{"id":1280,"date":"2024-11-25T13:55:09","date_gmt":"2024-11-25T05:55:09","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=1280"},"modified":"2025-05-07T17:52:23","modified_gmt":"2025-05-07T09:52:23","slug":"understanding-aws-redshift-a-comprehensive-guide","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/ja\/aws-redshift\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u7dcf\u5408\u30ac\u30a4\u30c9\/","title":{"rendered":"AWS Redshift \u3092\u7406\u89e3\u3059\u308b: \u5305\u62ec\u7684\u306a\u30ac\u30a4\u30c9"},"content":{"rendered":"<p class=\"\" data-start=\"92\" data-end=\"278\">\u4eca\u65e5\u306e\u6025\u901f\u306b\u767a\u5c55\u3059\u308b<strong data-start=\"100\" data-end=\"109\">\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790<\/strong>\u3053\u306e\u5206\u91ce\u3067\u306f\u3001\u4f01\u696d\u306f\u5f37\u529b\u3067\u67d4\u8edf\u306a\u30c4\u30fc\u30eb\u3092\u5fc5\u8981\u3068\u3057\u3066\u3044\u307e\u3059\u3002<strong data-start=\"125\" data-end=\"141\">\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3001\u7ba1\u7406\u3001\u5206\u6790\u3059\u308b<\/strong>\u3002<strong data-start=\"142\" data-end=\"161\">\u30a2\u30de\u30be\u30f3\u30ec\u30c3\u30c9\u30b7\u30d5\u30c8<\/strong> \u3053\u308c\u306f\u512a\u308c\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5099\u3048\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002\u305d\u308c\u306f<strong data-start=\"182\" data-end=\"205\">\u5b8c\u5168\u306b\u7ba1\u7406\u3055\u308c\u305fPB\u30ec\u30d9\u30eb\u306e\u30af\u30e9\u30a6\u30c9\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u30b5\u30fc\u30d3\u30b9<\/strong>\u3001\u305d\u306e<strong data-start=\"209\" data-end=\"256\">\u8d85\u4e26\u5217\u51e6\u7406\uff08MPP\uff09<\/strong> \u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u512a\u308c\u305f\u30af\u30a8\u30ea \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n<p class=\"\" data-start=\"280\" data-end=\"391\"><strong data-start=\"280\" data-end=\"294\">\u30aa\u30f3\u30af\u30e9\u30a6\u30c9AI<\/strong> \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001Amazon Web Services (AWS) \u306e\u516c\u5f0f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u3057\u3066\u3001AWS Redshift \u306e\u30b3\u30a2\u30b3\u30f3\u30bb\u30d7\u30c8\u3001\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u4e0a\u306e\u5229\u70b9\u3001\u4e3b\u306a\u6a5f\u80fd\u3001\u305d\u3057\u3066\u305d\u308c\u3092\u4f7f\u7528\u3057\u3066\u3055\u307e\u3056\u307e\u306a\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u51e6\u7406\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u4e0a\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u52a0\u901f\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4 id=\"heading-what-is-aws-redshift\" class=\"permalink-heading\"><strong>AWS Redshift \u3068\u306f\u4f55\u3067\u3059\u304b?