{"id":16518,"date":"2024-10-29T05:50:01","date_gmt":"2024-10-29T12:50:01","guid":{"rendered":"https:\/\/www.couchbase.com\/blog\/?p=16518"},"modified":"2025-06-16T10:43:45","modified_gmt":"2025-06-16T17:43:45","slug":"supercharge-rag-couchbase-vector-unstructured-io","status":"publish","type":"post","link":"https:\/\/www.couchbase.com\/blog\/ko\/supercharge-rag-couchbase-vector-unstructured-io\/","title":{"rendered":"\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ubca1\ud130 \uac80\uc0c9\uacfc Unstructured.io\ub85c RAG \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac15\ud654\ud558\uc138\uc694."},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\uc624\ub298 \uc800\ud76c\ub294 \uce74\uc6b0\uce58\ubca0\uc774\uc2a4\uc758 \ucd9c\uc2dc\ub97c \ubc1c\ud45c\ud558\uac8c \ub418\uc5b4 \ub9e4\uc6b0 \uae30\uc058\uac8c \uc0dd\uac01\ud569\ub2c8\ub2e4. <a href=\"https:\/\/unstructured.io\">Unstructured.io<\/a> \ucee4\ub125\ud130\ub97c \uc0ac\uc6a9\ud558\uba74 Couchbase \uc704\uc5d0 \ubca1\ud130 \uc800\uc7a5\uc18c\ub85c \uad6c\ucd95\ub41c RAG \ud30c\uc774\ud504\ub77c\uc778\uc73c\ub85c \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \ud504\ub85c\uc138\uc2a4\ub97c \uac04\uc18c\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ucee4\ub125\ud130\ub97c \uc0ac\uc6a9\ud558\uba74 \uc774\uc81c \uba87 \uc904\uc758 \ucf54\ub4dc\ub9cc\uc73c\ub85c \ubca1\ud130 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud558\uc5ec \ube44\uc815\ud615 \ubc0f \ub290\uc2a8\ud55c \uad6c\uc870\uc758 \ubb38\uc11c\ub97c JSON \ud30c\uc77c\ub85c \ubcc0\ud658\ud558\uace0 RAG \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc900\ube44\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\uac1c\ubc1c\uc790\uc5d0\uac8c \ube44\uc815\ud615 \ub370\uc774\ud130 \uc218\uc9d1\uc774 \uc911\uc694\ud55c \uc774\uc720\ub294 \ubb34\uc5c7\uc778\uac00\uc694?\u00a0<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\uae30\uc5c5 \ub370\uc774\ud130\uc758 \uc555\ub3c4\uc801\uc778 \uc591\uc774 \ube44\uc815\ud615 \ub370\uc774\ud130\uc774\uba70, \uc774\ub294 \uac00\uae4c\uc6b4 \ubbf8\ub798\uc5d0\ub3c4 \ubcc0\ud558\uc9c0 \uc54a\uc744 \uac83\uc785\ub2c8\ub2e4. \ube44\uc815\ud615 \ud615\uc2dd\uc758 \ub370\uc774\ud130\ub294 \uac1c\ubc1c\uc790\uc5d0\uac8c \uc2dc\uac04\uacfc \ube44\uc6a9 \uc774\uc0c1\uc758 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \uc989, \uae30\uc5c5\uc758 \uc758\uc0ac \uacb0\uc815\uc740 \ubaa8\ub4e0 \ub370\uc774\ud130\uac00 \uc544\ub2c8\ub77c \uc81c\ud55c\ub41c \uc591\uc758 \uc18c\ubaa8\uc131 \uc815\ud615 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \ub610\ud55c \ub2e4\uc591\ud55c \uae30\uc5c5 \uc6cc\ud06c\ud50c\ub85c(\ub0b4\ubd80 \ubc0f \uace0\uac1d \ub300\uba74)\uc5d0 \uc218\ub3d9 \uac1c\uc785\uc774 \ud544\uc694\ud558\uae30 \ub54c\ubb38\uc5d0 \ube44\uc6a9\uc774 \ub354 \ub9ce\uc774 \ub4e4\uace0, \uc18d\ub3c4\uac00 \ub290\ub9ac\uba70, \uc624\ub958\uac00 \ubc1c\uc0dd\ud558\uae30 \uc27d\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774 \ubb38\uc81c\ub294 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \ub370\uc774\ud130 \ud48b\ud504\ub9b0\ud2b8\uac00 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \ub354\uc6b1 \uc2ec\uac01\ud574\uc9c8 \uac00\ub2a5\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\uac1c\ubc1c\uc790\ub294 \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud558\ub098\uc694?