfc \uc7a5\uc560 \ubcf5\uad6c \uce21\uba74\uc5d0\uc11c\ub3c4 \ud070 \uc774\uc810\uc744 \uc81c\uacf5\ud558\uba70, \ubbf8\ub798 \uae30\uc220\uc5d0\uc11c \ud544\uc218\uc801\uc778 \uad6c\uc131 \uc694\uc18c\ub85c \uc790\ub9ac\uc7a1\uc544 \uac00\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n Kappa Architecture\uc758 \ubc1c\uc804 \uacfc\uc815\uc5d0\uc11c \ud575\uc2ec \uae30\uc220\ub85c \uc790\ub9ac\uc7a1\uc740 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc5d4\uc9c4\ub4e4, \uc989 Apache Kafka, Apache Flink, Apache Samza \ub4f1\uc740 \ub370\uc774\ud130 \ud750\ub984\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \ucc98\ub9ac\ud558\uae30 \uc704\ud55c \uac15\ub825\ud55c \uc218\ub2e8\uc73c\ub85c \ud3c9\uac00\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub4e4 \uc5d4\uc9c4\uc740 \ub192\uc740 \ucc98\ub9ac\ub7c9\uacfc \ub0ae\uc740 \uc9c0\uc5f0 \uc2dc\uac04\uc744 \uc81c\uacf5\ud568\uacfc \ub3d9\uc2dc\uc5d0, \ub370\uc774\ud130 \ucc98\ub9ac \ud30c\uc774\ud504\ub77c\uc778\uc758 \uc720\uc5f0\uc131\uc744 \uadf9\ub300\ud654\ud558\uc5ec \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \uadf8 \uc801\ud569\uc131\uc744 \uc785\uc99d\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc0ac\uc2e4\uc740 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95\uc5d0 \uad00\ud55c \uc5f0\uad6c\uc640 \uae30\uc220 \ubc1c\uc804\uc5d0 \uc788\uc5b4\uc11c Kappa Architecture\uc758 \uc5ed\ud560\uc774 \ub9e4\uc6b0 \uc911\uc694\ud568\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.\n <\/p>\n\n \uacfc\ud559\uc801 \uc5f0\uad6c\uc640 \uc0b0\uc5c5\uacc4\uc758 \uc2e4\ubb34 \uacbd\ud5d8\uc744 \ud1a0\ub300\ub85c Kappa Architecture\uc758 \uc7a5\uc810\uc740 \uc774\ubbf8 \ub110\ub9ac \uc778\uc815\ub418\uace0 \uc788\uc73c\uba70, \ud5a5\ud6c4 \ubbf8\ub798 \uae30\uc220 \ud2b8\ub80c\ub4dc\uc5d0 \ub530\ub77c \uadf8 \uc911\uc694\uc131\uc774 \ub354\uc6b1 \ubd80\uac01\ub420 \uc804\ub9dd\uc785\ub2c8\ub2e4. \ub2e4\uc218\uc758 \uc5f0\uad6c \ub17c\ubb38\uacfc \uc0ac\ub840 \uc5f0\uad6c\ub4e4\uc740 \uc774 \uc544\ud0a4\ud14d\ucc98\uac00 \ub192\uc740 \ud655\uc7a5\uc131\uacfc \uc2e4\uc2dc\uac04 \uc131\ub2a5, \uadf8\ub9ac\uace0 \uc720\uc9c0\ubcf4\uc218 \ube44\uc6a9 \uc808\uac10 \uce21\uba74\uc5d0\uc11c \ub6f0\uc5b4\ub098\ub2e4\ub294 \uacb0\ub860\uc744 \ub0b4\ub9ac\uace0 \uc788\uc73c\uba70, \ub300\uaddc\ubaa8 \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \ud658\uacbd\uc5d0\uc11c \uadf8 \uc5ed\ud560\uc774 \uc810\uc810 \ub354 \ucee4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc30\uacbd \ud558\uc5d0 Kappa Architecture\ub294 \ud5a5\ud6c4 \ub370\uc774\ud130 \uc911\uc2ec \uc758\uc0ac\uacb0\uc815 \uc2dc\uc2a4\ud15c\uc758 \uc8fc\ucd95\uc73c\ub85c \uc790\ub9ac\uc7a1\uc744 \uac00\ub2a5\uc131\uc774 \ub9e4\uc6b0 \ub192\ub2e4\uace0 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \uc774\uc640 \uac19\uc774 Kappa Architecture\ub294 \ub2e8\uc21c\ud558\uace0 \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ucc98\ub9ac \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \uc811\uadfc\ubc95\uc73c\ub85c \uc815\ub9bd\ub418\uc5c8\uc73c\uba70, \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c \ub2e4\uc218\uc758 \uc131\uacf5 \uc0ac\ub840\ub97c \ub0a8\uae30\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc220 \ud601\uc2e0\uacfc \ud568\uaed8 \uc9c0\uc18d\uc801\uc73c\ub85c \ubc1c\uc804\ud558\ub294 \uc774 \uc544\ud0a4\ud14d\ucc98\ub294 \uc55e\uc73c\ub85c\ub3c4 \ub370\uc774\ud130 \ucc98\ub9ac\uc758 \ucd5c\uc804\uc120\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \uc218\ud589\ud560 \uac83\uc73c\ub85c \uae30\ub300\ub418\uba70, \uae30\uc5c5\uacfc \uac1c\ubc1c\uc790\ub4e4 \ubaa8\ub450\uc5d0\uac8c \ucee4\ub2e4\ub780 \uae30\ud68c\ub97c \uc81c\uacf5\ud558\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4. \ud604\ub300 IT \uc778\ud504\ub77c\uc640 \ub370\uc774\ud130 \uc0dd\ud0dc\uacc4\uc758 \ubcc0\ud654\uc5d0 \ubc1c\ub9de\ucd94\uc5b4 Kappa Architecture\uc758 \uc774\ud574\uc640 \uc751\uc6a9 \ub2a5\ub825\uc744 \uafb8\uc900\ud788 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uac83\uc774 \ud544\uc218\uc801\uc774\ub77c \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n <\/p>\n<h2 id=\"2-%ec%8a%a4%ed%8a%b8%eb%a6%bc-%ec%b2%98%eb%a6%ac-%ec%b5%9c%ec%a0%81%ed%99%94-%eb%b0%8f-%ec%8b%a4%ec%8b%9c%ea%b0%84-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ed%8c%8c%ec%9d%b4%ed%94%84%eb%9d%bc%ec%9d%b8-%ea%b5%ac-YmNIUkckUf\">2. \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \ucd5c\uc801\ud654 \ubc0f \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ud604 \ubc29\ubc95<\/h2>\n\n \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac\ub294 \uc624\ub298\ub0a0 \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \ud544\uc218\uc801\uc778 \uc694\uc18c\ub85c \uc791\uc6a9\ud558\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 Kappa Architecture \uae30\ubc18\uc758 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc740 \ube60\ub974\uac8c \ubcc0\ud654\ud558\ub294 \uc0c1\ud669\uc5d0 \uc2e0\uc18d\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\uc131\uacfc \ud655\uc7a5\uc131\uc744 \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \ucd5c\uc801\ud654\uc758 \uc774\ub860\uc801 \ud1a0\ub300\uc640 \ud568\uaed8 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uad6c\ud604\ud558\uae30 \uc704\ud55c \uad6c\uccb4\uc801\uc778 \ubc29\ubc95\ub860\uc744 \uc2ec\ub3c4 \uc788\uac8c \ub2e4\ub8e8\uba70, \uc774\ub97c \ud1b5\ud574 \ub3c5\uc790\ub4e4\uc774 \uc2e4\ubb34\uc5d0\uc11c \uc801\uc6a9 \uac00\ub2a5\ud55c \uc2e4\uc9c8\uc801\uc778 \uac00\uc774\ub4dc\ub77c\uc778\uc744 \uc5bb\uc744 \uc218 \uc788\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \uccab \ubc88\uc9f8\ub85c \uace0\ub824\ud574\uc57c \ud560 \uc694\uc18c\ub294 \ub370\uc774\ud130 \uc18c\uc2a4\uc640 \ub370\uc774\ud130 \uc2a4\ud2b8\ub9bc\uc758 \ud2b9\uc131 \ud30c\uc545\uc785\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud560 \ub54c, \ub370\uc774\ud130\uc758 \ubc1c\uc0dd \ube48\ub3c4, \ud615\uc2dd, \uaddc\ubaa8 \ubc0f \ubd88\uaddc\uce59\uc131\uc744 \uc815\ubc00\ud558\uac8c \ubd84\uc11d\ud558\ub294 \uac83\uc774 \uc120\ud589\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc801\uc808\ud55c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uae30\uc220\uacfc \ud50c\ub7ab\ud3fc\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc73c\uba70, \uc608\ub97c \ub4e4\uc5b4, \uc13c\uc11c \ub370\uc774\ud130\uc758 \uacbd\uc6b0\uc5d0\ub294 \ub370\uc774\ud130\uc758 \uc2dc\uac04\uc21c\uc11c \ubcf4\uc7a5\uc774 \ud544\uc218\uc801\uc774\ubbc0\ub85c, \uc774\ub97c \uace0\ub824\ud55c \uc708\ub3c4\uc789(windowing) \uae30\ubc95\uacfc \uc2dc\uac04 \uae30\ubc18\uc758 \uc9d1\uacc4 \uae30\ub2a5\uc774 \ud544\uc218\uc801\uc73c\ub85c \ub3c4\uc785\ub429\ub2c8\ub2e4. \ub610\ud55c, \ub370\uc774\ud130 \uc18c\uc2a4\uc758 \uc7a5\uc560 \ubcf5\uad6c \ubc0f \uc7ac\ucc98\ub9ac \ubc29\uc548\ub3c4 \ub3d9\uc2dc\uc5d0 \ub9c8\ub828\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4.