{"id":32343,"date":"2019-08-10T15:53:10","date_gmt":"2019-08-10T06:53:10","guid":{"rendered":"https:\/\/jirak.net\/wp\/aws-lake-formation-%eb%8d%b0%ec%9d%b4%ed%84%b0%eb%a0%88%ec%9d%b4%ed%81%ac-%ea%b5%ac%ec%b6%95-%eb%b0%8f-%ea%b4%80%eb%a6%ac-%ec%84%9c%eb%b9%84%ec%8a%a4-%ec%a0%95%ec%8b%9d-%ec%b6%9c%ec%8b%9c\/"},"modified":"2019-08-10T16:34:23","modified_gmt":"2019-08-10T07:34:23","slug":"aws-lake-formation-%eb%8d%b0%ec%9d%b4%ed%84%b0%eb%a0%88%ec%9d%b4%ed%81%ac-%ea%b5%ac%ec%b6%95-%eb%b0%8f-%ea%b4%80%eb%a6%ac-%ec%84%9c%eb%b9%84%ec%8a%a4-%ec%a0%95%ec%8b%9d-%ec%b6%9c%ec%8b%9c","status":"publish","type":"post","link":"https:\/\/jirak.net\/wp\/aws-lake-formation-%eb%8d%b0%ec%9d%b4%ed%84%b0%eb%a0%88%ec%9d%b4%ed%81%ac-%ea%b5%ac%ec%b6%95-%eb%b0%8f-%ea%b4%80%eb%a6%ac-%ec%84%9c%eb%b9%84%ec%8a%a4-%ec%a0%95%ec%8b%9d-%ec%b6%9c%ec%8b%9c\/","title":{"rendered":"AWS Lake Formation \u2013 \ub370\uc774\ud130\ub808\uc774\ud06c \uad6c\ucd95 \ubc0f \uad00\ub9ac \uc11c\ube44\uc2a4 \uc815\uc2dd \ucd9c\uc2dc"},"content":{"rendered":"<p>AWS Lake Formation \u2013 \ub370\uc774\ud130\ub808\uc774\ud06c \uad6c\ucd95 \ubc0f \uad00\ub9ac \uc11c\ube44\uc2a4 \uc815\uc2dd \ucd9c\uc2dc<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/jirak.net\/wp\/wp-content\/uploads\/2019\/08\/320x320-what-is-a-data-lake.b32634fa96e91bb5670b885be9428a2c0c40c76d.png\" width=\"321\" height=\"323\"><\/p>\n<p>\ub370\uc774\ud130\ub97c \ub514\uc9c0\ud138 \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\uac8c \ub418\uba74\uc11c \ub2e4\uc591\ud55c \ud68c\uc0ac\uc5d0\uc11c\ub294 CRM(\uace0\uac1d \uad00\uacc4 \uad00\ub9ac) \ubc0f ERP(\uc5d4\ud130\ud504\ub77c\uc774\uc988 \ub9ac\uc18c\uc2a4 \uad00\ub9ac) \uc2dc\uc2a4\ud15c\ucc98\ub7fc \uc6b4\uc601 \uccb4\uc81c\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\ub97c \uad6c\ucd95\ud558\uace0 \uc774 \uc815\ubcf4\ub97c \uc0ac\uc6a9\ud574 \ube44\uc988\ub2c8\uc2a4 \uc758\uc0ac \uacb0\uc815\uc744 \uc9c0\uc6d0\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub370\uc774\ud130 \uc800\uc7a5\uc744 \uc704\ud55c \uc2a4\ud1a0\ub9ac\uc9c0 \ube44\uc6a9\uc774 \uc808\uac10\ub418\uc5c8\uace0 \ub2e4\ub7c9\uc758 \ub370\uc774\ud130 \uad00\ub9ac\uc5d0\uc11c \ube44\ub86f\ub418\ub294 \ubcf5\uc7a1\uc131\uc740 \ub354 \ud070 \ud3ed\uc73c\ub85c \uc904\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 <a href=\"https:\/\/aws.amazon.com\/s3\/\">Amazon S3<\/a> \uac19\uc740 \uc11c\ube44\uc2a4\ub97c \ud65c\uc6a9\ud574 \uad6c\uc870\ud654\ub418\uc9c0 \uc54a\uc740 \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \ud3ec\ud568\ud558\uc5ec \ub85c\uadf8, \uc774\ubbf8\uc9c0, \ube44\ub514\uc624 \ubc0f \uc2a4\uce94\ub41c \ubb38\uc11c \ub4f1 \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \ubcf4\uc874\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\ub370\uc774\ud130 \ub808\uc774\ud06c<\/strong>\uc758 \uac1c\ub150\uc740 \ubaa8\ub4e0 \ub370\uc774\ud130\ub97c \ud558\ub098\uc758 \uc911\uc559 \ub9ac\ud3ec\uc9c0\ud1a0\ub9ac\uc5d0 \uc6d0\ud558\ub294 \uaddc\ubaa8\ub85c \uc800\uc7a5\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. Netflix, Zillow, NASDAQ, Yelp, iRobot, FINRA \ubc0f Lyft \uac19\uc740 \uace0\uac1d\uc774 \uc774 \uc811\uadfc \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uace0\uac1d\uc740 \ub2e8\uc21c \uc9d1\uacc4\ubd80\ud130 \ubcf5\uc7a1\ud55c \uae30\uacc4 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc5d0 \uc774\ub974\ub294 \ubd84\uc11d\uc744 \ub354 \ud070 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \uc2e4\ud589\ud558\uc5ec \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \uc54c\uc544\ub0b4\uace0 \ube44\uc988\ub2c8\uc2a4\ub97c \uc774\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/06\/25\/320x320-what-is-a-data-lake.b32634fa96e91bb5670b885be9428a2c0c40c76d.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-29360 aligncenter\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/06\/25\/320x320-what-is-a-data-lake.b32634fa96e91bb5670b885be9428a2c0c40c76d.png\" alt=\"\" width=\"321\" height=\"323\" \/><\/a><\/p>\n<p>\uc9c0\ub09c \ud574 re:Invent\uc5d0\uc11c \uc18c\uac1c\ub41c <a href=\"https:\/\/aws.amazon.com\/lake-formation\/\">AWS Lake Formation<\/a>\uc740 \ub370\uc774\ud130\uc758 \uc218\uc9d1, \uc815\ub9ac, \uce74\ud0c8\ub85c\uadf8 \uc791\uc131, \ubcc0\ud658 \ubc0f \ubcf4\uc548\uc744 \uc6a9\uc774\ud558\uac8c \ud558\uace0 \ubd84\uc11d \ubc0f \uae30\uacc4 \ud559\uc2b5\uc5d0 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uac8c \ud558\ub294 \uc11c\ube44\uc2a4\ub85c\uc11c \uc774\uc81c \uc815\uc2dd \ucd9c\uc2dc\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-7185\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/7b52009b64fd0a2a49e6d8a939753077792b0554\/2019\/08\/10\/2019-lake-formation.png\" alt=\"\" width=\"2072\" height=\"1266\" \/><\/p>\n<p>Lake Formation\uc740 \ub370\uc774\ud130 \ub808\uc774\ud06c\ub97c \uad00\ub9ac\ud560 \uc218 \uc788\ub294 \ucf58\uc194\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ubc0f \ub85c\uadf8 \uac19\uc740 \uc5ec\ub7ec \uc18c\uc2a4\uc758 \ub370\uc774\ud130\ub97c \ub370\uc774\ud130 \ub808\uc774\ud06c\ub85c \uc774\ub3d9\ud558\ub294 \uc791\uc5c5\uc744 \uad6c\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc640 \uac19\uc774 \ub9ce\uc740 \uc591\uc758 \ub2e4\uac01\uc801\uc778 \ub370\uc774\ud130\ub97c \ubcf4\uc720\ud560 \ub54c\ub294 \uc801\uc808\ud55c \uc561\uc138\uc2a4 \uad8c\ud55c\uc744 \uad6c\uc131\ud558\ub294 \uac83\ub3c4 \uc911\uc694\ud569\ub2c8\ub2e4.