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\ub294 \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 \ubc29\ubc95 \uc911 \ud558\ub098\ub294 RAG \ud30c\uc774\ud504\ub77c\uc778\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uc5ec \ub2e4\uc74c\uc744 \ud1b5\ud574 \uac80\uc0c9\ud560 \uc218 \uc788\ub3c4\ub85d \ub9cc\ub4dc\ub294 \uac83\uc785\ub2c8\ub2e4. <a href=\"https:\/\/www.couchbase.com\/blog\/ko\/what-is-vector-search\/\">\ubca1\ud130 \uac80\uc0c9<\/a>. \uc774\ub294 \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \uad11\ubc94\uc704\ud558\uac8c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. RAG \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ud65c\uc6a9\ud558\uba74 \ub354 \ub9ce\uc740 \uad00\ub828 \ubb38\uc11c\uc5d0 \ub354 \uc27d\uac8c \uc561\uc138\uc2a4\ud560 \uc218 \uc788\uc5b4 \ud574\uacb0 \uc2dc\uac04\uc744 \ub2e8\ucd95\ud558\uace0 \ube44\uc6a9\uc744 \uc808\uac10\ud558\uc5ec \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud574\uacb0 \uac00\ub2a5\ud55c \uba87 \uac00\uc9c0 \uc0ac\uc6a9 \uc0ac\ub840\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\u00a0<\/span><\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc5c5\uacc4 \uc804\ubc18\uc758 \uace0\uac1d \uc9c0\uc6d0 \ud300\uc774 \uad00\ub828 \ubb38\uc81c \ud574\uacb0 \ubb38\uc11c\ub97c \ucc3e\uc744 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uc758\ub8cc \uc804\ubb38\uac00\uac00 \ubb38\uc11c \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \uc800\uc7a5\ub41c \uad00\ub828 \ub17c\ubb38\uacfc \ud658\uc790 \uae30\ub85d\uc744 \ucd94\ucd9c\ud558\uc5ec \uc9c4\ub2e8 \ubc0f \uce58\ub8cc \uacc4\ud68d\uc744 \uc9c0\uc6d0\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\uace0\uac1d \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \uac00\uc7a5 \uc801\ud569\ud55c \uc0c1\ud488\uc744 \uc81c\uc548\ud558\ub294 \ucd94\ucc9c \uc2dc\uc2a4\ud15c<\/span><\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<div id=\"attachment_16519\" style=\"width: 910px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image2-8.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-16519\" class=\"wp-image-16519 size-large\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image2-8-1024x506.png\" alt=\"\" width=\"900\" height=\"445\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image2-8-1024x506.png 1024w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image2-8-300x148.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image2-8-768x380.png 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image2-8-1536x760.png 1536w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image2-8-1320x653.png 1320w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image2-8.png 1990w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/a><p id=\"caption-attachment-16519\" class=\"wp-caption-text\">\uadf8\ub9bc 1. \ubd88\uad6c\uc870\ud654.io \ubc0f Capella VectorDB\ub97c \uc0ac\uc6a9\ud55c \ube44\uc815\ud615 \ub370\uc774\ud130 \uc218\uc9d1 \ud30c\uc774\ud504\ub77c\uc778<\/p><\/div>\n<h2><span style=\"font-weight: 400;\">\ud604\uc7ac \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ubc29\uc2dd\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\ud604\uc7ac CouchBase Capella\ub85c \uc774 \uc791\uc5c5(RAG \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud55c \ube44\uc815\ud615 \ub370\uc774\ud130 \uc218\uc9d1)\uc744 \uc218\ud589\ud558\ub824\uba74 \uac1c\ubc1c\uc790\uac00 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc791\uc131\ud558\uc5ec \ube44\uc815\ud615 \ub370\uc774\ud130 \ucd94\ucd9c\uae30\uc5d0 \uc5f0\uacb0\ud558\uace0, \uadf8 \ucd9c\ub825\uc744 \ud30c\uc2f1\ud558\uc5ec \uccad\ud06c\ud55c \ub2e4\uc74c, \ubca1\ud130 \uc0dd\uc131\uc744 \uc704\ud55c \uc784\ubca0\ub529 \ubaa8\ub378\ub85c \ubcf4\ub0b4\uc57c \ud558\uba70, \uadf8 \ub2e4\uc74c\uc5d0\ub294 CouchBase Capella\uc758 \ubca1\ud130 DB\ub85c \ubcf4\ub0b4\uc57c \ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\ucee4\ub125\ud130\ub294 \ud604\uc7ac \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \ubc29\uc2dd\uc744 \uc5b4\ub5bb\uac8c \uac1c\uc120\ud558\ub098\uc694?\u00a0<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\ubd88\uad6c\uc870\ud654\ub41c.io - Couchbase \ucee4\ub125\ud130\ub294 \uc55e\uc11c \uc5b8\uae09\ud55c \uc218\uc9d1 \ud30c\uc774\ud504\ub77c\uc778\uc758 \ub450 \uac00\uc9c0 \uc8fc\uc694 \uc694\uc18c\ub97c \uc5f0\uacb0\ud558\ub294 \ud504\ub85c\uc138\uc2a4\ub97c \uac04\uc18c\ud654\ud558\uc5ec \ub354 \uc27d\uac8c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><span style=\"font-weight: 400;\">\ube44\uc815\ud615 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc815\ud615 JSON \ubb38\uc11c\ub85c \ubcc0\ud658\ud558\uae30<\/span><\/li>\n<li><span style=\"font-weight: 400;\">\ud574\ub2f9 \ubca1\ud130\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/span><\/li>\n<li><span style=\"font-weight: 400;\"> \uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \uce74\ud3a0\ub77c\uc5d0 \uc0bd\uc785\ud558\uae30<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\uadf8\ub9ac\uace0 <\/span><a href=\"https:\/\/docs.unstructured.io\/api-reference\/ingest\/source-connectors\/couchbase\"><span style=\"font-weight: 400;\">\uc18c\uc2a4 \ucee4\ub125\ud130<\/span><\/a><span style=\"font-weight: 400;\"> \ub294 \uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \uce74\ud3a0\ub77c\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uccad\ud06c(\uc120\ud0dd\uc801\uc73c\ub85c \ubca1\ud130\ud654)\ud558\uae30 \uc804\uc5d0 \uac00\uc838\uc624\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\uace0 <\/span><a href=\"https:\/\/docs.unstructured.io\/api-reference\/ingest\/destination-connector\/couchbase\"><span style=\"font-weight: 400;\">\ub300\uc0c1 \ucee4\ub125\ud130<\/span><\/a><span style=\"font-weight: 400;\"> \ub294 \ubd88\uad6c\uc870\ud654\ub41c.io\uc5d0\uc11c \ucc98\ub9ac\ub41c \ub370\uc774\ud130\ub97c Couchbase Capella\ub85c \uc218\uc9d1\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Capella\ub294 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc2e0\uc18d\ud558\uac8c \uc124\uc815, \uc0c9\uc778, \ucffc\ub9ac\ud560 \uc218 \uc788\ub294 \uace0\uc131\ub2a5 \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc785\ub2c8\ub2e4. \ucee4\ub125\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \uba87 \uc904\uc758 \ucf54\ub4dc\ub9cc\uc73c\ub85c \ubb38\uc11c \ucc98\ub9ac\ub97c \uc2dc\uc791\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">1\ub2e8\uacc4: \uc804\uc81c \uc870\uac74<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\ucee4\ub125\ud130\ub97c \uc0ac\uc6a9\ud558\uae30 \uc804\uc5d0 \uba87 \uac00\uc9c0 \uc804\uc81c \uc870\uac74\uc744 \ucda9\uc871\ud574\uc57c \ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc774 \ud544\uc694\ud569\ub2c8\ub2e4:<\/span><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">An <\/span><a href=\"https:\/\/docs.unstructured.io\/api-reference\/api-services\/saas-api-development-guide\"><span style=\"font-weight: 400;\">unstructured.io\uc758 API \ud0a4<\/span><\/a><span style=\"font-weight: 400;\"> \ubd88\uad6c\uc870\ud654\ub41c.io \uacc4\uc815\uc744 \uc0dd\uc131\ud558\uc5ec \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\ud074\ub7ec\uc2a4\ud130 \ubc0f \ub370\uc774\ud130\ubca0\uc774\uc2a4\uac00 \uc124\uc815\ub418\uc5b4 \uc788\uace0 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ub0b4\uc5d0 \ubc94\uc704 \ubc0f \uceec\ub809\uc158\uc774 \uc815\uc758\ub41c \ud65c\uc131 Capella \uacc4\uc815\uc785\ub2c8\ub2e4.<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><a href=\"https:\/\/docs.couchbase.com\/cloud\/get-started\/create-account.html\"><span style=\"font-weight: 400;\">\ubb34\ub8cc \uacc4\uc815 \ubc0f \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ub9cc\ub4e4\uae30<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><a href=\"https:\/\/docs.couchbase.com\/cloud\/clusters\/data-service\/about-buckets-scopes-collections.html\"><span style=\"font-weight: 400;\">\uceec\ub809\uc158 \uc124\uc815<\/span><\/a><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/docs.couchbase.com\/cloud\/clusters\/allow-ip-address.html\"><span style=\"font-weight: 400;\">IP \uc8fc\uc18c\ub97c \uc0ac\uc6a9\ud558\ub3c4\ub85d \ud074\ub7ec\uc2a4\ud130\ub97c \uad6c\uc131\ud558\ub824\uba74 \ub2e4\uc74c\uacfc \uac19\uc774 \ud558\uc138\uc694.<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/docs.couchbase.com\/cloud\/clusters\/manage-database-users.html\"><span style=\"font-weight: 400;\">\ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc790\uaca9 \uc99d\uba85\uc744 \uad6c\uc131\ud558\ub824\uba74 \ub2e4\uc74c\uacfc \uac19\uc774 \ud558\uc138\uc694.<\/span><\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3><span style=\"font-weight: 400;\">2\ub2e8\uacc4: \ube44\uc815\ud615 \ub370\uc774\ud130\uc758 \uc6d0\ubcf8\uacfc \ub300\uc0c1 \uc815\uc758\ud558\uae30<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\uc804\uc81c \uc870\uac74\uc774 \uac16\ucdb0\uc9c0\uba74 \ucc98\ub9ac\ud560 \ubb38\uc11c\uc758 \uc18c\uc2a4\ub97c \uc815\uc758\ud558\uace0 \ud504\ub85c\ub355\uc158 RAG \ud30c\uc774\ud504\ub77c\uc778\uc758 \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucee4\ub125\ud130\ub294 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \uc218\uc9d1\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4: \uce74\uc6b0\uce58\ubca0\uc774\uc2a4, \ub85c\uceec \ub514\ub809\ud130\ub9ac, S3 \ubc84\ud0b7 \ubc0f \uae30\ud0c0 \uc2a4\ud1a0\ub9ac\uc9c0 \uc11c\ube44\uc2a4. Unstructured.io <\/span><a href=\"https:\/\/docs.unstructured.io\/open-source\/introduction\/supported-file-types\"><span style=\"font-weight: 400;\">\ub2e4\uc591\ud55c \ube44\uc815\ud615 \ubb38\uc11c \ud3ec\ub9f7 \uc9c0\uc6d0<\/span><\/a><span style=\"font-weight: 400;\"> PDF, \uc774\ubbf8\uc9c0 \ud30c\uc77c(JPEG, PNG), \ud14d\uc2a4\ud2b8 \ubb38\uc11c(DOCX, DOC), \uc774\uba54\uc77c, \uc2a4\ud504\ub808\ub4dc\uc2dc\ud2b8, \ud504\ub808\uc820\ud14c\uc774\uc158 \ud30c\uc77c \ud615\uc2dd(PPT) \ub4f1 \ub2e4\uc591\ud55c \ud615\uc2dd\uc758 \ud30c\uc77c\uc744 \uc800\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ub9c8\ucc2c\uac00\uc9c0\ub85c, \ud14d\uc2a4\ud2b8\uac00 \ubca1\ud130\ud654\ub418\uae30 \uc804\uc5d0 \ubd88\uad6c\uc870\ud654\ub41c.io\uc5d0\uc11c \uc0dd\uc131\ub41c \ucd9c\ub825\uc744 \uc800\uc7a5\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc911\uac04 \uc704\uce58\ub97c \uc815\uc758\ud569\ub2c8\ub2e4. \uc774 \uc704\uce58\ub294 \uc131\ub2a5\uc774 \ub6f0\uc5b4\ub098\uace0 \ud655\uc7a5 \uac00\ub2a5\ud55c Couchbase\uc758 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub098 \ud604\uc7ac \uc0ac\uc6a9 \uc911\uc778 \ub2e4\ub978 \uc2a4\ud1a0\ub9ac\uc9c0 \uc11c\ube44\uc2a4\uc758 \uceec\ub809\uc158\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \uc6d0\ubcf8 \ud14d\uc2a4\ud2b8, \uba54\ud0c0\ub370\uc774\ud130 \ubc0f \ud574\ub2f9 \uc784\ubca0\ub529 \ubca1\ud130\uac00 \ud3ec\ud568\ub41c JSON \ubb38\uc11c\uac00 \uc800\uc7a5\ub420 Couchbase\uc5d0\uc11c \ubca1\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uceec\ub809\uc158\uc744 \uc815\uc758\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">3\ub2e8\uacc4: \uccad\ud0b9 \uc804\ub7b5\uc744 \uc815\uc758\ud558\uace0 \ubca1\ud130 \uc784\ubca0\ub529 \uc0dd\uc131\uc744 \uc704\ud55c \uc784\ubca0\ub529 \ubaa8\ub378\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\uc785\ub825 \ubc0f \ucd9c\ub825 \uc704\uce58\uac00 \uc815\uc758\ub418\uba74 \ub2e4\uc74c\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/span><a href=\"https:\/\/docs.unstructured.io\/api-reference\/api-services\/chunking\"><span style=\"font-weight: 400;\">\uccad\ud06c \uc804\ub7b5 \uc911 \ud558\ub098\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/span><\/a><span style=\"font-weight: 400;\"> \uc5d0\uc11c \uc9c0\uc6d0\ub418\ub294 \ubd88\uad6c\uc870\ud654\ub41c.io \ubc0f <\/span><a href=\"https:\/\/docs.unstructured.io\/open-source\/core-functionality\/embedding\"><span style=\"font-weight: 400;\">\uc784\ubca0\ub529 \ubaa8\ub378 \uc120\ud0dd<\/span><\/a><span style=\"font-weight: 400;\"> \ub97c \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Unstructured.io\ub294 Huggingface, OpenAI, Bedrock \ub4f1 \uc5ec\ub7ec \uc81c\uacf5\uc5c5\uccb4\uc758 \uc784\ubca0\ub529 \ubaa8\ub378\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.\u00a0<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">4\ub2e8\uacc4: \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2e4\ud589!<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ud14c\uc2a4\ud2b8\ud569\ub2c8\ub2e4. \ubd88\uad6c\uc870\ud654.io\ub97c \ud1b5\ud574 \ubaa8\ub4e0 \ucc98\ub9ac \ub2e8\uacc4\ub97c \uc2e4\ud589\ud55c \ud6c4 Capella \uceec\ub809\uc158\uc5d0 \uc0bd\uc785\ub41c \uc0c8\ub85c\uc6b4 \uad6c\uc870\ud654\ub41c JSON \ubb38\uc11c\ub97c \ubcfc \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uc544\ub798\ub294 PDF\ub97c JSON\uc73c\ub85c \ubcc0\ud658\ud558\uc5ec Couchbase Capella \uceec\ub809\uc158\uc5d0 \uc218\uc9d1\ud55c \ud30c\uc77c\uc758 \uc608\uc2dc\uc785\ub2c8\ub2e4. \uc774 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \ucf54\ub4dc\uc640 \ud568\uaed8 \ub2e8\uacc4\ubcc4 \uac00\uc774\ub4dc\ub97c \ubcf4\ub824\uba74 <\/span><a href=\"https:\/\/docs.unstructured.io\/api-reference\/ingest\/destination-connector\/couchbase\"><span style=\"font-weight: 400;\">\uc804\uccb4 \ud29c\ud1a0\ub9ac\uc5bc\uc740 \uc5ec\uae30<\/span><\/a><span style=\"font-weight: 400;\">. \ub178\ud2b8\ubd81\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub530\ub77c\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\ube44\uc815\ud615 \ubb38\uc11c \uc608\uc2dc:<\/span><\/p>\n<p><a href=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image3-5.