\n <\/p>\n\n \ub450 \ubc88\uc9f8\ub85c, \uc2dc\uc2a4\ud15c \uc544\ud0a4\ud14d\ucc98 \uc124\uacc4 \uc2dc \ub2e8\uc77c \ucf54\ub4dc\ubca0\uc774\uc2a4\ub85c \ubaa8\ub4e0 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc5d4\uc9c4\uc744 \ud1b5\ud55c \uc77c\uc6d0\ud654\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 Apache Kafka\uc640 \uac19\uc740 \ubd84\uc0b0 \uba54\uc2dc\uc9c0 \ud050 \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud558\uace0, \uc774\uc640 \uc5f0\uacc4\ud558\uc5ec Apache Flink, Samza \ud639\uc740 Spark Streaming\uacfc \uac19\uc740 \uc2e4\uc2dc\uac04 \ucc98\ub9ac \uc5d4\uc9c4\uc744 \uc0ac\uc6a9\ud568\uc73c\ub85c\uc368, \ub370\uc774\ud130 \uc9c0\uc5f0 \uc2dc\uac04 \ucd5c\uc18c\ud654\uc640 \ud568\uaed8 \ub192\uc740 \ucc98\ub9ac\ub7c9\uc744 \ubcf4\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uad6c\uc131\uc740 \uc2dc\uc2a4\ud15c \uc804\uccb4\uc758 \ubcf5\uc7a1\ub3c4\ub97c \ub0ae\ucd94\uace0, \uc7a5\uc560 \ubc1c\uc0dd \uc2dc \uc2e0\uc18d\ud55c \ubcf5\uad6c \ubc0f \ub370\uc774\ud130 \uc7ac\ucc98\ub9ac\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.\n <\/p>\n\n \uc138 \ubc88\uc9f8\ub85c \uace0\ub824\ud574\uc57c \ud560 \ubd80\ubd84\uc740 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \ub0b4\uc5d0\uc11c\uc758 \ucd5c\uc801\ud654 \uae30\ubc95\uc785\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \ud544\ud130\ub9c1, \uc9d1\uacc4, \ubd84\uc0b0 \ucc98\ub9ac \ub4f1 \uc5ec\ub7ec \ub2e8\uacc4\uc5d0\uc11c \ubcd1\ubaa9 \ud604\uc0c1\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ucd5c\uc801\ud654 \uae30\ubc95\uc744 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\ub370\uc774\ud130 \ud544\ud130\ub9c1 \ubc0f \uc0d8\ud50c\ub9c1: \ubd88\ud544\uc694\ud55c \ub370\uc774\ud130\uc758 \uc804\uc1a1 \ubc0f \ucc98\ub9ac\ub97c \uc904\uc784\uc73c\ub85c\uc368 \ub124\ud2b8\uc6cc\ud06c \ub300\uc5ed\ud3ed\uacfc \ucc98\ub9ac \uc2dc\uac04\uc744 \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc708\ub3c4\uc6b0 \uae30\ubc18 \uc9d1\uacc4: \uc77c\uc815 \uc2dc\uac04 \uac04\uaca9\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc9d1\uacc4\ud558\uc5ec \uc2e4\uc2dc\uac04 \ubd84\uc11d \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc790\ub3d9 \uc2a4\ucf00\uc77c\ub9c1: \ub370\uc774\ud130 \ubd80\ud558\uc5d0 \ub530\ub77c \ucc98\ub9ac \ub178\ub4dc\uc758 \uc218\ub97c \ub3d9\uc801\uc73c\ub85c \uc870\uc815\ud558\uc5ec \uc131\ub2a5\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<li>\uba54\ubaa8\ub9ac \ucd5c\uc801\ud654: \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \uce90\uc2dc \ubc0f \uba54\ubaa8\ub9ac \ud560\ub2f9 \uc804\ub7b5\uc744 \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n \uc774\ub97c \ud1b5\ud574 \uc804\uccb4 \ud30c\uc774\ud504\ub77c\uc778\uc758 \uc751\ub2f5\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc73c\uba70, \uae09\uc99d\ud558\ub294 \ub370\uc774\ud130 \uc591\uc5d0\ub3c4 \uc548\uc815\uc801\uc73c\ub85c \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \ub124 \ubc88\uc9f8\ub85c, \ub370\uc774\ud130 \ucc98\ub9ac \ub85c\uc9c1\uc758 \ubaa8\ub4c8\ud654\uc640 \uc7ac\uc0ac\uc6a9\uc131\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \ubcf5\uc7a1\ud55c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \uc791\uc740 \ub2e8\uc704\uc758 \ucc98\ub9ac \ubaa8\ub4c8\ub85c \ub098\ub204\uc5b4 \uad6c\ud604\ud558\uace0, \uac01 \ubaa8\ub4c8\uc774 \ub3c5\ub9bd\uc801\uc73c\ub85c \ud14c\uc2a4\ud2b8 \ubc0f \uc720\uc9c0\ubcf4\uc218\uac00 \uac00\ub2a5\ud558\ub3c4\ub85d \ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574\uc11c \ub9c8\uc774\ud06c\ub85c\uc11c\ube44\uc2a4 \uc544\ud0a4\ud14d\ucc98\uc640 \uc5f0\uacc4\ud55c \uc124\uacc4\ub97c \ucc44\ud0dd\ud558\ub294 \uacbd\uc6b0\ub3c4 \ub9ce\uc73c\uba70, \uc774\ub7ec\ud55c \ubc29\ubc95\uc740 \ubc84\uadf8 \uc218\uc815, \uc2e0\uaddc \uae30\ub2a5 \ucd94\uac00 \ubc0f \uc131\ub2a5 \ud29c\ub2dd\uc5d0\ub3c4 \ud070 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ub610\ud55c, \ubaa8\ub4c8\ud654\ub41c \ucf54\ub4dc\ub294 \ucd94\ud6c4 \ud655\uc7a5\uc774 \uc6a9\uc774\ud558\uc5ec \uae30\uc220 \ubd80\ucc44\ub97c \uac10\uc18c\uc2dc\ud0a4\ub294 \ud6a8\uacfc\ub97c \uae30\ub300\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \ub2e4\uc12f \ubc88\uc9f8\ub85c, \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c\uc758 \ubaa8\ub2c8\ud130\ub9c1\uacfc \ub85c\uadf8 \uad00\ub9ac\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778\uc740 \uc9c0\uc18d\uc801\uc73c\ub85c \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uae30 \ub54c\ubb38\uc5d0 \ubb38\uc81c \ubc1c\uc0dd \uc2dc \uc2e0\uc18d\ud558\uac8c \uc6d0\uc778\uc744 \ud30c\uc545\ud558\uace0 \ub300\uc751\ud560 \uc218 \uc788\ub294 \uccb4\uacc4\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c \uad6c\ucd95\uc774 \uc694\uad6c\ub429\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 Prometheus, Grafana\uc640 \uac19\uc740 \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud558\uc5ec \uc2e4\uc2dc\uac04\uc73c\ub85c \uc131\ub2a5 \uc9c0\ud45c\uc640 \uc624\ub958 \ub85c\uadf8\ub97c \ubd84\uc11d\ud558\uace0, \uc54c\ub78c \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \uc6b4\uc601\uc790\uac00 \uc989\uac01\uc801\uc778 \ub300\uc751\uc744 \ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc774\uc640 \ud568\uaed8, \ub85c\uadf8 \uc218\uc9d1\uacfc \ubd84\uc11d \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud558\uc5ec \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131\uc744 \uc8fc\uae30\uc801\uc73c\ub85c \uc810\uac80\ud558\ub294 \uac83\ub3c4 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.