&nbsp;Lake Formation\uc5d0 \uc815\uc758\ub41c \uc138\ubd84\ud654\ub41c \ub370\uc774\ud130 \uc561\uc138\uc2a4 \uc815\ucc45 \uc138\ud2b8 \ud558\ub098\ub97c \uc0ac\uc6a9\ud558\uc5ec <a href=\"https:\/\/docs.aws.amazon.com\/glue\/latest\/dg\/populate-data-catalog.html\">Glue Data Catalog<\/a>\uc758 \uba54\ud0c0\ub370\uc774\ud130\uc640 S3\uc5d0 \uc800\uc7a5\ub41c \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4\ub97c \ubcf4\ud638\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc815\ucc45\uc744 \uc0ac\uc6a9\ud558\uba74 \ud14c\uc774\ube14 \ubc0f \uc5f4 \uc218\uc900 \ub370\uc774\ud130 \uc561\uc138\uc2a4\ub97c \uc815\uc758\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uc11c\ube44\uc2a4\uc758 \uac00\uc7a5 \ud070 \uc7a5\uc810\uc740 Amazon S3\uc5d0 \uc788\ub294 \uae30\uc874 \ub370\uc774\ud130\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \uae30\uc874 \ub370\uc774\ud130\ub97c Lake Formation\uc5d0 \uc27d\uac8c \ub4f1\ub85d\ud560 \uc218 \uc788\uc73c\uba70 \ub370\uc774\ud130\ub97c S3\uc5d0 \ub85c\ub4dc\ud558\ub294 \uae30\uc874 \ud504\ub85c\uc138\uc2a4\ub97c \ubcc0\uacbd\ud560 \ud544\uc694\uac00 \uc5c6\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\ub294 \uc0ac\uc6a9\uc790\uc758 \uacc4\uc815\uc5d0 \uc720\uc9c0\ub418\ubbc0\ub85c \uc804\uc801\uc73c\ub85c \uc0ac\uc6a9\uc790\uac00 \uc81c\uc5b4\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c <strong>Glue ML \ubcc0\ud658<\/strong>\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc911\ubcf5\ub41c \ub370\uc774\ud130\ub97c \uc190\uc27d\uac8c \uc81c\uac70\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <strong>\uc911\ubcf5 \uc81c\uac70<\/strong>\ub294 \ud544\uc694\ud55c \uc2a4\ud1a0\ub9ac\uc9c0\uc758 \uc591\uc744 \uc904\uc774\uae30\uc5d0 \ud6a8\uacfc\uc801\uc778 \uae30\ub2a5\uc774\uc9c0\ub9cc \ub3d9\uc77c\ud55c \ub370\uc774\ud130\ub97c \ub450 \ubc88 \ubd04\uc73c\ub85c\uc368 \ubc1c\uc0dd\ud558\ub294 \uc624\ubc84\ud5e4\ub4dc\uc640 \ud63c\ub780\uc774 \uc81c\uac70\ub418\ubbc0\ub85c \ub370\uc774\ud130 \ubd84\uc11d\uc758 \ud6a8\uc728\uc131\uc5d0 \uc788\uc5b4\uc11c\ub3c4 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc911\ubcf5\ub41c \ub808\ucf54\ub4dc\ub97c \uace0\uc720 \ud0a4\ub85c \uc2dd\ubcc4\ud560 \uc218 \uc788\ub294 \uacbd\uc6b0\uc5d0\ub294 \uc774 \ubb38\uc81c\uac00 \ud06c\uc9c0 \uc54a\uc9c0\ub9cc \u201c\ubd80\ubd84 \uc77c\uce58\u201d\ub97c \uc218\ud589\ud574\uc57c \ud55c\ub2e4\uba74 \ubcf5\uc7a1\ud574\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.&nbsp;\uc608\ub97c \ub4e4\uc5b4 \uace0\uc720 \ud0a4\ub97c \uacf5\uc720\ud558\uc9c0 \uc54a\ub294 2\uac1c\uc758 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \u201c\ubd80\ubd84 \uc870\uc778\u201d\uc744 \uc218\ud589\ud560 \ub54c\uc640 \uac19\uc774 \uc11c\ub85c \ub2e4\ub978 \ud14c\uc774\ube14\uc5d0\uc11c \uc720\uc0ac\ud55c \ud56d\ubaa9\uc744 \ucc3e\ub294 <strong>\ub808\ucf54\ub4dc \uc5f0\uacb0<\/strong>\uc5d0\ub3c4 \ube44\uc2b7\ud55c \uc811\uadfc \ubc29\uc2dd\uc774 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uc811\uadfc \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud558\uba74 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130 \ub808\uc774\ud06c\uc758 \uad6c\ud604\uc774 \ud6e8\uc52c \ub354 \ube68\ub77c\uc9c0\uace0, \ub370\uc774\ud130 \ub808\uc774\ud06c\uc758 \uad00\ub9ac\uac00 \ud6e8\uc52c \ub354 \uc26c\uc6cc\uc9c0\uba70, \uc774\ub7ec\ud55c \uae30\uc220\uc744 \ub354 \ub9ce\uc740 \uace0\uac1d\uc5d0\uac8c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span style=\"text-decoration: underline\"><strong>\ub370\uc774\ud130 \ub808\uc774\ud06c \uc0dd\uc131\ud558\uae30<\/strong><\/span><\/h3>\n<p><a href=\"https:\/\/console.aws.amazon.com\/lakeformation\/\">Lake Formation \ucf58\uc194<\/a>\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \ub808\uc774\ud06c\ub97c \uad6c\ucd95\ud569\ub2c8\ub2e4.