<\/strong><\/h4>\n<p class=\"\" data-start=\"423\" data-end=\"539\"><strong data-start=\"423\" data-end=\"442\">\u30a2\u30de\u30be\u30f3\u30ec\u30c3\u30c9\u30b7\u30d5\u30c8<\/strong> Amazon Web Services\u63d0\u4f9b<strong data-start=\"469\" data-end=\"481\">\u30af\u30e9\u30a6\u30c9\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/strong>\u30e6\u30fc\u30b6\u30fc\u306f\u3055\u307e\u3056\u307e\u306a<strong data-start=\"490\" data-end=\"498\">\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9<\/strong>\u60c5\u5831\u3092\u7d71\u5408\u3057\u3066\u5b9f\u65bd\u3059\u308b<strong data-start=\"505\" data-end=\"516\">\u8907\u96d1\u306aSQL\u30af\u30a8\u30ea<\/strong>\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3001\u30ec\u30dd\u30fc\u30c8\u5206\u6790\u3001\u30d3\u30b8\u30cd\u30b9 \u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3 \u30b7\u30ca\u30ea\u30aa\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<p class=\"\" data-start=\"541\" data-end=\"672\">Redshift\u306e\u6700\u3082\u91cd\u8981\u306a\u5229\u70b9\u306e\u4e00\u3064\u306f\u3001 <strong data-start=\"564\" data-end=\"581\">\u8d85\u4e26\u5217\u51e6\u7406\uff08MPP\uff09<\/strong> \u5efa\u7bc9\u3002\u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u30c7\u30fc\u30bf\u3068\u30af\u30a8\u30ea\u30bf\u30b9\u30af\u3092\u5206\u6563\u3057\u3001<strong data-start=\"600\" data-end=\"625\">\u8907\u6570\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ce\u30fc\u30c9<\/strong>\u5404\u30ce\u30fc\u30c9\u304c\u540c\u6642\u306b\u30bf\u30b9\u30af\u306e\u4e00\u90e8\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u3001<strong data-start=\"645\" data-end=\"653\">\u30af\u30a8\u30ea\u52b9\u7387<\/strong>\u3001\u5bfe\u51e6\u3059\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059<strong data-start=\"658\" data-end=\"669\">PB\u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u51e6\u7406<\/strong>\u5fc5\u8981\u3002<\/p>\n<p class=\"\" data-start=\"674\" data-end=\"815\">\u5f93\u6765\u306e\u30ed\u30fc\u30ab\u30eb\u306b\u5c55\u958b\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u6bd4\u8f03\u3057\u3066\u3001Redshift\u306f<strong data-start=\"701\" data-end=\"711\">\u5f3e\u529b\u7684\u306a\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong>\u4e8b\u696d\u898f\u6a21\u306e\u62e1\u5927\u306b\u3082\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u3001Amazon S3\u3001Amazon RDS\u3001AWS Glue\u3001Data Pipeline \u306a\u3069\u3001AWS \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u5185\u306e\u3055\u307e\u3056\u307e\u306a\u30b5\u30fc\u30d3\u30b9\u3068\u7d71\u5408\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u9593\u306e\u9023\u643a\u7d71\u5408\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4><strong>AWS Redshift\u306e\u4e3b\u306a\u6a5f\u80fd<\/strong><\/h4>\n<p><strong>1. \u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong><br \/>\nRedshift \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u5c0f\u898f\u6a21\u304b\u3089\u59cb\u3081\u3066\u3001\u30c7\u30fc\u30bf\u306e\u5897\u52a0\u306b\u5408\u308f\u305b\u3066\u62e1\u5f35\u3067\u304d\u307e\u3059\u3002 Redshift Spectrum \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001Redshift \u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306b\u79fb\u52d5\u3059\u308b\u3053\u3068\u306a\u304f\u3001Amazon S3 \u3067\u30a8\u30af\u30b5\u30d0\u30a4\u30c8\u5358\u4f4d\u306e\u30c7\u30fc\u30bf\u3092\u76f4\u63a5\u30af\u30a8\u30ea\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><strong>2. \u7d4c\u6e08\u7684\u3067\u52b9\u7387\u7684<\/strong><br \/>\nAWS Redshift \u306f\u3001\u4f4e\u30b3\u30b9\u30c8\u3067\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f7f\u7528\u3057\u305f\u30ea\u30bd\u30fc\u30b9\u306b\u5bfe\u3057\u3066\u306e\u307f\u6599\u91d1\u3092\u652f\u6255\u3044\u3001<strong>\u30ea\u30b6\u30fc\u30d6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9<\/strong>\u306a\u3069\u306e\u6a5f\u80fd\u306f\u3001\u4e88\u6e2c\u53ef\u80fd\u306a\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306e\u30b3\u30b9\u30c8\u3092\u3055\u3089\u306b\u524a\u6e1b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<p><strong>3. \u8d85\u4e26\u5217\u51e6\u7406\uff08MPP\uff09<\/strong><br \/>\nRedshift \u306f\u30c7\u30fc\u30bf\u3068\u30af\u30a8\u30ea\u306e\u8ca0\u8377\u3092\u8907\u6570\u306e\u30ce\u30fc\u30c9\u306b\u5206\u6563\u3057\u307e\u3059\u3002\u3053\u306e\u4e26\u5217\u51e6\u7406\u306b\u3088\u308a\u3001\u8907\u96d1\u306a\u30af\u30a8\u30ea\u3067\u3082\u7d50\u679c\u304c\u3059\u3050\u306b\u8fd4\u3055\u308c\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u96c6\u7d04\u578b\u306e\u64cd\u4f5c\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n<p><strong>4. \u5217\u6307\u5411\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8<\/strong><br \/>\nRedshift \u306f\u30c7\u30fc\u30bf\u3092\u5217\u5f62\u5f0f\u3067\u4fdd\u5b58\u3059\u308b\u305f\u3081\u3001\u30af\u30a8\u30ea\u5b9f\u884c\u306b\u5fc5\u8981\u306a I\/O \u306e\u91cf\u304c\u524a\u6e1b\u3055\u308c\u3001\u5206\u6790\u30af\u30a8\u30ea\u304c\u975e\u5e38\u306b\u52b9\u7387\u7684\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u5217\u6307\u5411\u30b9\u30c8\u30ec\u30fc\u30b8\u5f62\u5f0f\u306f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30af\u30a8\u30ea\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/p>\n<p><strong>5. \u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/strong><br \/>\nRedshift \u306f\u3001\u4fdd\u5b58\u4e2d\u304a\u3088\u3073\u8ee2\u9001\u4e2d\u306e\u30c7\u30fc\u30bf\u306e\u6697\u53f7\u5316\u3001\u696d\u754c\u6a19\u6e96\u3078\u306e\u6e96\u62e0\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306e\u305f\u3081\u306e AWS Identity and Access Management (IAM) \u3068\u306e\u7d71\u5408\u306a\u3069\u3001\u8907\u6570\u306e\u30ec\u30a4\u30e4\u30fc\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p><strong>6. \u8d64\u65b9\u504f\u79fb\u30b9\u30da\u30af\u30c8\u30eb<\/strong><br \/>\nRedshift Spectrum \u306f\u3001\u30c7\u30fc\u30bf\u3092 Redshift \u30af\u30e9\u30b9\u30bf\u30fc\u306b\u79fb\u52d5\u305b\u305a\u306b Amazon S3 \u304b\u3089\u76f4\u63a5\u30c7\u30fc\u30bf\u3092\u30af\u30a8\u30ea\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002\u3053\u306e\u67d4\u8edf\u6027\u306f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4 id=\"heading-architecture-of-aws-redshift\" class=\"permalink-heading\"><strong>AWS Redshift \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u8aac\u660e<\/strong><\/h4>\n<p class=\"\" data-start=\"1577\" data-end=\"1620\">Amazon Redshift \u306e\u57fa\u76e4\u3068\u306a\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f MPP \u3092\u4e2d\u5fc3\u306b\u69cb\u7bc9\u3055\u308c\u3066\u304a\u308a\u3001\u8907\u6570\u306e\u30b3\u30a2\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u9023\u643a\u3057\u3066\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/p>\n<h5 data-start=\"1622\" data-end=\"1643\">\u30ea\u30fc\u30c0\u30fc\u30ce\u30fc\u30c9<\/h5>\n<p class=\"\" data-start=\"1644\" data-end=\"1700\">\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304b\u3089SQL\u30af\u30a8\u30ea\u3092\u53d7\u4fe1\u3057\u3001<strong