\n <\/p>\n\n \uc5ec\uc12f \ubc88\uc9f8\ub85c, \uac1c\ubc1c \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc720\ub2db \ud14c\uc2a4\ud2b8\uc640 \ud1b5\ud569 \ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc758 \uac01 \ubaa8\ub4c8\uc758 \uc2e0\ub8b0\uc131\uc744 \ud655\ubcf4\ud574\uc57c \ud569\ub2c8\ub2e4. \ud2b9\ud788 \ub370\uc774\ud130 \ubcc0\ud658 \ubc0f \uc9d1\uacc4\uc640 \uac19\uc740 \ud575\uc2ec \ucc98\ub9ac \ub85c\uc9c1\uc5d0 \ub300\ud574 \uccb4\uacc4\uc801\uc778 \ud14c\uc2a4\ud2b8 \ucf00\uc774\uc2a4\ub97c \ub9c8\ub828\ud568\uc73c\ub85c\uc368, \uc2e4\uc2dc\uac04 \uc6b4\uc601 \uc0c1\ud669\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc608\uc678 \ucf00\uc774\uc2a4\uc5d0 \ub300\ube44\ud574\uc57c \ud569\ub2c8\ub2e4. \ud14c\uc2a4\ud2b8 \uc790\ub3d9\ud654 \ub3c4\uad6c\ub97c \ub3c4\uc785\ud558\uc5ec \uc9c0\uc18d\uc801\uc778 \ud1b5\ud569(CI) \ubc0f \ubc30\ud3ec(CD) \ud504\ub85c\uc138\uc2a4\ub97c \uad6c\ud604\ud568\uc73c\ub85c\uc368, \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc5c5\ub370\uc774\ud2b8\uc5d0 \ub530\ub978 \uc2dc\uc2a4\ud15c \uc911\ub2e8 \uc5c6\uc774 \uc548\uc815\uc801\uc778 \uc11c\ube44\uc2a4\ub97c \uc720\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \uc77c\uacf1 \ubc88\uc9f8\ub85c, \uc2e4\uc81c \uad6c\ud604 \uc0ac\ub840\ub85c Apache Kafka\uc640 Apache Flink\ub97c \uacb0\ud569\ud55c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc758 \uc608\uc2dc\ub97c \ub4e4\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc544\ub798 \ucf54\ub4dc\ub294 Python\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ud604\ud55c \uc608\uc785\ub2c8\ub2e4. \uc774 \ucf54\ub4dc\ub294 Kafka\uc5d0\uc11c \uba54\uc2dc\uc9c0\ub97c \uc18c\ube44\ud558\uace0, \uc804\ucc98\ub9ac \ud6c4 \ub2e4\ub978 \ud1a0\ud53d\uc73c\ub85c \ub2e4\uc2dc \uc804\uc1a1\ud558\ub294 \uae30\ubcf8\uc801\uc778 \uc608\uc81c\uc785\ub2c8\ub2e4.\n <\/p>\n<pre>\n <code>\nimport kafka\nfrom kafka import KafkaConsumer, KafkaProducer\n\n# Kafka \uc124\uc815: \ub370\uc774\ud130 \uc18c\uc2a4\uc640 \ub370\uc774\ud130 \ubaa9\uc801\uc9c0\ub97c \uc704\ud55c \uae30\ubcf8 \uc124\uc815\nconsumer = KafkaConsumer('source_topic', bootstrap_servers=['localhost:9092'], auto_offset_reset='latest')\nproducer = KafkaProducer(bootstrap_servers=['localhost:9092'])\n\ndef process_message(message):\n # \ub370\uc774\ud130 \uc804\ucc98\ub9ac \ubc0f \ubcc0\ud658 \ub85c\uc9c1\n processed = message.decode('utf-8').upper()\n return processed\n\n# \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ub370\uc774\ud130 \ucc98\ub9ac \ub8e8\ud504\nfor msg in consumer:\n try:\n result = process_message(msg.value)\n producer.send('processed_topic', result.encode('utf-8'))\n print(\"Processed and sent: \", result)\n except Exception as e:\n print(\"Error processing message:\", e)\n <\/code>\n <\/pre>\n\n \uc704\uc640 \uac19\uc740 \ucf54\ub4dc \uc608\uc81c\ub294 \uc2a4\ud2b8\ub9bc \ub370\uc774\ud130 \ucc98\ub9ac \ud30c\uc774\ud504\ub77c\uc778\uc758 \ub2e8\uc21c\ud654\ub41c \ud615\ud0dc\ub97c \ubcf4\uc5ec\uc8fc\uba70, \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c\ub294 \uc5d0\ub7ec \ud578\ub4e4\ub9c1, \uc7ac\uc2dc\ub3c4 \uba54\ucee4\ub2c8\uc998 \ubc0f \uc0c1\ud0dc \uad00\ub9ac \uae30\ub2a5 \ub4f1\uc744 \ucd94\uac00\ud558\uc5ec \ubcf4\ub2e4 \uc2e0\ub8b0\uc131 \ub192\uc740 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uac8c \ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub2e8\uc21c\ud558\uba74\uc11c\ub3c4 \ud655\uc7a5 \uac00\ub2a5\ud55c \uad6c\uc870\ub294 Kappa Architecture\uc758 \uac15\uc810\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub294 \uc88b\uc740 \uc608\uc2dc\uc785\ub2c8\ub2e4.\n <\/p>\n\n \uc5ec\ub35f \ubc88\uc9f8\ub85c, \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc758 \uc131\ub2a5 \uce21\uc815\uc744 \uc704\ud574 \uc815\uae30\uc801\uc778 \ubd80\ud558 \ud14c\uc2a4\ud2b8\uc640 \uc2a4\ud2b8\ub808\uc2a4 \ud14c\uc2a4\ud2b8\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc2dc\uc2a4\ud15c\uc758 \ud55c\uacc4\uc810\uc744 \ubbf8\ub9ac \ud30c\uc545\ud558\uace0, \ub370\uc774\ud130 \uacfc\ubd80\ud558 \uc2dc\uc5d0\ub3c4 \uc548\uc815\uc801\uc73c\ub85c \uc6b4\uc601\ud560 \uc218 \uc788\ub294 \ud658\uacbd\uc744 \uc870\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud14c\uc2a4\ud2b8 \uacb0\uacfc\ub97c \uae30\ubc18\uc73c\ub85c \uc790\uc6d0 \ud560\ub2f9, \ub124\ud2b8\uc6cc\ud06c \ub300\uc5ed\ud3ed \uc870\uc808, \uce90\uc2dc \ubc0f \ubc84\ud37c \uad00\ub9ac \ub4f1\uc758 \ucd5c\uc801\ud654 \uc791\uc5c5\uc744 \ubcd1\ud589\ud574\uc57c \ud558\uba70, \uc774\ub294 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac\uc758 \uc2e0\ub8b0\uc131\uacfc \ud6a8\uc728\uc131\uc744 \ubcf4\uc7a5\ud558\ub294 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4.\n <\/p>\n\n \uc544\ud649 \ubc88\uc9f8\ub85c, \uc2dc\uc2a4\ud15c\uc758 \ud655\uc7a5\uc131\uacfc \uc7a5\uc560 \ubcf5\uad6c \uc804\ub7b5\uc740 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \ud30c\uc774\ud504\ub77c\uc778\uc758 \uc9c0\uc18d \uac00\ub2a5\uc131\uc744 \uc88c\uc6b0\ud558\ub294 \ud575\uc2ec \uc694\uc18c\uc785\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130 \ud658\uacbd\uc5d0\uc11c\ub294 \ub178\ub4dc\uc758 \uc99d\uc124 \ubc0f \ucd95\uc18c, \ub370\uc774\ud130 \ubcf5\uc81c, \ud30c\ud2f0\uc154\ub2dd \uc804\ub7b5 \ub4f1\uc744 \ud1b5\ud574 \uc7a5\uc560\ub85c\ubd80\ud130 \ube60\ub974\uac8c \ud68c\ubcf5\ud560 \uc218 \uc788\ub294 \uad6c\uc131\uacfc \uc124\uacc4 \uc6d0\uce59\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ud2b9\ud788, \ubd84\uc0b0 \ud658\uacbd\uc5d0\uc11c\uc758 \uc77c\uad00\uc131 \uc720\uc9c0\uc640 \ub370\uc774\ud130 \uc9c0\uc5f0 \ucd5c\uc18c\ud654\ub97c \uc704\ud55c \uc804\ub7b5\uc740 \uc5d4\ud130\ud504\ub77c\uc774\uc988\uae09 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud558\uac8c \uace0\ub824\ub418\uc5b4\uc57c \ud560 \uc0ac\ud56d\uc785\ub2c8\ub2e4.