&nbsp;\uba3c\uc800, \ub370\uc774\ud130 \ub808\uc774\ud06c\uc5d0 \ud3ec\ud568\ud560 S3 \ubc84\ud0b7\uc744 \ub4f1\ub85d\ud569\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0dd\uc131\ud558\uace0, \ub370\uc774\ud130 \ub808\uc774\ud06c\ub97c \uad00\ub9ac\ud560 \ub54c \uc0ac\uc6a9\ud560 IAM \uc0ac\uc6a9\uc790 \ubc0f \uc5ed\ud560\uc5d0 \uad8c\ud55c\uc744 \ubd80\uc5ec\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub294 Glue \ub370\uc774\ud130 \uce74\ud0c8\ub85c\uadf8\uc5d0 \ub4f1\ub85d\ub418\uba70 \uc6d0\uc2dc \ub370\uc774\ud130\uc758 \ubd84\uc11d\uc5d0 \ud544\uc694\ud55c \uba54\ud0c0\ub370\uc774\ud130(\uc608: \ub370\uc774\ud130 \uc218\uc9d1 \uc911\uc5d0 \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ub418\ub294 \ud14c\uc774\ube14\uc758 \uad6c\uc870)\uac00 \uc774 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0 \ubcf4\uad00\ub429\ub2c8\ub2e4.<\/p>\n<p><strong>\uad8c\ud55c<\/strong> \uad00\ub9ac\ub294 \ub370\uc774\ud130 \ub808\uc774\ud06c\uc5d0\uc11c \uac00\uc7a5 \ubcf5\uc7a1\ud55c \uc791\uc5c5 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \ub808\uc774\ud06c\uc5d0\ub294 \uc5c4\uccad\ub09c \uc591\uc758 \ub370\uc774\ud130\uac00 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc911\uc5d0\ub294 \uc911\uc694\ud55c \ubbf8\uc158 \ud06c\ub9ac\ud2f0\uceec \uc18d\uc131\uc758 \ub370\uc774\ud130\uac00 \uc788\uc744 \uc218 \uc788\uc73c\uba70 \ub370\uc774\ud130\ub294 \uc11c\ub85c \ub2e4\ub978 \uad6c\uc870\ud654, \ubc18\uad6c\uc870\ud654 \ubc0f \ube44\uad6c\uc870\ud654 \ud615\uc2dd\uc73c\ub85c \uc0c1\uc8fc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Lake Formation\uc740 IAM \uc0ac\uc6a9\uc790, \uc5ed\ud560, \uadf8\ub8f9 \ubc0f Active Directory \uc0ac\uc6a9\uc790(\uc5f0\ub3d9 \uc0ac\uc6a9)\uc5d0\uac8c \ub370\uc774\ud130\ubca0\uc774\uc2a4, \ud14c\uc774\ube14\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4\ub97c \uc81c\uacf5\ud558\uac70\ub098 \ud544\uc694\ud55c \uacbd\uc6b0 \ud14c\uc774\ube14 \ub0b4\uc758 \ud2b9\uc815 \uc5f4\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4\ub97c \ud5c8\uc6a9 \ub610\ub294 \uac70\ubd80\ud560 \uc218 \uc788\ub294 \uc911\uc559\uc758 \uc704\uce58\ub97c \uc81c\uacf5\ud558\uc5ec \uc774 \uc791\uc5c5\uc744 \uc27d\uac8c \ub9cc\ub4ed\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-setup.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-29436 aligncenter\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-setup.png\" alt=\"\" width=\"1036\" height=\"431\" \/><\/a><\/p>\n<p>\ub370\uc774\ud130 \uc218\uc9d1\uc744 \uac04\uc18c\ud654\ud558\ub824\uba74 <strong>\ube14\ub8e8\ud504\ub9b0\ud2b8<\/strong>\ub97c \uc0ac\uc6a9\ud558\uc5ec AWS Glue\uc5d0\uc11c \uacf5\ud1b5 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \ud544\uc694\ud55c <a href=\"https:\/\/aws.amazon.com\/about-aws\/whats-new\/2019\/06\/aws-glue-now-provides-workflows-to-orchestrate-etl-workloads\/\">\uc6cc\ud06c\ud50c\ub85c<\/a>, \ud06c\ub864\ub7ec \ubc0f \uc791\uc5c5\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.&nbsp;\uc6cc\ud06c\ud50c\ub85c\ub294 \ud2b8\ub9ac\uac70, \ud06c\ub864\ub7ec \ubc0f \uc791\uc5c5 \uac19\uc740 Glue \uc5d4\ud130\ud2f0 \uac04 \uc885\uc18d\uc131\uc744 \uad6c\ucd95\ud558\uc5ec \ub370\uc774\ud130 \ub85c\ub4dc \uc6cc\ud06c\ub85c\ub4dc\ub97c \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\ub294 \uc6cc\ud06c\ud50c\ub85c\uc5d0 \uc788\ub294 \uc5ec\ub7ec \ub178\ub4dc\uc758 \uc0c1\ud0dc\ub97c \ucf58\uc194\uc5d0\uc11c \uc2dc\uac01\uc801\uc73c\ub85c \ucd94\uc801\ud560 \uc218 \uc788\uc73c\ubbc0\ub85c \uc9c4\ud589\ub960\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30\uac00 \uc27d\uc2b5\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-blueprints.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-29437 aligncenter\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-blueprints.png\" alt=\"\" width=\"824\" height=\"321\" \/><\/a><\/p>\n<p>\ub370\uc774\ud130\ubca0\uc774\uc2a4 \ube14\ub8e8\ud504\ub9b0\ud2b8\ub294 \uc6b4\uc601 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \ub370\uc774\ud130\ub97c \ub85c\ub4dc\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \uc804\uc790\uc0c1\uac70\ub798 \uc6f9 \uc0ac\uc774\ud2b8\ub97c \uc6b4\uc601\ud558\ub294 \uacbd\uc6b0 \ubaa8\ub4e0 \uc8fc\ubb38\uc744 \ub370\uc774\ud130 \ub808\uc774\ud06c\uc5d0 \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc874 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc758 \uc804\uccb4 \uc2a4\ub0c5\uc0f7\uc744 \ub85c\ub4dc\ud558\uac70\ub098 \uc0c8 \ub370\uc774\ud130\ub97c \uc99d\ubd84\uc73c\ub85c \ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc99d\ubd84 \ub85c\ub4dc\uc758 \uacbd\uc6b0 \ud14c\uc774\ube14 \ud558\ub098\uc640 \uc774 \ud14c\uc774\ube14\uc5d0 \ud3ec\ud568\ub41c \ud558\ub098 \uc774\uc0c1\uc758 \uc5f4\uc744 \ubd81\ub9c8\ud06c \ud0a4(\uc608: \uc8fc\ubb38\uc758 \ud0c0\uc784\uc2a4\ud0ec\ud504)\ub85c \uc120\ud0dd\ud558\uc5ec \uc774\uc804\uc5d0 \uac00\uc838\uc628 \ub370\uc774\ud130\ub97c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-blueprint-incremental.