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-16520\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image3-5.png\" alt=\"\" width=\"596\" height=\"756\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image3-5.png 596w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image3-5-237x300.png 237w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image3-5-300x381.png 300w\" sizes=\"auto, (max-width: 596px) 100vw, 596px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400;\">\ubd88\uad6c\uc870\ud654\ub41c.io\uc758 \ucd9c\ub825:<\/span><\/p>\n<p><a href=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image4-6.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-16521\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image4-6.png\" alt=\"\" width=\"836\" height=\"551\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image4-6.png 836w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image4-6-300x198.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image4-6-768x506.png 768w\" sizes=\"auto, (max-width: 836px) 100vw, 836px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400;\">Capella\ub85c \uc218\uc9d1\ub41c \ubb38\uc11c:<\/span><\/p>\n<p><a href=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image5-6.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-large wp-image-16522\" src=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image5-6-1024x323.png\" alt=\"\" width=\"900\" height=\"284\" srcset=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image5-6-1024x323.png 1024w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image5-6-300x95.png 300w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image5-6-768x242.png 768w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image5-6-1536x485.png 1536w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image5-6-1320x417.png 1320w, https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/image5-6.png 1999w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><\/a><\/p>\n<p><span style=\"font-weight: 400;\">\uc774\uc81c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc2e4\ud589\ud558\uc5ec \ube44\uc815\ud615 \ud14d\uc2a4\ud2b8 \ubb38\uc11c\ub97c \ucc98\ub9ac\ud558\uace0, \uad6c\uc131 \uc694\uc18c\ub97c \uc2dd\ubcc4\ud558\uace0, JSON \ubb38\uc11c\ub85c \ucd94\ucd9c\ud558\uace0, \ubca1\ud130 \uc784\ubca0\ub529\uc744 \uc0dd\uc131\ud55c \ud6c4 Capella \uceec\ub809\uc158\uc5d0 \uc0bd\uc785\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">\ub9ac\uc18c\uc2a4<\/span><\/h2>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/rag-applications-with-vector-search-and-couchbase\/\"><span style=\"font-weight: 400;\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ubca1\ud130 \uac80\uc0c9\uc73c\ub85c \uc5d4\ub4dc\ud22c\uc5d4\ub4dc RAG \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uad6c\ucd95\ud558\uae30<\/span><\/a><\/li>\n<li><a href=\"https:\/\/www.couchbase.com\/blog\/ko\/couchbase-bedrock-rag-applications\/\"><span style=\"font-weight: 