\n <\/p>\n\n \uc5f4 \ubc88\uc9f8\ub85c, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95 \ud6c4\uc5d0\ub3c4 \uc9c0\uc18d\uc801\uc778 \uac1c\uc120\uacfc \ubaa8\ub2c8\ud130\ub9c1\uc744 \ud1b5\ud574 \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5, \ud655\uc7a5\uc131, \uc548\uc815\uc131\uc744 \uc720\uc9c0\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ucd5c\uc2e0 \uae30\uc220 \ud2b8\ub80c\ub4dc\uc640 \ub3c4\uad6c\ub4e4\uc744 \uc801\uadf9 \ub3c4\uc785\ud558\uc5ec \uc544\ud0a4\ud14d\ucc98\ub97c \uac1c\uc120\ud558\uace0, \ud14c\uc2a4\ud2b8 \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \uacb0\uacfc\ub97c \ubd84\uc11d\ud574 \ud5a5\ud6c4 \uac1c\uc120 \ubc29\ud5a5\uc744 \ubaa8\uc0c9\ud558\ub294 \uacfc\uc815\uc740 \uc131\uacf5\uc801\uc778 \uc6b4\uc601\uc758 \ud544\uc218 \uc870\uac74\uc785\ub2c8\ub2e4. \uc774\uc640 \uac19\uc740 \uc9c0\uc18d\uc801\uc778 \ub178\ub825\uc740 \uacb0\uad6d \uae30\uc5c5\uc774 \ub354\uc6b1 \ubbfc\ucca9\ud55c \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9ac\uace0, \ube60\ub974\uac8c \ubcc0\ud654\ud558\ub294 \ube44\uc988\ub2c8\uc2a4 \ud658\uacbd\uc5d0\uc11c \uacbd\uc7c1 \uc6b0\uc704\ub97c \ud655\ubcf4\ud558\ub294 \ub370 \ud070 \ud798\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.\n <\/p>\n <\/p>\n<h2 id=\"3-%eb%8d%b0%ec%9d%b4%ed%84%b0-%ec%b2%98%eb%a6%ac-%ec%82%ac%eb%a1%80-%eb%b0%8f-%eb%b6%84%ec%84%9d-YmNIUkckUf\">3. \ub370\uc774\ud130 \ucc98\ub9ac \uc0ac\ub840 \ubc0f \ubd84\uc11d<\/h2>\n\n Kappa Architecture \uae30\ubc18\uc758 \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778\uc740 \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ub370\uc774\ud130 \ucc98\ub9ac \uc194\ub8e8\uc158\uc73c\ub85c \uc801\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \uadf8 \uc131\uacf5 \uc0ac\ub840\ub4e4\uc740 \uc5c5\uacc4 \uc804\ubc18\uc5d0 \uac78\uccd0 \uae0d\uc815\uc801\uc778 \ubc18\ud5a5\uc744 \ubd88\ub7ec\uc77c\uc73c\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \uae08\uc735, \uc804\uc790\uc0c1\uac70\ub798, IoT, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub4f1 \uc5ec\ub7ec \ubd84\uc57c\uc5d0\uc11c \uc2e4\uc81c\ub85c \uad6c\ud604\ub41c \uc0ac\ub840\ub4e4\uc744 \ubd84\uc11d\ud558\uba70, \uac01 \uc0ac\ub840\uc5d0\uc11c \ub098\ud0c0\ub09c \uc8fc\uc694 \uc131\uacfc\uc640 \uae30\uc220\uc801 \ub3c4\uc804 \uacfc\uc81c\ub4e4\uc744 \uc2ec\ub3c4 \uc788\uac8c \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub3c5\uc790\ub4e4\uc740 \uc2e4\ubb34 \uc801\uc6a9 \uc2dc \uace0\ub824\ud574\uc57c \ud560 \uc694\uc18c\ub4e4\uc5d0 \ub300\ud574 \uad6c\uccb4\uc801\uc73c\ub85c \uc774\ud574\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.\n <\/p>\n\n \uba3c\uc800, \uae08\uc735 \ubd84\uc57c\uc5d0\uc11c\ub294 \uc2e4\uc2dc\uac04 \uac70\ub798 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc774\uc0c1 \uac70\ub798 \uac10\uc9c0\ub97c \uc704\ud574 Kappa Architecture\ub97c \ub3c4\uc785\ud55c \uc0ac\ub840\uac00 \ub208\uc5d0 \ub755\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \ubc30\uce58 \ucc98\ub9ac \ubc29\uc2dd\uc5d0\uc11c\ub294 \uac70\ub798 \ud328\ud134 \ubd84\uc11d\uc5d0 \uc2dc\uac04\uc774 \uc18c\uc694\ub418\uc5b4 \uc0ac\uc804 \uc608\ubc29\uc801 \uc870\uce58\uac00 \uc5b4\ub824\uc6e0\uc73c\ub098, \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc544\ud0a4\ud14d\ucc98 \ub3c4\uc785 \uc774\ud6c4 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc758\uc2ec\uc2a4\ub7ec\uc6b4 \ud328\ud134\uc744 \ube60\ub974\uac8c \uac10\uc9c0\ud558\uace0 \ub300\uc751\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c\ub85c \ud55c \ub300\ud615 \uae08\uc735\uae30\uad00\uc740 \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud55c \ud6c4, \uc774\uc0c1 \uc9d5\ud6c4 \ubc1c\uc0dd \uc2dc \uc218 \ucd08 \ub0b4\uc5d0 \uc704\ud5d8\uc744 \uac10\uc9c0\ud558\uc5ec \uace0\uac1d \uc790\uc0b0 \ubcf4\ud638\uc5d0 \ud06c\uac8c \uae30\uc5ec\ud55c \ubc14 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \uc804\uc790\uc0c1\uac70\ub798 \ubd84\uc57c\uc5d0\uc11c\ub3c4 \uc18c\ube44\uc790 \ud589\ub3d9 \ubd84\uc11d\uacfc \ucd94\ucc9c \uc2dc\uc2a4\ud15c\uc5d0 Kappa Architecture\uac00 \ub110\ub9ac \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uace0\uac1d\uc758 \ud074\ub9ad, \uad6c\ub9e4, \uac80\uc0c9 \ub4f1 \ub2e4\uc591\ud55c \uc774\ubca4\ud2b8 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc218\uc9d1\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ub9de\ucda4\ud615 \ucd94\ucc9c\uc744 \uc989\uc2dc \uc81c\uacf5\ud568\uc73c\ub85c\uc368 \uace0\uac1d \ub9cc\uc871\ub3c4\ub97c \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \ub9e4\ucd9c \uc99d\ub300\uc5d0 \uae30\uc5ec\ud55c \uc0ac\ub840\uac00 \ub2e4\uc218 \ubcf4\uace0\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud55c \uae00\ub85c\ubc8c \uc804\uc790\uc0c1\uac70\ub798 \uae30\uc5c5\uc740 \uc0ac\uc6a9\uc790\uc758 \ud589\ub3d9 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uc5ec \uac1c\uc778\ud654\ub41c \ud504\ub85c\ubaa8\uc158\uc744 \uc81c\uacf5\ud568\uc73c\ub85c\uc368 \uc804\ud658\uc728\uc744 20% \uc774\uc0c1 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uc131\uacfc\ub97c \ub2ec\uc131\ud558\uc600\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n IoT \ubd84\uc57c\ub294 \uc218\ub9ce\uc740 \uc13c\uc11c\uc640 \uc7a5\ube44\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uc2e0\uc18d\ud558\uac8c \ucc98\ub9ac\ud574\uc57c \ud558\ub294 \ud658\uacbd\uc73c\ub85c, Kappa Architecture\uc758 \uc7a5\uc810\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub294 \uc601\uc5ed\uc785\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \uc13c\uc11c \ub370\uc774\ud130\uc758 \uc774\uc0c1 \uc9d5\ud6c4\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0, \ub124\ud2b8\uc6cc\ud06c \uc7a5\uc560\ub098 \uae30\uacc4 \uace0\uc7a5\uc744 \uc0ac\uc804\uc5d0 \uc608\uce21\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud55c \uc0ac\ub840\ub4e4\uc774 \ubcf4\uace0\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc81c\uc870\uc5c5, \uc5d0\ub108\uc9c0 \uad00\ub9ac, \uc2a4\ub9c8\ud2b8 \uc2dc\ud2f0 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub418\uba70, \ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac\uacb0\uc815\uc758 \uc18d\ub3c4\uc640 \uc815\ud655\uc131\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \uc18c\uc15c \ubbf8\ub514\uc5b4 \ubd84\uc57c \uc5ed\uc2dc \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uc0ac\uc6a9\uc790 \ud589\ub3d9 \uc608\uce21 \uce21\uba74\uc5d0\uc11c Kappa Architecture\uc758 \ub3c4\uc785 \ud6a8\uacfc\uac00 \ub450\ub4dc\ub7ec\uc9d1\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc18c\uc15c \ud50c\ub7ab\ud3fc\uc5d0\uc11c\ub294 \uc0ac\uc6a9\uc790\uc758 \uac8c\uc2dc\uae00, \ub313\uae00, \uc88b\uc544\uc694 \ub4f1 \uc2e4\uc2dc\uac04 \uc0c1\ud638\uc791\uc6a9 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ud2b8\ub80c\ub4dc \uc608\uce21, \ucf58\ud150\uce20 \ucd94\ucc9c, \uad11\uace0 \ud0c0\uac8c\ud305 \ub4f1\uc5d0 \ud65c\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uad00\ub828\ud558\uc5ec \uc5ec\ub7ec \uc0ac\ud68c\uc801 \uc774\ubca4\ud2b8\ub098 \uc774\uc288\uc5d0 \ub300\ud55c \ube60\ub978 \ubc18\uc751\uacfc \ub300\uc751\uc774 \uac00\ub2a5\ud574\uc838, \ud50c\ub7ab\ud3fc \uc0ac\uc6a9\uc790\ub4e4\uc758 \ucc38\uc5ec\ub3c4\uc640 \uacbd\ud5d8\uc774 \ud06c\uac8c \uac1c\uc120\ub41c \uc0ac\ub840\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4.