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-29439 aligncenter\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-blueprint-incremental.png\" alt=\"\" width=\"868\" height=\"1105\" \/><\/a><\/p>\n<p>\ub85c\uadf8 \ud30c\uc77c \ube14\ub8e8\ud504\ub9b0\ud2b8\ub97c \uc0ac\uc6a9\ud558\uba74 <a href=\"https:\/\/docs.aws.amazon.com\/elasticloadbalancing\/latest\/application\/load-balancer-access-logs.html\">Application Load Balancer<\/a>, <a href=\"https:\/\/docs.aws.amazon.com\/elasticloadbalancing\/latest\/classic\/access-log-collection.html\">Elastic Load Balancer<\/a> \ubc0f <a href=\"https:\/\/aws.amazon.com\/cloudtrail\/\">AWS CloudTrail<\/a>\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ub85c\uae45 \ud615\uc2dd\uc744 \uac04\ud3b8\ud558\uac8c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8 \uc791\ub3d9 \ubc29\uc2dd\uc744 \uc880 \ub354 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ubcf4\uc548\uc740 \ud56d\uc0c1 \ucd5c\uc6b0\uc120 \uc21c\uc704\uc774\ubbc0\ub85c \uacc4\uc815 \uc804\uccb4\uc758 \ubaa8\ub4e0 \uad00\ub9ac \uc791\uc5c5\uc5d0 \ub300\ud55c \uacfc\ud559 \uc218\uc0ac\uc6a9 \ub85c\uadf8\ub97c \uc218\uc9d1\ud558\uae30 \uc704\ud574 CloudTrail \ube14\ub8e8\ud504\ub9b0\ud2b8\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4. \uc18c\uc2a4\ub85c\ub294 \ubaa8\ub4e0 \uc9c0\uc5ed\uc758 CloudTrail \ub85c\uadf8\ub97c S3 \ubc84\ud0b7\uc73c\ub85c \uc218\uc9d1\ud558\ub294 \ud2b8\ub808\uc77c\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4. \uc774\ub807\uac8c \ud558\uba74 \ubaa8\ub4e0 AWS \uc778\ud504\ub77c\uc5d0\uc11c \uc218\ud589\ub418\ub294 \uacc4\uc815 \ud65c\ub3d9\uc744 \ucffc\ub9ac\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.&nbsp;\uc5ec\ub7ec AWS \uacc4\uc815\uc774 \ub300\uaddc\ubaa8 \uc870\uc9c1\uc5d0\uc11c\ub3c4 \ube44\uc2b7\ud55c \ubc29\uc2dd\uc73c\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4. \ub2e8\uc9c0 CloudTrial \ucf58\uc194\uc5d0\uc11c \ud2b8\ub808\uc77c\uc744 \uad6c\uc131\ud560 \ub54c \uc774 \ud2b8\ub808\uc77c\uc744 \uc804\uccb4 <a href=\"https:\/\/aws.amazon.com\/organizations\/\">\uc870\uc9c1<\/a>\uc5d0 \uc801\uc6a9\ud558\uae30\ub9cc \ud558\uba74 \ub429\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-blueprints-logs.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-29447 aligncenter\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-blueprints-logs.png\" alt=\"\" width=\"877\" height=\"767\" \/><\/a><\/p>\n<p>\uadf8\ub7f0 \ub2e4\uc74c \ub300\uc0c1 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc120\ud0dd\ud558\uace0 \ub370\uc774\ud130 \ub808\uc774\ud06c\uc5d0 \ub300\ud55c S3 \uc704\uce58\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \ud615\uc2dd\uc73c\ub85c\ub294&nbsp;\uc5f4 \uae30\ubc18 \uc2a4\ud1a0\ub9ac\uc9c0 \ud615\uc2dd\uc778 <a href=\"https:\/\/parquet.apache.org\">Parquet<\/a>\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774 \ud615\uc2dd\uc744 \uc0ac\uc6a9\ud558\uba74 \ub370\uc774\ud130 \ucffc\ub9ac\uac00 <a href=\"https:\/\/aws.amazon.com\/blogs\/big-data\/analyzing-data-in-s3-using-amazon-athena\/\">\ub354 \ube68\ub77c\uc9c0\uace0 \uc800\ub834\ud574\uc9d1\ub2c8\ub2e4<\/a>.&nbsp;\uac00\uc838\uc624\uae30 \ube48\ub3c4\ub294 \uc2dc\uac04\uc5d0\uc11c \uc6d4 \ub2e8\uc704\ub85c \uc9c0\uc815\ud560 \uc218 \uc788\uc73c\uba70 \uc694\uc77c\uacfc \uc2dc\uac04\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc9c0\uae08\uc740 \uc6cc\ud06c\ud50c\ub85c\ub97c \uc628\ub514\ub9e8\ub4dc\ub85c \uc2e4\ud589\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ucf58\uc194\uc5d0\uc11c \uc2e4\ud589\ud558\uac70\ub098 <a href=\"https:\/\/aws.amazon.com\/tools\/\">AWS SDK<\/a> \ub610\ub294 <a href=\"https:\/\/aws.amazon.com\/cli\/\">AWS CLI(\uba85\ub839\uc904 \uc778\ud130\ud398\uc774\uc2a4)<\/a>\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud504\ub85c\uadf8\ub798\ubc0d \ubc29\uc2dd\uc73c\ub85c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-blueprint-target.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-29444 aligncenter\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-blueprint-target.png\" alt=\"\" width=\"868\" height=\"617\" \/><\/a><\/p>\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c \uc6cc\ud06c\ud50c\ub85c\uc758 \uc774\ub984, \uc2e4\ud589 \uc911\uc5d0 \uc0ac\uc6a9\ud560 IAM \uc5ed\ud560 \ubc0f \uc774 \uc6cc\ud06c\ud50c\ub85c\uc5d0\uc11c \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ub418\ub294 \ud14c\uc774\ube14\uc5d0 \ub300\ud55c \uc811\ub450\uc0ac\ub97c \uc9c0\uc815\ud569\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-blueprint-options-1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-29446 aligncenter\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-blueprint-options-1.png\" alt=\"\" width=\"868\" height=\"388\" \/><\/a><\/p>\n<p>Lake Formation \ucf58\uc194\uc5d0\uc11c \uc6cc\ud06c\ud50c\ub85c\ub97c \uc2dc\uc791\ud558\uace0, \uc6cc\ud06c\ud50c\ub85c \uadf8\ub798\ud504\ub97c \ud45c\uc2dc\ud558\ub3c4\ub85d \uc120\ud0dd\ud569\ub2c8\ub2e4. AWS Glue \ucf58\uc194\uc774 \uc5f4\ub9bd\ub2c8\ub2e4. \uc5ec\uae30\uc11c \uc6cc\ud06c\ud50c\ub85c \ub2e8\uacc4\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ubcf4\uace0 \uc774 \uc2e4\ud589\uc758 \uc9c4\ud589\ub960\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-glue-graph-history.