data-start=\"1658\" data-end=\"1668\">\u5b9f\u884c\u30d7\u30e9\u30f3\u3092\u30b3\u30f3\u30d1\u30a4\u30eb\u3059\u308b<\/strong>\u5404\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30ce\u30fc\u30c9\u306b\u30b5\u30d6\u30bf\u30b9\u30af\u3092\u5272\u308a\u5f53\u3066\u307e\u3059\u3002\u6700\u5f8c\u306b\u3001\u30af\u30a8\u30ea\u7d50\u679c\u304c\u96c6\u8a08\u3055\u308c\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306b\u8fd4\u3055\u308c\u307e\u3059\u3002<\/p>\n<h5 data-start=\"1702\" data-end=\"1725\">\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ce\u30fc\u30c9<\/h5>\n<p class=\"\" data-start=\"1726\" data-end=\"1783\">\u5404\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30ce\u30fc\u30c9\u306f\u30c7\u30fc\u30bf\u306e\u30b5\u30d6\u30bb\u30c3\u30c8\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<strong data-start=\"1742\" data-end=\"1754\">\u30af\u30a8\u30ea\u30bf\u30b9\u30af\u3092\u4e26\u5217\u306b\u5b9f\u884c\u3059\u308b<\/strong>\u3002\u30ce\u30fc\u30c9\u306f\u9ad8\u901f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4ecb\u3057\u3066\u30c7\u30fc\u30bf\u3092\u4ea4\u63db\u3057\u3001\u5f37\u529b\u306a\u51e6\u7406\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u5f62\u6210\u3057\u307e\u3059\u3002<\/p>\n<h5 data-start=\"1785\" data-end=\"1806\">\u30ce\u30fc\u30c9\u30b9\u30e9\u30a4\u30b9<\/h5>\n<p class=\"\" data-start=\"1807\" data-end=\"1875\">\u5404\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30ce\u30fc\u30c9\u306f\u8907\u6570\u306e\u30b9\u30e9\u30a4\u30b9\u306b\u5206\u5272\u3055\u308c\u3001\u5404\u30b9\u30e9\u30a4\u30b9\u306b\u306f\u72ec\u7acb\u3057\u305f CPU\u3001\u30e1\u30e2\u30ea\u3001\u30b9\u30c8\u30ec\u30fc\u30b8 \u30ea\u30bd\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<strong data-start=\"1852\" data-end=\"1866\">\u7570\u306a\u308b\u30c7\u30fc\u30bf\u30b7\u30e3\u30fc\u30c9\u3092\u540c\u6642\u306b\u51e6\u7406\u3059\u308b<\/strong>\u3001\u3055\u3089\u306b\u52b9\u7387\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n<h5 data-start=\"1877\" data-end=\"1887\">\u5217\u6307\u5411\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8<\/h5>\n<p class=\"\" data-start=\"1888\" data-end=\"1964\">\u30c7\u30fc\u30bf\u306f Redshift \u306e\u5217\u306b\u4fdd\u5b58\u3055\u308c\u3001\u5727\u7e2e\u3068 I\/O \u51e6\u7406\u304c\u6700\u9069\u5316\u3055\u308c\u307e\u3059\u3002 Redshift\u306f\u81ea\u52d5\u7684\u306b\u9069\u7528\u3057\u307e\u3059<strong data-start=\"1946\" data-end=\"1956\">\u52b9\u7387\u7684\u306a\u5727\u7e2e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/strong>\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u52b9\u7387\u3092\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4><strong>AWS Redshift\u306e\u4ed5\u7d44\u307f<\/strong><\/h4>\n<p class=\"\" data-start=\"1990\" data-end=\"2030\">Redshift \u306f\u3001\u6a19\u6e96 SQL \u306b\u57fa\u3065\u3044\u3066\u69cb\u7bc9\u3055\u308c\u305f\u6700\u65b0\u306e\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9 \u30c4\u30fc\u30eb\u3067\u3059\u3002\u30af\u30a8\u30ea\u5b9f\u884c\u30d7\u30ed\u30bb\u30b9\u306b\u306f\u4ee5\u4e0b\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n<ol data-start=\"2032\" data-end=\"2147\">\n<li class=\"\" data-start=\"2032\" data-end=\"2052\">\n<p class=\"\" data-start=\"2035\" data-end=\"2052\"><strong