\n <\/p>\n\n \ub370\uc774\ud130 \ucc98\ub9ac \uc0ac\ub840 \uc5f0\uad6c\uc5d0\uc11c \uc911\uc694\ud55c \ud55c \uce21\uba74\uc740 \uae30\uc220\uc801 \ub3c4\uc804\uacfc \uc774\ub97c \uadf9\ubcf5\ud55c \uc0ac\ub840\ub4e4\uc785\ub2c8\ub2e4. \uae30\uc5c5\ub4e4\uc774 Kappa Architecture\ub97c \ub3c4\uc785\ud558\uba70 \uacaa\uc740 \ucd08\uae30 \ubb38\uc81c\uc810\uc73c\ub85c\ub294 \ub370\uc774\ud130 \uc911\ubcf5 \ucc98\ub9ac, \ub124\ud2b8\uc6cc\ud06c \uc9c0\uc5f0, \uc7a5\uc560 \ubcf5\uad6c \ub4f1 \ub2e4\uc591\ud55c \uc774\uc288\uac00 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubb38\uc81c\ub4e4\uc744 \ud574\uacb0\ud558\uae30 \uc704\ud574 \ub9ce\uc740 \uae30\uc5c5\ub4e4\uc774 \uace0\ub3c4\ud654\ub41c \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c, \uc790\ub3d9 \uc2a4\ucf00\uc77c\ub9c1 \uae30\ub2a5, \uadf8\ub9ac\uace0 \uace0\uae09 \ub85c\ub4dc \ubc38\ub7f0\uc2f1 \uae30\uc220\uc744 \ub3c4\uc785\ud558\uc600\uc73c\uba70, \uadf8 \uacb0\uacfc \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac\uc758 \ud6a8\uc728\uc131\uacfc \uc548\uc815\uc131\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \ub610\ud55c, \uc5ec\ub7ec \uc0ac\ub840 \uc5f0\uad6c\uc5d0\uc11c\ub294 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc758 \ub2e8\uc21c\uc131\uacfc \uc7ac\ud604 \uac00\ub2a5\uc131\uc744 \uac15\uc870\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \ucc98\ub9ac \uacb0\uacfc\uc5d0 \ub300\ud55c \uc2e0\ub8b0\uc131\uacfc \uc77c\uad00\uc131\uc744 \ud655\ubcf4\ud558\uae30 \uc704\ud574 \ub300\ubd80\ubd84\uc758 \uc2dc\uc2a4\ud15c\uc740 \ub2e8\uc77c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \ubc29\uc2dd\uc73c\ub85c \uc804\ud658\ud558\uc600\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04 \ucc98\ub9ac\uc640 \ubc30\uce58 \ucc98\ub9ac \uac04\uc758 \ubd88\uc77c\uce58 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c\ub85c \ud55c \uc81c\uc870\uc5c5\uccb4\ub294 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc2dc\uc2a4\ud15c \ub3c4\uc785 \uc774\ud6c4, \uc0dd\uc0b0 \ubc0f \ud488\uc9c8 \uad00\ub9ac \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uc5ec \ubd88\ub7c9\ub960\uc744 15% \uac10\uc18c\uc2dc\ud0a4\ub294 \ud6a8\uacfc\ub97c \ubcf4\uc600\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \uc544\ub798\uc640 \uac19\uc774 Kappa Architecture\ub97c \ud65c\uc6a9\ud55c \ub370\uc774\ud130 \ucc98\ub9ac \uc131\uacf5\uc0ac\ub840\uc758 \uc8fc\uc694 \ud3ec\uc778\ud2b8\ub97c \uc815\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc989\uac01\uc801 \ub300\uc751 \uccb4\uacc4 \uad6c\ucd95<\/li>\n<li>\ub370\uc774\ud130 \uc911\ubcf5 \uc81c\uac70\ub97c \ud1b5\ud55c \uc2dc\uc2a4\ud15c \ubcf5\uc7a1\ub3c4 \uac10\uc18c<\/li>\n<li>\ub124\ud2b8\uc6cc\ud06c \ubc0f \uc790\uc6d0 \ucd5c\uc801\ud654\ub97c \ud1b5\ud55c \ube44\uc6a9 \uc808\uac10<\/li>\n<li>\uace0\uac1d \ud589\ub3d9 \ubc0f \uc13c\uc11c \ub370\uc774\ud130\ub97c \ud1b5\ud55c \uc608\uce21 \ubd84\uc11d \uac15\ud654<\/li>\n<li>\uc7a5\uc560 \ubcf5\uad6c \ubc0f \uc2dc\uc2a4\ud15c \uc548\uc815\uc131 \ud5a5\uc0c1\uc744 \uc704\ud55c \ubaa8\ub2c8\ud130\ub9c1 \uccb4\uacc4 \ub3c4\uc785<\/li>\n<\/ul>\n \uc774\ub7ec\ud55c \uc131\uacf5 \uc0ac\ub840\ub4e4\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ucc98\ub9ac \ud658\uacbd\uc5d0\uc11c Kappa Architecture\uc758 \uc720\uc5f0\uc131\uacfc \ud6a8\uc728\uc131\uc744 \uc798 \ubcf4\uc5ec\uc8fc\uba70, \uc9c0\uc18d\uc801\uc778 \uae30\uc220 \uac1c\uc120\uacfc \ud568\uaed8 \uc55e\uc73c\ub85c\ub3c4 \ub354\uc6b1 \ud655\ub300\ub420 \uc804\ub9dd\uc785\ub2c8\ub2e4.\n <\/p>\n\n \ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ub2e4\uc591\ud55c \uae30\uc5c5\uacfc \uc0b0\uc5c5\uc5d0\uc11c\uc758 \uc0ac\ub840 \ubd84\uc11d\uc744 \ud1b5\ud574 Kappa Architecture\uc758 \uc7a5\uae30\uc801\uc778 \uc131\uacf5 \uac00\ub2a5\uc131\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5f0\uad6c \uacb0\uacfc\uc5d0 \ub530\ub974\uba74, \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub3c4\uc785\ud55c \uc2dc\uc2a4\ud15c\uc740 \ud3c9\uade0\uc801\uc73c\ub85c 30% \uc774\uc0c1\uc758 \uc131\ub2a5 \ud5a5\uc0c1\uacfc 25% \uc774\uc0c1\uc758 \ube44\uc6a9 \uc808\uac10\uc744 \uc774\ub8e8\uc5b4\ub0c8\uc73c\uba70, \ud2b9\ud788 \ub370\uc774\ud130\uc758 \uc2e0\ub8b0\uc131\uacfc \uac00\uc6a9\uc131 \uce21\uba74\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uacb0\uacfc\ub97c \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uac19\uc740 \ud1b5\uacc4\ub294 Kappa Architecture\uac00 \ub2e8\uc21c\ud55c \uc774\ub860\uc744 \ub118\uc5b4 \uc2e4\uc9c8\uc801\uc778 \ube44\uc988\ub2c8\uc2a4 \uac00\uce58\ub97c \ucc3d\ucd9c\ud558\ub294 \ud575\uc2ec \uae30\uc220\uc784\uc744 \ubd84\uba85\ud788 \ub098\ud0c0\ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \uc885\ud569\uc801\uc73c\ub85c \ubcfc \ub54c, \ub370\uc774\ud130 \ucc98\ub9ac \uc0ac\ub840\uc640 \ubd84\uc11d\uc740 Kappa Architecture\uac00 \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uc774\ub04c\uc5b4\ub0b4\uace0 \uc788\uc74c\uc744 \uba85\ud655\ud558\uac8c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uae30\uc220\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \ub354\uc6b1 \ub2e4\uc591\ud574\uc9c0\ub294 \ub370\uc774\ud130 \uc18c\uc2a4\uc640 \ucc98\ub9ac \uc694\uad6c \uc0ac\ud56d \uc18d\uc5d0\uc11c, \ub2e8\uc77c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uae30\ubc18\uc758 \uc544\ud0a4\ud14d\ucc98\ub294 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ud658\uacbd\uc5d0\uc11c\uc758 \uc2e0\ub8b0\uc131 \uc788\ub294 \uc758\uc0ac\uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uba70, \ud5a5\ud6c4 \uc774\uc5d0 \ub300\ud55c \uc5f0\uad6c\uc640 \uc2e4\uc81c \uc801\uc6a9\uc740 \ub354\uc6b1 \uac00\uc18d\ud654\ub420 \uac83\uc785\ub2c8\ub2e4.