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-29448 aligncenter\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-glue-graph-history.png\" alt=\"\" width=\"1402\" height=\"471\" \/><\/a><\/p>\n<p>\uc6cc\ud06c\ud50c\ub85c\uac00 \uc644\ub8cc\ub418\uba74 \ub370\uc774\ud130 \ub808\uc774\ud06c \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\uc11c \uc0c8 \ud14c\uc774\ube14\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4. \uc18c\uc2a4 \ub370\uc774\ud130\ub294 CloudTrail\uc758 S3 \ubc84\ud0b7 \ucd9c\ub825\uc5d0\uc11c \ub85c\uadf8\ub85c \uc720\uc9c0\ub418\uc9c0\ub9cc Parquet \ud615\uc2dd\uc73c\ub85c \ud1b5\ud569\ub418\uc5b4 \ub0a0\uc9dc\ub85c \ubd84\ud560\ub418\uace0 \ub370\uc774\ud130 \ub808\uc774\ud06c S3 \uc704\uce58\uc5d0 \uc788\uc2b5\ub2c8\ub2e4. \ube44\uc6a9\uc744 \ucd5c\uc801\ud654\ud558\ub824\uba74 \uc548\uc804\ud55c \uc2dc\uac04\uc774 \uacbd\uacfc\ud55c \ud6c4 \uc18c\uc2a4 S3 \ubc84\ud0b7\uc758 \ub370\uc774\ud130\ub97c \uc790\ub3d9\uc73c\ub85c \ub9cc\ub8cc\uc2dc\ud0a4\ub294 S3 \uc218\uba85 \uc8fc\uae30 \uc815\ucc45\uc744 \uc124\uc815\ud558\uba74 \ub429\ub2c8\ub2e4.<\/p>\n<h3><span style=\"text-decoration: underline\"><strong>\ub370\uc774\ud130 \ub808\uc774\ud06c\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4 \ubcf4\ud638<\/strong><\/span><\/h3>\n<p>Lake Formation\uc740 IAM \uc815\ucc45\uc744 \ubcf4\uac15\ud558\ub294 \uc0c8\ub85c\uc6b4 grant\/revoke \uad8c\ud55c\uc744 \ud1b5\ud574 \ub370\uc774\ud130 \ub808\uc774\ud06c\uc5d0 \uc800\uc7a5\ub41c \ub370\uc774\ud130\uc5d0 \uc548\uc804\ud558\uace0 \uc138\ubd84\ud654\ub41c \ubc29\uc2dd\uc73c\ub85c \uc561\uc138\uc2a4\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uad8c\ud55c\uc740 \ucf58\uc194 \ub4f1\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac04\ub2e8\ud558\uac8c \uc124\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/08\/lake-formation-sample-permissions.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-29544 aligncenter\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/08\/lake-formation-sample-permissions.png\" alt=\"\" width=\"609\" height=\"1222\" \/><\/a><\/p>\n<p>\uc561\uc138\uc2a4 \uad8c\ud55c\uc744 \ubd80\uc5ec\ud560 IAM \uc0ac\uc6a9\uc790 \ub610\ub294 \uc5ed\ud560\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4. \uadf8\ub7f0 \ub2e4\uc74c \uc561\uc138\uc2a4\ub97c \uc81c\uacf5\ud560 \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc640 \ud544\uc694\ud55c \uacbd\uc6b0 \ud14c\uc774\ube14 \ubc0f \uc5f4\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4. \uc81c\uacf5\ud560 \uc561\uc138\uc2a4 \uad8c\ud55c\uc758 \uc720\ud615\uc744 \uc120\ud0dd\ud558\ub294 \uac83\ub3c4 \uac00\ub2a5\ud569\ub2c8\ub2e4. \uc774 \ub370\ubaa8\uc5d0\uc11c\ub294 \ub2e8\uc21c\ud55c select \uad8c\ud55c\uc774\uba74 \ucda9\ubd84\ud569\ub2c8\ub2e4.<\/p>\n<h3><span style=\"text-decoration: underline\"><strong>\ub370\uc774\ud130 \ub808\uc774\ud06c \uc9c8\uc758 \ud558\uae30<br \/> <\/strong><\/span><\/h3>\n<p>\uc774\uc81c <a href=\"https:\/\/aws.amazon.com\/athena\/\">Amazon Athena<\/a> \ub610\ub294 <a href=\"https:\/\/aws.amazon.com\/redshift\/\">Amazon Redshift<\/a> \uac19\uc740 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud574 \ub370\uc774\ud130\ub97c \ucffc\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 <a href=\"https:\/\/console.aws.amazon.com\/athena\">Athena \ucf58\uc194<\/a>\uc5d0\uc11c \ucffc\ub9ac \ud3b8\uc9d1\uae30\ub97c \uc5fd\ub2c8\ub2e4. \uba3c\uc800, \uc0c8 \ub370\uc774\ud130 \ub808\uc774\ud06c\ub97c \uc0ac\uc6a9\ud574 \ub0b4 AWS \uacc4\uc815 \ud65c\ub3d9\uc5d0\uc11c \uac00\uc7a5 \uc790\uc8fc \ub4f1\uc7a5\ud558\ub294 \uc18c\uc2a4 IP \uc8fc\uc18c\ub97c \ucc3e\uc544\ubd05\ub2c8\ub2e4.<\/p>\n<pre class=\"unlimited-height-code\"><code class=\"lang-sql\">SELECT sourceipaddress, count(*)\nFROM my_trail_cloudtrail\nGROUP BY  sourceipaddress\nORDER BY  2 DESC;<\/code><\/pre>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-athena-q1.