400;\">\uce74\uc6b0\uce58\ubca0\uc774\uc2a4 \ubca1\ud130 \uac80\uc0c9\uacfc \uc544\ub9c8\uc874 \ubca0\ub4dc\ub77d\uc744 \uc0ac\uc6a9\ud558\uc5ec \uace0\uc131\ub2a5 RAG \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uad6c\ucd95\ud558\uae30<\/span><\/a><\/li>\n<li><a href=\"https:\/\/info.couchbase.com\/webinar_Coding_With_AI_Vector_Search_RAG_2024M4_LP.html\"><span style=\"font-weight: 400;\">AI\ub85c \ucf54\ub529\ud558\uae30: \ubca1\ud130 \uac80\uc0c9\uacfc RAG<\/span><\/a><span style=\"font-weight: 400;\">\u00a0(\uc6f9\uce90\uc2a4\ud2b8)<\/span><\/li>\n<li><a href=\"https:\/\/cloud.couchbase.com\/sign-up\"><span style=\"font-weight: 400;\">\uc9c0\uae08 \ubb34\ub8cc\ub85c Couchbase \uce74\ud3a0\ub77c \uccb4\ud5d8\ud558\uae30<\/span><\/a><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><br style=\"font-weight: 400;\" \/><br style=\"font-weight: 400;\" \/><\/p>\n<p>&nbsp;<\/p>","protected":false},"excerpt":{"rendered":"<p>Today we\u2019re excited to announce the launch of the Couchbase and Unstructured.io connector which streamlines the process of ingesting unstructured data into your RAG pipeline built on top of Couchbase as the vector store. Using this connector, you can now [&hellip;]<\/p>\n","protected":false},"author":85541,"featured_media":16557,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[1814,3917,2242,2225,9973,9921,9937],"tags":[10049,9924,10048],"ppma_author":[10050,10051],"class_list":["post-16518","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-application-design","category-company","category-connectors","category-cloud","category-generative-ai-genai","category-partners","category-vector-search","tag-data-prep","tag-rag-retrieval-augmented-generation","tag-unstructured-io"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Supercharge Your RAG application With Couchbase Vector Search and Unstructured.io - The Couchbase Blog<\/title>\n<meta name=\"description\" content=\"Announcing the Couchbase and Unstructured.io connector\u2014quickly convert unstructured data into JSON and vector embeddings for seamless integration into your RAG pipeline.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.couchbase.com\/blog\/ko\/supercharge-rag-couchbase-vector-unstructured-io\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Supercharge Your RAG application With Couchbase Vector Search and Unstructured.io\" \/>\n<meta property=\"og:description\" content=\"Announcing the Couchbase and Unstructured.io connector\u2014quickly convert unstructured data into JSON and vector embeddings for seamless integration into your RAG pipeline.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.couchbase.com\/blog\/ko\/supercharge-rag-couchbase-vector-unstructured-io\/\" \/>\n<meta property=\"og:site_name\" content=\"The Couchbase Blog\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-29T12:50:01+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-16T17:43:45+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.couchbase.com\/blog\/wp-content\/uploads\/sites\/1\/2024\/10\/Unstructured-data-ingestion-pipeline-Diagram_3.png\" \/>\n\t<meta property=\"og:image:width\" content=\"2400\" \/>\n\t<meta property=\"og:image:height\" content=\"1256\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Vishwa Yeruru - 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