\n <\/p>\n\n \uc774\uc640 \uac19\uc774 \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95 \uc0ac\ub840\ub4e4\uc740 \ub2e8\uc9c0 \ud558\ub098\uc758 \uae30\uc220\uc801 \uc194\ub8e8\uc158\uc744 \ub118\uc5b4, \uc804\ubc18\uc801\uc778 \ube44\uc988\ub2c8\uc2a4 \ud504\ub85c\uc138\uc2a4 \ud601\uc2e0\uacfc \ube44\uc6a9 \uc808\uac10, \uadf8\ub9ac\uace0 \uace0\uac1d \ub9cc\uc871\ub3c4 \ud5a5\uc0c1 \ub4f1 \ub2e4\uc591\ud55c \uce21\uba74\uc5d0\uc11c \uae0d\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce58\uace0 \uc788\uc74c\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uad00\ub828 \uc0ac\ub840 \uc5f0\uad6c\uc640 \uae30\uc220 \ubc1c\uc804\uc744 \ubc14\ud0d5\uc73c\ub85c, \ub354\uc6b1 \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc774 \uad6c\ucd95\ub420 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.\n <\/p>\n <\/p>\n<h2 id=\"4-%ec%8b%a4%ec%8b%9c%ea%b0%84-%ec%8a%a4%ed%8a%b8%eb%a6%bc-%ed%8c%8c%ec%9d%b4%ed%94%84%eb%9d%bc%ec%9d%b8-%ea%b5%ac%ec%b6%95-%ec%82%ac%eb%a1%80-%ec%97%b0%ea%b5%ac-%eb%b0%8f-%eb%af%b8%eb%9e%98-%ec%a0%84-YmNIUkckUf\">4. \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95 \uc0ac\ub840 \uc5f0\uad6c \ubc0f \ubbf8\ub798 \uc804\ub9dd<\/h2>\n\n \ucd5c\uadfc \uba87 \ub144\uac04 \ub370\uc774\ud130 \ucc98\ub9ac\uc640 \ubd84\uc11d \uae30\uc220\uc740 \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5b4 \uc654\uc73c\uba70, \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95\uc740 \uc774\ub7ec\ud55c \ubcc0\ud654\uc758 \uc911\uc2ec\uc5d0\uc11c \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ub2f4\ub2f9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uc139\uc158\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c\uc758 \uc2e4\uc81c \uad6c\ucd95 \uc0ac\ub840\ub97c \uc911\uc2ec\uc73c\ub85c, Kappa Architecture \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc774 \uc5b4\ub5bb\uac8c \uc124\uacc4\ub418\uace0 \uc6b4\uc601\ub418\uc5c8\ub294\uc9c0\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ubd84\uc11d\ud558\uba70, \ud5a5\ud6c4 \ubc1c\uc804 \ubc29\ud5a5\uacfc \uae30\uc220\uc801 \ub3c4\uc804 \uacfc\uc81c\ub4e4\uc744 \uc804\ub9dd\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \uccab \ubc88\uc9f8 \uc0ac\ub840\ub85c, \uae00\ub85c\ubc8c IT \uae30\uc5c5 A\uc0ac\ub294 \ub300\uaddc\ubaa8 \uc0ac\uc6a9\uc790 \ud65c\ub3d9 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ud558\uae30 \uc704\ud574 Kappa Architecture\ub97c \ub3c4\uc785\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \uae30\uc5c5\uc740 \ub9e4\uc77c \uc218\uc5b5 \uac74\uc5d0 \ub2ec\ud558\ub294 \ub85c\uadf8 \ub370\uc774\ud130\ub97c Apache Kafka\ub97c \ud1b5\ud574 \uc9d1\uacb0\ud558\uace0, Apache Flink \uae30\ubc18\uc758 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc5d4\uc9c4\uc744 \ud65c\uc6a9\ud558\uc5ec \uc2e4\uc2dc\uac04 \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ud328\ud134\uc744 \ucd94\uc801\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790 \ub9de\ucda4\ud615 \ucf58\ud150\uce20 \ucd94\ucc9c, \uc2e4\uc2dc\uac04 \uad11\uace0 \ud0c0\uac8c\ud305 \ubc0f \uc2dc\uc2a4\ud15c \uc774\uc0c1 \uac10\uc9c0\uc5d0 \ud06c\uac8c \uae30\uc5ec\ud558\uc600\uc73c\uba70, \uc804\uccb4 \ub370\uc774\ud130 \ucc98\ub9ac \uc9c0\uc5f0 \uc2dc\uac04\uc744 80% \ub2e8\ucd95\ud558\ub294 \uacb0\uacfc\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \ub450 \ubc88\uc9f8 \uc0ac\ub840\ub85c\ub294 \uc81c\uc870 \ubd84\uc57c\uc5d0\uc11c\uc758 \ud65c\uc6a9 \uc0ac\ub840\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ub300\ud615 \uc81c\uc870\uc5c5\uccb4 B\uc0ac\ub294 \uacf5\uc815 \uc790\ub3d9\ud654\uc640 \ud488\uc9c8 \uad00\ub9ac\ub97c \uc704\ud574 \uac01\uc885 \uc13c\uc11c \ub370\uc774\ud130\uc640 \uc7a5\ube44 \uc0c1\ud0dc \uc815\ubcf4\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \uae30\uc5c5\uc740 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \ud30c\uc774\ud504\ub77c\uc778\uc744 \ud1b5\ud574 \uc0dd\uc0b0 \ub77c\uc778\uc758 \uac01\uc885 \ub370\uc774\ud130\uac00 \uc2e4\uc2dc\uac04\uc73c\ub85c \ubd84\uc11d\ub418\ub3c4\ub85d \ud558\uc5ec, \ucd08\uae30 \uc774\uc0c1 \uc9d5\ud6c4 \ubc1c\uc0dd \uc2dc \ube60\ub978 \ub300\uc751\uc774 \uac00\ub2a5\ud558\ub3c4\ub85d \ud558\uc600\uc73c\uba70, \uadf8 \uacb0\uacfc \ubd88\ub7c9\ub960\uc744 \ud06c\uac8c \ub0ae\ucd94\uace0 \uc0dd\uc0b0 \ud6a8\uc728\uc131\uc744 20% \uc774\uc0c1 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uc131\uacfc\ub97c \uac70\ub450\uc5c8\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \uc138 \ubc88\uc9f8 \uc0ac\ub840\ub294 \uae08\uc735\uad8c\uc5d0\uc11c\uc758 \ucc44\ud0dd \uc0ac\ub840\uc785\ub2c8\ub2e4. \uae08\uc735\uae30\uad00 C\uc0ac\ub294 \uc2e4\uc2dc\uac04 \uac70\ub798 \ub370\uc774\ud130\uc640 \uace0\uac1d \ud589\ub3d9 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc704\ud5d8 \ud3c9\uac00 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uc600\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc774\uc0c1 \uac70\ub798 \ubc0f \uae08\uc735 \uc0ac\uae30\ub97c \uc989\uac01\uc801\uc73c\ub85c \ud0d0\uc9c0\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc740 \ub9e4\uc77c \uc218\ubc31\ub9cc \uac74\uc758 \uac70\ub798 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1\ud558\uba70, \uc7a0\uc7ac\uc801 \uc704\ud5d8 \uc2e0\ud638\uac00 \uac10\uc9c0\ub418\uba74 \uc790\ub3d9\uc73c\ub85c \uacbd\uace0\ub97c \ubc1c\ub839\ud558\uace0, \uc6b4\uc601\uc790\uac00 \uc989\uac01\uc801\uc778 \uc870\uce58\ub97c \ucde8\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud558\uc600\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \ub124 \ubc88\uc9f8\ub85c, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ud50c\ub7ab\ud3fc D\uc0ac\ub294 \uc0ac\uc6a9\uc790 \ucf58\ud150\uce20\uc640 \uc0c1\ud638\uc791\uc6a9 \ub370\uc774\ud130\ub97c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \ubc29\uc2dd\uc73c\ub85c \ubd84\uc11d\ud558\uc5ec \uc2e4\uc2dc\uac04 \ud2b8\ub80c\ub4dc \ud30c\uc545 \ubc0f \uc774\uc288 \ub300\uc751\uc744 \uc2e4\uc2dc\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \ud50c\ub7ab\ud3fc\uc740 