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-29449 aligncenter\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-athena-q1.png\" alt=\"\" width=\"865\" height=\"682\" \/><\/a><\/p>\n<p>\ucffc\ub9ac \uacb0\uacfc\ub97c \ubcf4\uba74 \uac00\uc7a5 \uc790\uc8fc \uc0ac\uc6a9\ub418\ub294 AWS API \uc5d4\ub4dc\ud3ec\uc778\ud2b8\ub97c \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uc81c \uc0ac\uc6a9\ub41c \uc0ac\uc6a9\uc790 \uc790\uaca9 \uc99d\uba85\uc758 \uc720\ud615\uc744 \ud655\uc778\ud569\ub2c8\ub2e4. \uc774 \uc815\ubcf4\ub294 \uc5f4 \ud558\ub098\uc758 \ub0b4\ubd80\uc5d0 JSON \ud615\uc2dd\uc73c\ub85c \uc800\uc7a5\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. <a href=\"https:\/\/docs.aws.amazon.com\/athena\/latest\/ug\/extracting-data-from-JSON.html\">Amazon Athena\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 JSON \ud568\uc218<\/a> \uc77c\ubd80\ub97c \uc0ac\uc6a9\ud558\uc5ec SQL \ubb38\uc73c\ub85c \uc774 \uc815\ubcf4\ub97c \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre class=\"unlimited-height-code\"><code class=\"lang-sql\">SELECT json_extract_scalar(useridentity, '$.type'), count(*)\nFROM &quot;mylake&quot;.&quot;my_trail_cloudtrail&quot;\nGROUP BY  json_extract_scalar(useridentity, '$.type')\nORDER BY  2 DESC;<\/code><\/pre>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-athena-q2.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-29450 aligncenter\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/01\/lake-formation-athena-q2.png\" alt=\"\" width=\"875\" height=\"722\" \/><\/a><\/p>\n<p>\ud2b8\ub808\uc77c\uc5d0 \ud65c\ub3d9 \uae30\ub85d\uc744 \ub0a8\uae34 \ud56d\ubaa9\uc740 \ub300\ubd80\ubd84 AWS \uc11c\ube44\uc2a4\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ucffc\ub9ac\ub294 \uc608\uc81c\uc77c \ubfd0\uc774\uc9c0\ub9cc \ub0b4 AWS \uacc4\uc815\uc5d0\uc11c \uc77c\uc5b4\ub098\ub294 \ud65c\ub3d9\uc744 \ube60\ub974\uace0 \uc0c1\uc138\ud558\uac8c \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ube44\uc988\ub2c8\uc2a4\uc5d0\uc11c \uc774\uc640 \uc720\uc0ac\ud55c \uacb0\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\ub2e4\uace0 \uc0dd\uac01\ud574 \ubcf4\uc2ed\uc2dc\uc624. \ub370\uc774\ud130\ubca0\uc774\uc2a4 \ubc0f \ub85c\uadf8 \ube14\ub8e8\ud504\ub9b0\ud2b8\ub97c \uc0ac\uc6a9\ud558\uba74 \uc870\uc9c1 \ub0b4\ubd80\uc758 \uc5ec\ub7ec \uc18c\uc2a4\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0, \uc218\uc9d1\ub41c \uc815\ubcf4\uc5d0 \uc561\uc138\uc2a4\ud560 \uc218 \uc788\ub294 \uc0ac\uc6a9\uc790\uc758 \uc5f4 \uc218\uc900\uc5d0\uc11c \uc801\uc808\ud55c \uad8c\ud55c\uc744 \uc124\uc815\ud558\uace0, \uae30\uacc4 \ud559\uc2b5 \ubcc0\ud658\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \uc815\ub9ac \ubc0f \uc900\ube44\ud558\uace0, Amazon Athena, Amazon Redshift \ubc0f <a href=\"https:\/\/aws.amazon.com\/quicksight\/\">Amazon QuickSight<\/a> \uac19\uc740 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc815\ubcf4\ub97c \uc5f0\uacb0\ud558\uace0 \uc2dc\uac01\ud654\ud558\ub294 \uc6cc\ud06c\ud50c\ub85c\ub97c \ube60\ub974\uac8c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3><span style=\"text-decoration: underline\"><strong>\ub370\uc774\ud130 \uc561\uc138\uc2a4 \uc0ac\uc6a9\uc790 \uc9c0\uc815<\/strong><\/span><\/h3>\n<p>\ub370\uc774\ud130 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uc9c0\uce68 \ubc0f \uaddc\uc815\uc744 \uc900\uc218\ud558\ub824\uba74 \ud68c\uc0ac \ub0b4\ubd80\uc758 \uc5ec\ub7ec \uad00\uacc4\uc790\uac00 \uc0ac\uc6a9\uc790 \uc9c0\uc815\ub41c \ubcf4\uae30\uc5d0\uc11c \ub370\uc774\ud130 \ub808\uc774\ud06c\uc5d0 \uc800\uc7a5\ub41c \ubbf8\uc158 \ud06c\ub9ac\ud2f0\uceec \ub370\uc774\ud130\ub97c \ubcfc \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4 AWS \uacc4\uc815\uc5d0 \uc788\ub294 IAM \uc0ac\uc6a9\uc790 2\uba85\uc758 \uac00\uc2dc\uc131\uc744 \ube44\uad50\ud574 \ubd05\uc2dc\ub2e4. \ud55c \uba85\uc5d0\uac8c\ub294 \ud14c\uc774\ube14\uc5d0 \ub300\ud55c \uc804\uccb4 \uad8c\ud55c\uc744 \ubd80\uc5ec\ud558\uace0 \ub2e4\ub978 \ud55c \uba85\uc5d0\uac8c\ub294 \ub3d9\uc77c\ud55c \ud14c\uc774\ube14\uc758 \uc77c\ubd80 \uc5f4\uc5d0 \ub300\ud55c select \uc561\uc138\uc2a4 \uad8c\ud55c\ub9cc \ubd80\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n<p>CloudTrail \ub370\uc774\ud130\uac00 \ud3ec\ud568\ub41c \ud14c\uc774\ube14\uc5d0 \ub300\ud55c \uc804\uccb4 \uc561\uc138\uc2a4 \uad8c\ud55c\uc774 \uc788\ub294 \uc0ac\uc6a9\uc790\ub294 \uc774\ubbf8 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc0ac\uc6a9\uc790\uc758 \uc774\ub984\uc740 <em>danilop<\/em>\uc785\ub2c8\ub2e4. <em>limitedview<\/em>\ub77c\ub294 \uc774\ub984\uc758 \uc0c8\ub85c\uc6b4 IAM \uc0ac\uc6a9\uc790\ub97c \uc0dd\uc131\ud558\uace0 \uc774 \uc0ac\uc6a9\uc790\uc5d0\uac8c Athena \ucf58\uc194\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4 \uad8c\ud55c\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. Lake Formation \ucf58\uc194\uc5d0\uc11c \uc774 \uc0c8\ub85c\uc6b4 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc5f4 3\uac1c\uc5d0 \ub300\ud55c select \uad8c\ud55c\ub9cc \ubd80\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/09\/lake-formation-column-permissions.