data-start=\"2035\" data-end=\"2046\">\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304c\u30af\u30a8\u30ea\u3092\u9001\u4fe1\u3059\u308b<\/strong>\u30ea\u30fc\u30c0\u30fc\u30ce\u30fc\u30c9\u3078;<\/p>\n<\/li>\n<li class=\"\" data-start=\"2053\" data-end=\"2082\">\n<p class=\"\" data-start=\"2056\" data-end=\"2082\">\u30ea\u30fc\u30c0\u30fc\u30ce\u30fc\u30c9\u306fSQL\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u307e\u3059<strong data-start=\"2068\" data-end=\"2081\">\u4e26\u5217\u5b9f\u884c\u30d7\u30e9\u30f3\u306b\u5909\u63db\u3059\u308b<\/strong>;<\/p>\n<\/li>\n<li class=\"\" data-start=\"2083\" data-end=\"2104\">\n<p class=\"\" data-start=\"2086\" data-end=\"2104\">\u30b5\u30d6\u30bf\u30b9\u30af\u306f\u5404\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30ce\u30fc\u30c9\u306e\u7570\u306a\u308b\u30b9\u30e9\u30a4\u30b9\u306b\u9001\u4fe1\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<li class=\"\" data-start=\"2105\" data-end=\"2132\">\n<p class=\"\" data-start=\"2108\" data-end=\"2132\"><strong data-start=\"2108\" data-end=\"2131\">\u5404\u30ce\u30fc\u30c9\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30b9\u30ad\u30e3\u30f3\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u8a08\u7b97\u306a\u3069\u306e\u64cd\u4f5c\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/strong>;<\/p>\n<\/li>\n<li class=\"\" data-start=\"2133\" data-end=\"2147\">\n<p class=\"\" data-start=\"2136\" data-end=\"2147\">\u7d50\u679c\u306f\u8981\u7d04\u3055\u308c\u3066\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306b\u8fd4\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<p class=\"\" data-start=\"2149\" data-end=\"2204\">MPP \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u304a\u304b\u3052\u3067\u3001Redshift \u306f TB \u30ec\u30d9\u30eb\u307e\u305f\u306f PB \u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u6570\u5206\u4ee5\u5185\u306b\u30af\u30a8\u30ea\u7d50\u679c\u3092\u8fd4\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u4e00\u822c\u7684\u306a\u4f7f\u7528\u30b7\u30ca\u30ea\u30aa<\/h4>\n<ul>\n<li><strong>\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u5206\u6790<\/strong><br \/>\nTableau\u3001Power BI\u3001Looker \u306a\u3069\u306e BI \u30c4\u30fc\u30eb\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3057\u3001\u8996\u899a\u7684\u306a\u30ec\u30dd\u30fc\u30c8\u3084\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u3059\u3070\u3084\u304f\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u7d71\u5408\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/strong><br \/>\nAmazon RDS\u3001\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001S3\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u304b\u3089\u30c7\u30fc\u30bf\u3092\u96c6\u7d04\u3057\u3001<strong>\u5206\u6790\u306e\u305f\u3081\u306e\u4e2d\u592e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/strong>\u3002<\/li>\n<li><strong>\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3068\u30e2\u30c7\u30ea\u30f3\u30b0<\/strong><br \/>\n\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u884c\u52d5\u5206\u6790\u3001\u30e6\u30fc\u30b6\u30fc\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u306a\u3069\u306e\u8907\u96d1\u306a\u5206\u6790\u30ed\u30b8\u30c3\u30af\u3084\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3059\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li><strong>ETL\u3068\u30c7\u30fc\u30bf\u524d\u51e6\u7406<\/strong><br \/>\nAWS Glue\u3001Glue DataBrew\u306a\u3069\u306e\u30b5\u30fc\u30d3\u30b9\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u69cb\u7bc9\u3067\u304d\u307e\u3059<strong>\u81ea\u52d5\u30c7\u30fc\u30bf\u51e6\u7406<\/strong>(ETL \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3) \u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u3068\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u306e\u52b9\u7387\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h4>Redshift \u306e\u4f7f\u7528\u306b\u95a2\u3059\u308b\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/h4>\n<ul>\n<li><strong>\u5206\u6563\u30ad\u30fc\u3068\u30bd\u30fc\u30c8\u30ad\u30fc\u306e\u8a2d\u8a08\u3092\u6700\u9069\u5316\u3059\u308b<\/strong>\u30af\u30a8\u30ea\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u3001\u30ce\u30fc\u30c9\u9593\u306e\u30c7\u30fc\u30bf\u8ee2\u9001\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u81ea\u52d5\u5727\u7e2e\u3068VACUUM\u6226\u7565\u3092\u6709\u52b9\u306b\u3059\u308b<\/strong>\u30c7\u30fc\u30bf \u30c6\u30fc\u30d6\u30eb\u306e\u6700\u9069\u306a\u69cb\u9020\u3092\u7dad\u6301\u3057\u307e\u3059\u3002<\/li>\n<li>\u69cb\u6210<strong>\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u7ba1\u7406 (WLM)<\/strong>\u30af\u30a8\u30ea\u306e\u512a\u5148\u9806\u4f4d\u3092\u9069\u5207\u306b\u5272\u308a\u5f53\u3066\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u7af6\u5408\u3092\u56de\u907f\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30af\u30a8\u30ea\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30e1\u30c8\u30ea\u30c3\u30af\u3092\u76e3\u8996\u3059\u308b<\/strong>I\/O \u8ca0\u8377\u3001\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3001\u30ce\u30fc\u30c9\u4f7f\u7528\u7387\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u4f7f\u7528\u7d50\u679c\u3092\u7d99\u7d9a\u7684\u306b\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h4>\u8981\u7d04\u3059\u308b<\/h4>\n<p>Amazon Redshift \u306f\u3001\u5305\u62ec\u7684\u3067\u9ad8\u6027\u80fd\u306a\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002\u305d\u306e<strong>\u8d85\u4e26\u5217\u51e6\u7406\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong>\u52b9\u7387\u7684\u306a\u5b9f\u884c\u30a8\u30f3\u30b8\u30f3\u3001\u67d4\u8edf\u306a\u30af\u30e9\u30b9\u30bf\u30fc\u62e1\u5f35\u6a5f\u80fd\u3001AWS \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7dca\u5bc6\u306a\u7d71\u5408\u306b\u3088\u308a\u3001Redshift \u306f\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3092\u6271\u3046\u73fe\u4ee3\u306e\u4f01\u696d\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u3088\u308a\u591a\u304f\u306e\u6d1e\u5bdf\u3092\u62bd\u51fa\u3057\u3001\u52b9\u7387\u7684\u306a\u5206\u6790\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3057\u305f\u3044\u3068\u304a\u8003\u3048\u306a\u3089\u3001<strong>AWS Redshift\u306f\u9593\u9055\u3044\u306a\u304f\u30b3\u30a2\u30c4\u30fc\u30eb\u3068\u3057\u3066\u9078\u3070\u308c\u308b<\/strong>\u3002<\/p>\n<p><strong>\u30aa\u30f3\u30af\u30e9\u30a6\u30c9AI<\/strong> \u5f0a\u793e\u306f\u516c\u5f0f AWS \u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u3057\u3066\u3001AWS 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