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc2a4\ud2b8\ub9bc\uc744 \ubd84\uc11d\ud558\uc5ec \uc778\uae30 \uac8c\uc2dc\uae00, \uae09\ubd80\uc0c1\ud558\ub294 \ud0a4\uc6cc\ub4dc, \uc9c0\uc5ed\ubcc4 \ud65c\ub3d9 \ud328\ud134 \ub4f1 \ub2e4\uc591\ud55c \ud1b5\ucc30\ub825\uc744 \ub3c4\ucd9c\ud558\uc600\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uad11\uace0 \ubc0f \ud504\ub85c\ubaa8\uc158 \uc804\ub7b5\uc744 \uc989\uac01\uc801\uc73c\ub85c \uc218\uc815\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uc6b4\uc601\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \ub2e4\uc12f \ubc88\uc9f8\ub85c, \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\ub294 \uba40\ud2f0\ubaa8\ub2ec \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95 \uc0ac\ub840\uac00 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud55c \uc0ac\ub840\uc5d0\uc11c\ub294 IoT, \ubaa8\ubc14\uc77c, \uc6f9 \ub4f1 \uc5ec\ub7ec \ucc44\ub110\uc5d0\uc11c \ubc1c\uc0dd\ud55c \ub370\uc774\ud130\ub97c \ud558\ub098\uc758 \ud1b5\ud569 \uc2a4\ud2b8\ub9bc\uc73c\ub85c \ucc98\ub9ac\ud558\uc5ec, \uc0ac\uc6a9\uc790 \uacbd\ud5d8 \uc804\ubc18\uc5d0 \uac78\uccd0 \uc2e4\uc2dc\uac04 \ubd84\uc11d\uacfc \ud53c\ub4dc\ubc31\uc744 \uc81c\uacf5\ud558\ub294 \uc2dc\uc2a4\ud15c\uc774 \ub3c4\uc785\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uba40\ud2f0\ubaa8\ub2ec \uc811\uadfc\ubc95\uc740 \ub370\uc774\ud130 \uc18c\uc2a4\uc758 \ub2e4\uc591\uc131\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud560 \uc218 \uc788\uac8c \ud558\uba70, \uc804\ubc29\uc704\uc801\uc778 \ube44\uc988\ub2c8\uc2a4 \uc778\uc0ac\uc774\ud2b8 \ub3c4\ucd9c\uc5d0 \uae30\uc5ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \uc5ec\uc12f \ubc88\uc9f8\ub85c, \uc55e\uc11c \uc5b8\uae09\ud55c \uc0ac\ub840\ub4e4\uc744 \uc885\ud569\ud558\uba74 Kappa Architecture \uae30\ubc18\uc758 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778\uc740 \ub192\uc740 \ud655\uc7a5\uc131\uacfc \uc720\uc5f0\uc131\uc744 \ubc14\ud0d5\uc73c\ub85c, \ubd84\uc0b0 \ud658\uacbd\uc5d0\uc11c\uc758 \uc548\uc815\uc131\uacfc \uc2e0\ub8b0\uc131\uc744 \ubcf4\uc7a5\ud558\ub294 \ub370 \ud070 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc74c\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc2dc\uc2a4\ud15c \uad6c\ucd95 \ud6c4\uc5d0\ub3c4 \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uacfc \ucd5c\uc801\ud654, \uadf8\ub9ac\uace0 \uc790\ub3d9\ud654\ub41c \uc7a5\uc560 \ubcf5\uad6c \uba54\ucee4\ub2c8\uc998 \ub3c4\uc785\uc744 \ud1b5\ud574, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac\uc758 \uc815\ud655\uc131\uacfc \uc2e0\ub8b0\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc\ubc95\uc740 \ud5a5\ud6c4 \ub370\uc774\ud130 \uc911\uc2ec \ube44\uc988\ub2c8\uc2a4\uc5d0\uc11c \ub354\uc6b1 \uc911\uc694\ud55c \uc694\uc18c\ub85c \uc790\ub9ac\uc7a1\uc744 \uac83\uc73c\ub85c \uc804\ub9dd\ub429\ub2c8\ub2e4.\n <\/p>\n\n \uc77c\uacf1 \ubc88\uc9f8\ub85c, \ubbf8\ub798 \uc804\ub9dd \uce21\uba74\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uba38\uc2e0\ub7ec\ub2dd(ML)\uc758 \ubc1c\uc804\uc774 \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778\uacfc \uacb0\ud569\ub420 \uacbd\uc6b0, \ub370\uc774\ud130 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc740 \ub354\uc6b1 \uc9c0\ub2a5\uc801\uc774\uace0 \uc790\uc728\uc801\uc778 \ubc29\ud5a5\uc73c\ub85c \uc9c4\ud654\ud560 \uac83\uc785\ub2c8\ub2e4. \ud604\uc7ac \uc77c\ubd80 \uc120\ub3c4 \uae30\uc5c5\ub4e4\uc740 AI \uae30\ubc18 \uc608\uce21 \ubaa8\ub378\uc744 \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc5d0 \ub0b4\uc7a5\ud558\uc5ec, \uc2e4\uc2dc\uac04\uc73c\ub85c \uc6b4\uc601 \uc0c1\ud669\uc744 \ubd84\uc11d\ud558\uace0, \uc790\uc728\uc801\uc73c\ub85c \ucd5c\uc801\uc758 \uc6b4\uc601 \uc804\ub7b5\uc744 \ub3c4\ucd9c\ud558\ub294 \ud504\ub85c\uc138\uc2a4\ub97c \uc2e4\ud5d8\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220 \uc735\ud569\uc740 \ubbf8\ub798 \ub370\uc774\ud130 \uc2dc\uc2a4\ud15c\uc774 \ub2e8\uc21c\ud788 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \uac83\uc744 \ub118\uc5b4\uc11c, \uc2e4\uc2dc\uac04 \uc758\uc0ac\uacb0\uc815 \uc9c0\uc6d0 \ubc0f \uc790\ub3d9\ud654\ub41c \ub300\uc751 \uccb4\uacc4\ub97c \uac16\ucd94\ub294 \ub370 \ud06c\uac8c \uae30\uc5ec\ud560 \uc804\ub9dd\uc785\ub2c8\ub2e4.\n <\/p>\n\n \uc5ec\ub35f \ubc88\uc9f8\ub85c, \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c\uc640 \ucee8\ud14c\uc774\ub108 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \uae30\uc220\uc758 \ubc1c\uc804 \uc5ed\uc2dc \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c\uc758 \uc720\uc5f0\ud55c \uc790\uc6d0 \ud560\ub2f9, \uc790\ub3d9 \uc2a4\ucf00\uc77c\ub9c1, \uadf8\ub9ac\uace0 \ubb34\uc911\ub2e8 \ubc30\ud3ec \uc804\ub7b5\uc740 \ub2e8\uc77c \uc2a4\ud2b8\ub9bc \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc758 \uc548\uc815\uc131\uacfc \ud655\uc7a5\uc131\uc744 \uadf9\ub300\ud654\uc2dc\ud0ac \uc218 \uc788\ub294 \uc911\uc694\ud55c \uae30\uc220\uc801 \ud1a0\ub300\uac00 \ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud601\uc2e0\uc801\uc778 \uc778\ud504\ub77c \uae30\uc220\ub4e4\uc740 Kappa Architecture \uae30\ubc18 \uc2dc\uc2a4\ud15c\uacfc \uacb0\ud569\ub420 \ub54c, \uc55e\uc73c\ub85c\uc758 \ub370\uc774\ud130 \ucc98\ub9ac \uc2dc\uc2a4\ud15c\uc774 \ub354\uc6b1 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \uc6b4\uc601\ub420 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud560 \uac83\uc785\ub2c8\ub2e4.