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-29601 aligncenter\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/09\/lake-formation-column-permissions.png\" alt=\"\" width=\"511\" height=\"705\" \/><\/a><\/p>\n<p>\ud14c\uc774\ube14\uc758 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc11c\ub85c \ub2e4\ub978 \uc561\uc138\uc2a4 \uad8c\ud55c\uc744 \ud655\uc778\ud558\uae30 \uc704\ud574 \ud55c \ubc88\uc5d0 \ud55c \uba85\uc758 \uc0ac\uc6a9\uc790\ub85c \ub85c\uadf8\uc778\ud558\uace0 Athena \ucf58\uc194\ub85c \uc774\ub3d9\ud569\ub2c8\ub2e4. \uc67c\ucabd\uc5d0\uc11c, \ub85c\uadf8\uc778\ud55c \uc0ac\uc6a9\uc790\uac00 Glue \ub370\uc774\ud130 \uce74\ud0c8\ub85c\uadf8\uc5d0\uc11c \ubcfc \uc218 \uc788\ub294 \ud14c\uc774\ube14\uacfc \uc5f4\uc744 \ud0d0\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 2\uba85\uc758 \uc0ac\uc6a9\uc790\ub97c \ub098\ub780\ud788 \ube44\uad50\ud55c \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p><a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/09\/lake-formation-comparison.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-29599 aligncenter\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/09\/lake-formation-comparison.png\" alt=\"\" width=\"714\" height=\"823\" \/><\/a><\/p>\n<p>\uc81c\ud55c\ub41c \uc0ac\uc6a9\uc790\ub294 \uba85\uc2dc\uc801\uc73c\ub85c \uad6c\uc131\ub41c 3\uac1c \uc5f4\uacfc \ud14c\uc774\ube14(\ub370\uc774\ud130\ub97c \ubcf4\ub824\uba74 \uc561\uc138\uc2a4 \uad8c\ud55c\uc774 \ud544\uc694\ud568) \ubd84\ud560\uc5d0 \uc0ac\uc6a9\ub41c 4\uac1c \uc5f4\uc5d0\ub9cc \uc561\uc138\uc2a4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Athena \ucf58\uc194\uc5d0\uc11c <code>select *<\/code> SQL \ubb38\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud14c\uc774\ube14\uc744 \ucffc\ub9ac\ud560 \ub54c <em>limitedview<\/em> \uc0ac\uc6a9\uc790\ub85c \ub85c\uadf8\uc778\ud558\uba74 \uc774\ub7ec\ud55c 7\uac1c \uc5f4\ub9cc \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<a href=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/09\/lake-formation-limited-query.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-29600 aligncenter\" src=\"https:\/\/d2908q01vomqb2.cloudfront.net\/da4b9237bacccdf19c0760cab7aec4a8359010b0\/2019\/07\/09\/lake-formation-limited-query.png\" alt=\"\" width=\"1107\" height=\"746\" \/><\/a><\/p>\n<h3><span style=\"text-decoration: underline\"><strong>\uc815\uc2dd \ucd9c\uc2dc<br \/> <\/strong><\/span><\/h3>\n<p><a href=\"https:\/\/aws.amazon.com\/lake-formation\/\">AWS Lake Formation<\/a>\uc740 \ucd94\uac00 \uc694\uae08 \uc5c6\uc774 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70 Amazon S3 \ubc0f AWS Glue \uac19\uc740 \uae30\ubc18 \uc11c\ube44\uc2a4\uc758 \uc0ac\uc6a9 \uc694\uae08\ub9cc \uc9c0\ubd88\ud558\uba74 \ub429\ub2c8\ub2e4.&nbsp;Lake Formation\uc758 \ud575\uc2ec \uc774\uc810 \uc911 \ud558\ub098\ub294 \uc774 \uc11c\ube44\uc2a4\ub97c \ud1b5\ud574 \ub3c4\uc785\ub418\ub294 \ubcf4\uc548 \uc815\ucc45\uc785\ub2c8\ub2e4. \uc774\uc804\uc5d0\ub294 \uac1c\ubcc4 \uc815\ucc45\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130 \ubc0f \uba54\ud0c0\ub370\uc774\ud130 \uc561\uc138\uc2a4\ub97c \ubcf4\ud638\ud574\uc57c \ud588\uc73c\uba70 \uc774\ub7ec\ud55c \uc815\ucc45\uc5d0\uc11c\ub294 \ud14c\uc774\ube14 \uc218\uc900 \uc561\uc138\uc2a4\ub9cc \ud5c8\uc6a9\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\uc81c\ub294 \uc911\uc559 \uc704\uce58\uc5d0\uc11c \uac01 \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc0ac\uc6a9\ud574\uc57c \ud558\ub294 \uc5f4\uc5d0 \ub300\ud55c \uc561\uc138\uc2a4 \uad8c\ud55c\ub9cc \ubd80\uc5ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc81c <span title=\"\">\ubbf8\uad6d \ub3d9\ubd80(\ubc84\uc9c0\ub2c8\uc544 \ubd81\ubd80)<\/span>, <span title=\"\">\ubbf8\uad6d \ub3d9\ubd80(\uc624\ud558\uc774\uc624)<\/span>, <span title=\"\">\ubbf8\uad6d \uc11c\ubd80(\uc624\ub808\uace4)<\/span>, <span title=\"\">EU(\uc544\uc77c\ub79c\ub4dc)<\/span> \ubc0f <span title=\"\">\uc544\uc2dc\uc544 \ud0dc\ud3c9\uc591(\ub3c4\ucfc4)<\/span>\uc5d0\uc11c AWS Lake Formation\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. Redshift\ub97c Lake Formation\uacfc \ud1b5\ud569\ud558\ub824\uba74 Redshift <a href=\"https:\/\/docs.aws.amazon.com\/redshift\/latest\/mgmt\/rs-mgmt-cluster-version-notes.html\">\ud074\ub7ec\uc2a4\ud130 \ubc84\uc804<\/a> 1.0.8610 \uc774\uc0c1\uc774 \ud544\uc694\ud558\uba70 \uc774 \uae00\uc744 \uc77d\ub294 \ub2f9\uc2dc\uc5d0 \ud074\ub7ec\uc2a4\ud130\uac00 \uc790\ub3d9\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ub41c \uc0c1\ud0dc\uc5ec\uc57c \ud569\ub2c8\ub2e4. <a href=\"https:\/\/docs.aws.amazon.com\/emr\/latest\/ReleaseGuide\/emr-spark.html\">Apache Spark<\/a>&nbsp;\ubc0f&nbsp;<a href=\"https:\/\/aws.amazon.com\/emr\/\">Amazon EMR<\/a>\uc5d0 \ub300\ud55c \uc9c0\uc6d0\uc740 \uba87 \uac1c\uc6d4 \ud6c4\uc5d0 \uc81c\uacf5\ub420 \uc608\uc815\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc9c0\uae08\uae4c\uc9c0 \uc0b4\ud3b4\ubcf8 \ub0b4\uc6a9\uc740 Lake Formation\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\ub294 \uba87 \uac00\uc9c0 \uc791\uc5c5\uc5d0 \ubd88\uacfc\ud569\ub2c8\ub2e4. \uc774\uc81c \ube44\uc988\ub2c8\uc2a4\uc5d0 \uc0ac\uc6a9\ud560 \ub370\uc774\ud130 \ub808\uc774\ud06c\ub97c \ud6e8\uc52c \ub354 \uc27d\uac8c \uad6c\ucd95\ud558\uace0 \uad00\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc0c8\ub85c\uc6b4 \uae30\ub2a5\uc744 \uc5b4\ub5bb\uac8c \uc0ac\uc6a9\ud558\uace0 \uc788\ub294\uc9c0 \uc54c\ub824\uc8fc\uc2ed\uc2dc\uc624.<\/p>\n<p>\u2014 <a title=\"Danilo on Twitter\" href=\"https:\/\/twitter.com\/danilop\">Danilo Poccia<\/a><\/p>\n<p>Source: <a href=\"https:\/\/aws.amazon.com\/ko\/blogs\/korea\/aws-lake-formation-now-generally-available\/\" target=\"_blank\" rel=\"noopener noreferrer\">AWS Lake Formation \u2013 \ub370\uc774\ud130\ub808\uc774\ud06c \uad6c\ucd95 \ubc0f \uad00\ub9ac \uc11c\ube44\uc2a4 \uc815\uc2dd \ucd9c\uc2dc<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<div class=\"mh-excerpt\"><p>AWS Lake Formation \u2013 \ub370\uc774\ud130\ub808\uc774\ud06c \uad6c\ucd95 \ubc0f \uad00\ub9ac \uc11c\ube44\uc2a4 \uc815\uc2dd \ucd9c\uc2dc \ub370\uc774\ud130\ub97c \ub514\uc9c0\ud138 \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\uac8c \ub418\uba74\uc11c \ub2e4\uc591\ud55c \ud68c\uc0ac\uc5d0\uc11c\ub294 CRM(\uace0\uac1d \uad00\uacc4 \uad00\ub9ac) \ubc0f ERP(\uc5d4\ud130\ud504\ub77c\uc774\uc988 \ub9ac\uc18c\uc2a4 \uad00\ub9ac) \uc2dc\uc2a4\ud15c\ucc98\ub7fc \uc6b4\uc601 \uccb4\uc81c\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\ub97c \uad6c\ucd95\ud558\uace0 \uc774 \uc815\ubcf4\ub97c \uc0ac\uc6a9\ud574 \ube44\uc988\ub2c8\uc2a4 \uc758\uc0ac \uacb0\uc815\uc744 \uc9c0\uc6d0\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uc800\uc7a5\uc744 \uc704\ud55c \uc2a4\ud1a0\ub9ac\uc9c0 \ube44\uc6a9\uc774 \uc808\uac10\ub418\uc5c8\uace0 \ub2e4\ub7c9\uc758 \ub370\uc774\ud130 \uad00\ub9ac\uc5d0\uc11c \ube44\ub86f\ub418\ub294 \ubcf5\uc7a1\uc131\uc740 \ub354 \ud070 \ud3ed\uc73c\ub85c \uc904\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 Amazon S3 \uac19\uc740 \uc11c\ube44\uc2a4\ub97c \ud65c\uc6a9\ud574 \uad6c\uc870\ud654\ub418\uc9c0 \uc54a\uc740 \uc6d0\uc2dc \ub370\uc774\ud130\ub97c \ud3ec\ud568\ud558\uc5ec \ub85c\uadf8, \uc774\ubbf8\uc9c0, \ube44\ub514\uc624 \ubc0f \uc2a4\uce94\ub41c \ubb38\uc11c \ub4f1 \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \ubcf4\uc874\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \ub808\uc774\ud06c\uc758 \uac1c\ub150\uc740 \ubaa8\ub4e0 \ub370\uc774\ud130\ub97c \ud558\ub098\uc758 \uc911\uc559 \ub9ac\ud3ec\uc9c0\ud1a0\ub9ac\uc5d0 \uc6d0\ud558\ub294 \uaddc\ubaa8\ub85c \uc800\uc7a5\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. Netflix, Zillow, NASDAQ, Yelp, iRobot, FINRA \ubc0f Lyft \uac19\uc740 \uace0\uac1d\uc774 \uc774 \uc811\uadfc \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uace0\uac1d\uc740 \ub2e8\uc21c \uc9d1\uacc4\ubd80\ud130 \ubcf5\uc7a1\ud55c \uae30\uacc4 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc5d0 \uc774\ub974\ub294 \ubd84\uc11d\uc744 \ub354 \ud070 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \uc2e4\ud589\ud558\uc5ec \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \uc54c\uc544\ub0b4\uace0 \ube44\uc988\ub2c8\uc2a4\ub97c \uc774\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc9c0\ub09c \ud574 re:Invent\uc5d0\uc11c \uc18c\uac1c\ub41c AWS Lake <a class=\"mh-excerpt-more\" href=\"https:\/\/jirak.net\/wp\/aws-lake-formation-%eb%8d%b0%ec%9d%b4%ed%84%b0%eb%a0%88%ec%9d%b4%ed%81%ac-%ea%b5%ac%ec%b6%95-%eb%b0%8f-%ea%b4%80%eb%a6%ac-%ec%84%9c%eb%b9%84%ec%8a%a4-%ec%a0%95%ec%8b%9d-%ec%b6%9c%ec%8b%9c\/\" title=\"AWS Lake Formation \u2013 \ub370\uc774\ud130\ub808\uc774\ud06c \uad6c\ucd95 \ubc0f \uad00\ub9ac \uc11c\ube44\uc2a4 \uc815\uc2dd \ucd9c\uc2dc\">[ more&#8230; ]<\/a><\/p>\n<\/div>","protected":false},"author":1,"featured_media":32344,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[169],"tags":[656],"class_list":["post-32343","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-aws"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/posts\/32343","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/comments?post=32343"}],"version-history":[{"count":1,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/posts\/32343\/revisions"}],"predecessor-version":[{"id":32345,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/posts\/32343\/revisions\/32345"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/media\/32344"}],"wp:attachment":[{"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/media?parent=32343"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/categories?post=32343"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jirak.net\/wp\/wp-json\/wp\/v2\/tags?post=32343"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}