\n <\/p>\n\n \uc544\ud649 \ubc88\uc9f8\ub85c, \ubbf8\ub798 \ub370\uc774\ud130 \uc0dd\ud0dc\uacc4\uc5d0\uc11c \uac00\uc7a5 \uc911\uc694\ud55c \uc694\uc18c\ub294 \ubc14\ub85c \uc2e4\uc2dc\uac04\uc131\uacfc \uc2e0\ub8b0\uc131\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc591\uacfc \ub2e4\uc591\uc131\uc774 \ud3ed\ubc1c\uc801\uc73c\ub85c \uc99d\uac00\ud558\ub294 \ud604\ub300\uc0ac\ud68c\uc5d0\uc11c, \uae30\uc5c5\ub4e4\uc774 \uacbd\uc7c1 \uc6b0\uc704\ub97c \ud655\ubcf4\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130\ub97c \uc5b8\uc81c \uc5b4\ub514\uc11c\ub098 \uc2e0\uc18d\ud558\uac8c \ucc98\ub9ac\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc989\uac01\uc801\uc778 \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. Kappa Architecture\ub294 \uc774\ub7ec\ud55c \uc694\uad6c\uc0ac\ud56d\uc744 \ub9cc\uc871\ud558\ub294 \ud601\uc2e0\uc801\uc778 \uc811\uadfc\ubc95\uc73c\ub85c, \ud5a5\ud6c4\uc5d0\ub3c4 \uacc4\uc18d\ud574\uc11c \ubc1c\uc804\ud558\uace0 \uac1c\uc120\ub420 \uae30\uc220 \ubd84\uc57c\ub85c \uae30\ub300\ub97c \ubaa8\uc73c\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n \uc5f4 \ubc88\uc9f8\ub85c, \uacb0\ub860\uc801\uc73c\ub85c \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95 \uc0ac\ub840\uc640 \ubbf8\ub798 \uc804\ub9dd\uc744 \uc885\ud569\ud574\ubcf4\uba74, Kappa Architecture\ub294 \ub2e8\uc21c\ud788 \uae30\uc220 \ud2b8\ub80c\ub4dc\uc5d0 \uba38\ubb34\ub974\ub294 \uac83\uc774 \uc544\ub2c8\ub77c, \uc2e4\uc81c \ube44\uc988\ub2c8\uc2a4 \ud658\uacbd\uc5d0\uc11c \ud575\uc2ec \uacbd\uc7c1\ub825\uc73c\ub85c \uc790\ub9ac\uc7a1\uc744 \uc218 \uc788\ub294 \uac15\ub825\ud55c \uc194\ub8e8\uc158\uc784\uc744 \uc7ac\ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \uac80\uc99d\ub41c \uc131\uacf5 \uc0ac\ub840, \uc9c0\uc18d\uc801\uc778 \uae30\uc220 \ud601\uc2e0, \uadf8\ub9ac\uace0 \ubbf8\ub798 \uae30\uc220\uacfc\uc758 \uc735\ud569 \uac00\ub2a5\uc131\uc740 \uc774 \uc544\ud0a4\ud14d\ucc98\uac00 \uc55e\uc73c\ub85c\ub3c4 \ub370\uc774\ud130 \ucc98\ub9ac \ud328\ub7ec\ub2e4\uc784\uc758 \uc8fc\ucd95\uc774 \ub420 \uac83\uc784\uc744 \uac15\ub825\ud558\uac8c \uc2dc\uc0ac\ud569\ub2c8\ub2e4.\n <\/p>\n\n \uc694\uc57d\ud558\uc790\uba74, Kappa Architecture \uae30\ubc18 \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778\uc740 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \uc788\uc5b4 \ub2e8\uc21c\ud568, \ud655\uc7a5\uc131, \uadf8\ub9ac\uace0 \uc2e0\ub8b0\uc131\uc744 \uadf9\ub300\ud654\ud55c \ud601\uc2e0\uc801 \uc194\ub8e8\uc158\uc785\ub2c8\ub2e4. \uae08\uc735, \uc804\uc790\uc0c1\uac70\ub798, IoT, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub4f1 \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \uc774\ubbf8 \uac80\uc99d\ub41c \uc0ac\ub840\ub4e4\uc740 \uc774 \uae30\uc220\uc774 \ubbf8\ub798 \ub370\uc774\ud130 \uc0dd\ud0dc\uacc4\uc5d0\uc11c \ud544\uc218\uc801\uc778 \uad6c\uc131 \uc694\uc18c\ub85c \uc790\ub9ac\uc7a1\uc744 \uc218 \uc788\uc74c\uc744 \ubcf4\uc5ec\uc8fc\uba70, \ud5a5\ud6c4 \uc778\uacf5\uc9c0\ub2a5, \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c, \uadf8\ub9ac\uace0 \ucee8\ud14c\uc774\ub108 \uae30\uc220\uacfc\uc758 \uc735\ud569\uc744 \ud1b5\ud574 \ub354\uc6b1 \ubc1c\uc804\ud560 \uc804\ub9dd\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc885\ud569\uc801 \ubd84\uc11d\uacfc \uc804\ub9dd\uc740 \ub3c5\uc790\ub4e4\uc774 \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95\uc5d0 \ub300\ud55c \uae4a\uc740 \ud1b5\ucc30\uacfc \ubbf8\ub798 \uc804\ub7b5 \uc218\ub9bd\uc5d0 \ud070 \ub3c4\uc6c0\uc744 \uc904 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.\n <\/p>\n\n \uac15\ub825\ud55c \uc694\uc57d\uc73c\ub85c \uc774 \uae00\uc744 \ub9c8\ubb34\ub9ac\ud558\uc790\uba74, Kappa Architecture\ub294 \uae30\uc874\uc758 \ubcf5\uc7a1\ud55c Lambda Architecture\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uba70 \ub370\uc774\ud130 \ucc98\ub9ac\uc758 \ub2e8\uc77c\ud654\uc640 \uac04\uc18c\ud654\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95\uc5d0 \uc788\uc5b4 \ud601\uc2e0\uc801\uc778 \uc804\ud658\uc810\uc744 \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c \uc0ac\ub840\uc640 \uad6c\uccb4\uc801\uc778 \uae30\uc220\uc801 \uc811\uadfc\ubc95\ub4e4\uc744 \ud1b5\ud574 \uc6b0\ub9ac\ub294 \uc774 \uc544\ud0a4\ud14d\ucc98\uac00 \uc55e\uc73c\ub85c\uc758 \ubcc0\ud654\ud558\ub294 \ub370\uc774\ud130 \ud658\uacbd\uc5d0\uc11c \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \uc218\ud589\ud560 \uac83\uc784\uc744 \ud655\uc2e0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc778 \ubc1c\uc804\uacfc \uac1c\uc120\uc774 \uc774\ub8e8\uc5b4\uc9c8 \uc774 \ubd84\uc57c\uc5d0\uc11c, Kappa Architecture\ub294 \ub2e8\uc21c\ud55c \uae30\uc220\uc801 \ud2b8\ub80c\ub4dc\ub97c \ub118\uc5b4 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac \ubd84\uc57c\uc758 \uc0c8\ub85c\uc6b4 \ud45c\uc900\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.\n <\/p>\n","protected":false},"excerpt":{"rendered":"Kappa Architecture\ub294 \ubc30\uce58 \ucc98\ub9ac \uc5c6\uc774 \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778\ub9cc\uc73c\ub85c \ub370\uc774\ud130\ub97c \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \ubd84\uc11d \ubc0f \ucc98\ub9ac\ud558\ub294 \ud601\uc2e0\uc801 \uc544\ud0a4\ud14d\ucc98\uc785\ub2c8\ub2e4.<\/p>\n","protected":false},"author":1,"featured_media":54783,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1957],"tags":[7054,2049,3724],"class_list":["post-54779","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-development","tag-ai","tag-architecture","tag-python"],"acf":[],"_links":{"self":[{"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/posts\/54779","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/comments?post=54779"}],"version-history":[{"count":1,"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/posts\/54779\/revisions"}],"predecessor-version":[{"id":54782,"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/posts\/54779\/revisions\/54782"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/media\/54783"}],"wp:attachment":[{"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/media?parent=54779"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/categories?post=54779"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/m9js.shop\/blog\/wp-json\/wp\/v2\/tags?post=54779"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":54779,"date":"2025-03-08T17:31:28","date_gmt":"2025-03-08T08:31:28","guid":{"rendered":"https:\/\/m9js.shop\/blog\/development\/kappa-architecture-processing-data-with-real-time-stream-pipelines-only"},"modified":"2025-03-08T17:31:30","modified_gmt":"2025-03-08T08:31:30","slug":"kappa-architecture-processing-data-with-real-time-stream-pipelines-only","status":"publish","type":"post","link":"https:\/\/m9js.shop\/blog\/development\/kappa-architecture-processing-data-with-real-time-stream-pipelines-only","title":{"rendered":"Kappa Architecture: \uc2e4\uc2dc\uac04 \uc2a4\ud2b8\ub9bc \ud30c\uc774\ud504\ub77c\uc778\ub9cc\uc73c\ub85c \ub370\uc774\ud130 \ucc98\ub9ac\ud558\uae30"},"content":{"rendered":"

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