{"id":3295,"date":"2025-06-16T17:40:35","date_gmt":"2025-06-16T09:40:35","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=3295"},"modified":"2025-06-16T17:40:35","modified_gmt":"2025-06-16T09:40:35","slug":"the-complete-guide-to-aws-athena","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/ja\/aws-athena-\u5b8c\u5168\u30ac\u30a4\u30c9\/","title":{"rendered":"AWS Athena \u5b8c\u5168\u30ac\u30a4\u30c9"},"content":{"rendered":"<p data-start=\"104\" data-end=\"331\">\u4eca\u65e5\u306e\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306a\u30d3\u30b8\u30cd\u30b9\u74b0\u5883\u306b\u304a\u3044\u3066\u3001\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u8cc7\u7523\u306e\u8fc5\u901f\u306a\u5206\u6790\u3068\u5373\u6642\u306e\u30a4\u30f3\u30b5\u30a4\u30c8\u306b\u307e\u3059\u307e\u3059\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002AWS\u306e\u6b63\u898f\u4ee3\u7406\u5e97\u3068\u3057\u3066\u3001\u79c1\u305f\u3061\u306f\u304a\u5ba2\u69d8\u304c\u30af\u30e9\u30a6\u30c9\u4e0a\u3067\u52b9\u7387\u7684\u304b\u3064\u67d4\u8edf\u306a\u30c7\u30fc\u30bf\u5206\u6790\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u652f\u63f4\u3059\u308b\u3053\u3068\u306b\u5c3d\u529b\u3057\u3066\u3044\u307e\u3059\u3002 <strong data-start=\"196\" data-end=\"210\">AWS \u30a2\u30c6\u30ca<\/strong> \u2014\u2014 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Athena\u306f\u3001\u73fe\u4ee3\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u8ee2\u63db\u70b9\u3068\u306a\u308a\u307e\u3059\u3002\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u306e\u30af\u30a8\u30ea\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u3001\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3051\u308b\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u8ca0\u62c5\u3092\u8efd\u6e1b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30c7\u30fc\u30bf\u304b\u3089\u4fa1\u5024\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u306b\u96c6\u4e2d\u3067\u304d\u307e\u3059\u3002\u6700\u5927\u306e\u7279\u5fb4\u306f\u3001\u30c7\u30fc\u30bf\u79fb\u52d5\u3084\u8907\u96d1\u306aETL\u30d7\u30ed\u30bb\u30b9\u3092\u5fc5\u8981\u3068\u305b\u305a\u306b\u3001Amazon S3\u306b\u4fdd\u5b58\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u6a19\u6e96SQL\u30af\u30a8\u30ea\u3092\u76f4\u63a5\u5b9f\u884c\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u30b5\u30fc\u30d3\u30b9\u306e\u9769\u65b0\u7684\u306a\u70b9\u306f\u3001\u300cQuery as a Service\uff08\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u306e\u30af\u30a8\u30ea\uff09\u300d\u3068\u3044\u3046\u30b3\u30f3\u30bb\u30d7\u30c8\u306b\u3042\u308a\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u4e8b\u524d\u306b\u8a2d\u5b9a\u3057\u305f\u308a\u3001\u30ad\u30e3\u30d1\u30b7\u30c6\u30a3\u30d7\u30e9\u30f3\u30cb\u30f3\u30b0\u3092\u6c17\u306b\u3057\u305f\u308a\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u307e\u3057\u305f\u3002S3\u306b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3001\u30c6\u30fc\u30d6\u30eb\u69cb\u9020\u3092\u5b9a\u7fa9\u3059\u308b\u3060\u3051\u3067\u3001\u3059\u3050\u306b\u5206\u6790\u3092\u958b\u59cb\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u6280\u8853\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u8a73\u7d30\u306a\u5206\u6790<\/h4>\n<h5>\u30b3\u30a2\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30b9\u30bf\u30c3\u30af<\/h5>\n<p>Athena \u306e\u6280\u8853\u57fa\u76e4\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u4e3b\u8981\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u57fa\u3065\u3044\u3066\u69cb\u7bc9\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u30ec\u30d9\u30eb<\/strong>Athena\u306f\u3001\u5206\u6563SQL\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u3068\u3057\u3066Presto\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002Presto\u306e\u8a2d\u8a08\u7406\u5ff5\u306f\u300c\u30e1\u30e2\u30ea\u30d5\u30a1\u30fc\u30b9\u30c8\u300d\u306e\u4e26\u5217\u51e6\u7406\u3067\u3042\u308a\u3001\u30af\u30a8\u30ea\u8ca0\u8377\u3092\u8907\u6570\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ce\u30fc\u30c9\u306b\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306b\u5206\u6563\u3057\u307e\u3059\u3002\u30af\u30a8\u30ea\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u53d7\u4fe1\u3059\u308b\u3068\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u6700\u9069\u306a\u5b9f\u884c\u30d7\u30e9\u30f3\u3092\u81ea\u52d5\u7684\u306b\u751f\u6210\u3057\u3001\u52d5\u7684\u306a\u30ea\u30bd\u30fc\u30b9\u5272\u308a\u5f53\u3066\u306b\u3088\u3063\u3066\u30af\u30a8\u30ea\u52b9\u7387\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406<\/strong>\uff1a\u672c\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30c6\u30fc\u30d6\u30eb\u5b9a\u7fa9\u3001\u30d5\u30a3\u30fc\u30eb\u30c9\u30bf\u30a4\u30d7\u3001\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u60c5\u5831\u306e\u7ba1\u7406\u306bApache Hive\u4e92\u63db\u306e\u30e1\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u30b5\u30fc\u30d3\u30b9\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8a2d\u8a08\u306b\u3088\u308a\u3001\u65e2\u5b58\u306eHadoop\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u826f\u597d\u306a\u4e92\u63db\u6027\u304c\u78ba\u4fdd\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u30b9\u30c8\u30ec\u30fc\u30b8\u5c64\u306e\u7d71\u5408<\/strong>S3 \u304c\u4e3b\u306a\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3067\u3059\u304c\u3001Athena \u306f\u5b9f\u969b\u306b\u306f\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001NoSQL \u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u4ed6\u306e\u30af\u30e9\u30a6\u30c9 \u30b5\u30fc\u30d3\u30b9 \u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306e\u30b9\u30c8\u30ec\u30fc\u30b8 \u30b7\u30b9\u30c6\u30e0\u306a\u3069\u300130 \u3092\u8d85\u3048\u308b\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf \u30b3\u30cd\u30af\u30bf\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h5>\u30af\u30a8\u30ea\u5b9f\u884c\u30d7\u30ed\u30bb\u30b9<\/h5>\n<p>\u30e6\u30fc\u30b6\u30fc\u304c\u30af\u30a8\u30ea\u3092\u9001\u4fe1\u3059\u308b\u3068\u3001Athena \u306f\u6b21\u306e\u5b9f\u884c\u30d1\u30b9\u306b\u5f93\u3044\u307e\u3059\u3002<\/p>\n<ol>\n<li><strong>\u30af\u30a8\u30ea\u89e3\u6790<\/strong>\uff1a\u30b7\u30b9\u30c6\u30e0\u306f\u307e\u305aSQL\u69cb\u6587\u3092\u691c\u8a3c\u3057\u3001\u30af\u30a8\u30ea\u306e\u610f\u56f3\u3092\u89e3\u6790\u3057\u307e\u3059<\/li>\n<li><strong>\u30e1\u30bf\u30c7\u30fc\u30bf\u691c\u7d22<\/strong>: \u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u304b\u3089\u95a2\u9023\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u3068\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u306b\u95a2\u3059\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u60c5\u5831\u3092\u53d6\u5f97\u3057\u307e\u3059<\/li>\n<li><strong>\u5b9f\u884c\u8a08\u753b\u306e\u6700\u9069\u5316<\/strong>: \u30c7\u30fc\u30bf\u5206\u5e03\u3068\u30af\u30a8\u30ea\u30d1\u30bf\u30fc\u30f3\u306b\u57fa\u3065\u3044\u3066\u6700\u9069\u306a\u5b9f\u884c\u6226\u7565\u3092\u751f\u6210\u3059\u308b<\/li>\n<li><strong>\u4e26\u5217\u5b9f\u884c<\/strong>: \u30af\u30a8\u30ea\u30bf\u30b9\u30af\u3092\u8907\u6570\u306e\u4f5c\u696d\u30ce\u30fc\u30c9\u306b\u5206\u89e3\u3057\u3066\u4e26\u5217\u51e6\u7406\u3059\u308b<\/li>\n<li><strong>\u7d50\u679c\u306e\u96c6\u8a08<\/strong>: \u5404\u30ce\u30fc\u30c9\u306e\u51e6\u7406\u7d50\u679c\u3092\u53ce\u96c6\u3057\u3001\u6700\u5f8c\u306b\u30de\u30fc\u30b8\u3057\u307e\u3059<\/li>\n<li><strong>\u7d50\u679c\u306e\u6c38\u7d9a\u6027<\/strong>: \u30af\u30a8\u30ea\u7d50\u679c\u3092\u6307\u5b9a\u3055\u308c\u305fS3\u306e\u5834\u6240\u306b\u4fdd\u5b58\u3057\u307e\u3059<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h4>\u5fdc\u7528\u30b7\u30ca\u30ea\u30aa\u3068\u5b9f\u4f8b<\/h4>\n<h5>\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30ed\u30b0\u5206\u6790<\/h5>\n<p>DevOps\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u904b\u7528\u306b\u304a\u3044\u3066\u3001Athena\u306f\u30c6\u30e9\u30d0\u30a4\u30c8\u898f\u6a21\u306e\u30ed\u30b0\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001CloudTrail\u306e\u76e3\u67fb\u30ed\u30b0\u3092\u5206\u6790\u3059\u308b\u5834\u5408\u3001\u5f93\u6765\u306e\u65b9\u6cd5\u3067\u306f\u30ed\u30b0\u3092\u5c02\u7528\u306e\u30ed\u30b0\u5206\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u304c\u3001Athena\u306fS3\u306b\u3042\u308b\u5143\u306e\u30ed\u30b0\u30d5\u30a1\u30a4\u30eb\u306b\u5bfe\u3057\u3066\u8907\u96d1\u306a\u30af\u30a8\u30ea\u3092\u76f4\u63a5\u5b9f\u884c\u3057\u3001\u7570\u5e38\u306a\u30a2\u30af\u30bb\u30b9\u30d1\u30bf\u30fc\u30f3\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8105\u5a01\u3092\u8fc5\u901f\u306b\u7279\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n<h5>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u63a2\u7d22\u3068\u30de\u30a4\u30cb\u30f3\u30b0<\/h5>\n<p>S3\u4e0a\u306b\u69cb\u7bc9\u3055\u308c\u305f\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5411\u3051\u306b\u3001Athena\u306f\u4f4e\u30b3\u30b9\u30c8\u306e\u30c7\u30fc\u30bf\u63a2\u7d22\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u5c02\u7528\u306e\u5206\u6790\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u306e\u3092\u5f85\u3064\u3053\u3068\u306a\u304f\u3001SQL\u3092\u901a\u3058\u3066\u30c7\u30fc\u30bf\u54c1\u8cea\u3092\u8fc5\u901f\u306b\u691c\u8a3c\u3057\u3001\u30c7\u30fc\u30bf\u5206\u5e03\u3092\u63a2\u7d22\u3067\u304d\u307e\u3059\u3002<\/p>\n<h5>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30b5\u30a4\u30c8<\/h5>\n<p>Amazon QuickSight\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001Athena\u306f\u307b\u307c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30d3\u30b8\u30cd\u30b9\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u30b5\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001e\u30b3\u30de\u30fc\u30b9\u4f01\u696d\u306f\u3001\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u8907\u96d1\u306a\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u6280\u8853\u30b9\u30bf\u30c3\u30af\u3092\u7fd2\u5f97\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u58f2\u4e0a\u52d5\u5411\u3092\u76e3\u8996\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>AWS \u30c7\u30fc\u30bf\u30b5\u30fc\u30d3\u30b9\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306e\u6bd4\u8f03<\/h4>\n<p>AWS \u306e\u30c7\u30fc\u30bf\u5206\u6790\u30b5\u30fc\u30d3\u30b9\u30de\u30c8\u30ea\u30c3\u30af\u30b9\u306b\u304a\u3044\u3066\u3001Athena \u306f\u4ed6\u306e\u30b5\u30fc\u30d3\u30b9\u3068\u88dc\u5b8c\u95a2\u4fc2\u3092\u5f62\u6210\u3057\u307e\u3059\u3002<\/p>\n<h5>Athena vs Redshift: \u7570\u306a\u308b\u30dd\u30b8\u30b7\u30e7\u30cb\u30f3\u30b0\u6226\u7565<\/h5>\n<h5><strong>\u30a2\u30c6\u30ca\u306e\u5f37\u307f<\/strong>\uff1a<\/h5>\n<ul>\n<li>\u30a2\u30c9\u30db\u30c3\u30af\u30af\u30a8\u30ea\u3068\u63a2\u7d22\u7684\u30af\u30a8\u30ea<\/li>\n<li>\u4e0d\u898f\u5247\u306a\u30af\u30a8\u30ea\u30d1\u30bf\u30fc\u30f3<\/li>\n<li>\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u3092\u907f\u3051\u305f\u3044<\/li>\n<li>\u30b3\u30b9\u30c8\u91cd\u8996\u306e\u5206\u6790\u30b7\u30ca\u30ea\u30aa<\/li>\n<\/ul>\n<h5><strong>Redshift \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa<\/strong>\uff1a<\/h5>\n<ul>\n<li>\u6301\u7d9a\u7684\u306a\u9ad8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5fc5\u8981\u3068\u3059\u308b\u8907\u96d1\u306a\u5206\u6790<\/li>\n<li>\u591a\u6570\u306e\u540c\u6642\u30e6\u30fc\u30b6\u30fc<\/li>\n<li>\u304d\u3081\u7d30\u304b\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981<\/li>\n<li>\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u79fb\u884c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/li>\n<\/ul>\n<h5>AWS Glue \u3068\u306e\u76f8\u4e57\u52b9\u679c<\/h5>\n<p>AWS Glue \u306f\u3001\u6b21\u306e\u65b9\u6cd5\u3067\u30c7\u30fc\u30bf\u6e96\u5099\u30d5\u30a7\u30fc\u30ba\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>S3 \u5185\u306e\u30c7\u30fc\u30bf\u3092\u81ea\u52d5\u7684\u306b\u691c\u51fa\u3057\u3066\u5206\u985e\u3059\u308b<\/li>\n<li>\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u306e\u751f\u6210\u3068\u7dad\u6301<\/li>\n<li>\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u5909\u63db\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b<\/li>\n<li>Athena \u30af\u30a8\u30ea\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3059\u308b<\/li>\n<\/ul>\n<p>\u3053\u306e\u7d44\u307f\u5408\u308f\u305b\u306f\u3001\u591a\u69d8\u306a\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3092\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba \u30b7\u30ca\u30ea\u30aa\u306b\u7279\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u30b3\u30b9\u30c8\u69cb\u9020\u3068\u6700\u9069\u5316\u6226\u7565<\/h4>\n<h4>\u4fa1\u683c\u30e2\u30c7\u30eb\u306e\u8aac\u660e<\/h4>\n<h5><strong>\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u4fa1\u683c<\/strong>\uff1a<\/h5>\n<ul>\n<li>\u6a19\u6e96\u6599\u91d1: \u30b9\u30ad\u30e3\u30f3\u3055\u308c\u305f\u30c7\u30fc\u30bf1TB\u3042\u305f\u308a5\u30c9\u30eb<\/li>\n<li>\u6700\u5c0f\u8ab2\u91d1\u5358\u4f4d: 10MB<\/li>\n<li>\u8acb\u6c42\u7cbe\u5ea6: MB\u30ec\u30d9\u30eb\u306e\u7cbe\u5ea6<\/li>\n<li>\u30d5\u30ea\u30fc\u30a2\u30a4\u30c6\u30e0: DDL\u64cd\u4f5c\u3001\u5931\u6557\u3057\u305f\u30af\u30a8\u30ea\u3001\u30af\u30a8\u30ea\u306e\u30ad\u30e3\u30f3\u30bb\u30eb<\/li>\n<\/ul>\n<h5><strong>\u4e88\u7d04\u5bb9\u91cf\u30e2\u30fc\u30c9<\/strong>\uff1a<\/h5>\n<ul>\n<li>\u9069\u7528\u53ef\u80fd\u306a\u30b7\u30ca\u30ea\u30aa: \u4e88\u6e2c\u53ef\u80fd\u306a\u30ef\u30fc\u30af\u30ed\u30fc\u30c9<\/li>\n<li>\u6599\u91d1\u4f53\u7cfb: DPU\u6642\u9593\u3042\u305f\u308a0.30\u30c9\u30eb<\/li>\n<li>\u30ea\u30bd\u30fc\u30b9\u69cb\u6210: \u5404DPU = 4vCPU + 16GB\u30e1\u30e2\u30ea<\/li>\n<li>\u8ab2\u91d1\u65b9\u6cd5\uff1a1\u5206\u3054\u3068\u3001\u6700\u4f4e1\u6642\u9593<\/li>\n<\/ul>\n<h5><strong>Spark\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5b9f\u884c<\/strong>\uff1a<\/h5>\n<ul>\n<li>\u6599\u91d1: DPU\u6642\u9593\u3042\u305f\u308a0.35\u30c9\u30eb<\/li>\n<li>\u5229\u70b9: \u5b8c\u5168\u306b\u7ba1\u7406\u3055\u308c\u305f Spark \u30e9\u30f3\u30bf\u30a4\u30e0\u74b0\u5883<\/li>\n<li>\u9069\u7528\u53ef\u80fd\u306a\u30b7\u30ca\u30ea\u30aa: \u5927\u898f\u6a21\u30c7\u30fc\u30bf\u51e6\u7406\u304a\u3088\u3073\u6a5f\u68b0\u5b66\u7fd2\u30ef\u30fc\u30af\u30ed\u30fc\u30c9<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h4>\u30b3\u30b9\u30c8\u7ba1\u7406\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/h4>\n<h5><strong>\u30c7\u30fc\u30bf\u69cb\u6210\u306e\u6700\u9069\u5316<\/strong>\uff1a<\/h5>\n<ul>\n<li>\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30cb\u30f3\u30b0\u6226\u7565\u3092\u5b9f\u88c5\u3057\u3001\u6642\u9593\u3001\u5730\u57df\u3001\u307e\u305f\u306f\u30d3\u30b8\u30cd\u30b9\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30f3\u3054\u3068\u306b\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u5206\u5272\u3057\u307e\u3059\u3002<\/li>\n<li>\u5217\u6307\u5411\u30b9\u30c8\u30ec\u30fc\u30b8\u5f62\u5f0f\uff08Parquet\u3001ORC\uff09\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30b9\u30ad\u30e3\u30f3\u306e\u91cf\u309270\uff5e80%\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u5727\u7e2e\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u3001\u4fdd\u5b58\u304a\u3088\u3073\u8ee2\u9001\u30b3\u30b9\u30c8\u3092\u3055\u3089\u306b\u524a\u6e1b\u3057\u307e\u3059<\/li>\n<\/ul>\n<h5><strong>\u30af\u30a8\u30ea\u6700\u9069\u5316\u306e\u30d2\u30f3\u30c8<\/strong>\uff1a<\/h5>\n<ul>\n<li>SELECT *\u30af\u30a8\u30ea\u3092\u907f\u3051\u3001\u5fc5\u9808\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u660e\u793a\u7684\u306b\u6307\u5b9a\u3059\u308b<\/li>\n<li>\u30c7\u30fc\u30bf\u7bc4\u56f2\u3092\u5236\u9650\u3059\u308b\u305f\u3081\u306eWHERE\u53e5\u306e\u9069\u5207\u306a\u4f7f\u7528<\/li>\n<li>\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u30d7\u30eb\u30fc\u30cb\u30f3\u30b0\u3068\u30d7\u30ed\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u30d7\u30c3\u30b7\u30e5\u30c0\u30a6\u30f3\u306e\u6700\u9069\u5316\u3092\u6d3b\u7528\u3059\u308b<\/li>\n<\/ul>\n<h5><strong>\u76e3\u8996\u3068\u30ac\u30d0\u30ca\u30f3\u30b9<\/strong>\uff1a<\/h5>\n<ul>\n<li>AWS Cost Explorer\u30a2\u30e9\u30fc\u30c8\u3092\u8a2d\u5b9a\u3057\u3066\u7570\u5e38\u306a\u652f\u51fa\u3092\u76e3\u8996\u3059\u308b<\/li>\n<li>CloudWatch Logs \u306b\u3088\u308b\u30af\u30a8\u30ea\u30d1\u30bf\u30fc\u30f3\u306e\u5206\u6790<\/li>\n<li>\u30ea\u30bd\u30fc\u30b9\u306e\u4e71\u7528\u3092\u9632\u3050\u305f\u3081\u306e\u30af\u30a8\u30ea\u30ec\u30d3\u30e5\u30fc\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u78ba\u7acb\u3059\u308b<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h4>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6700\u9069\u5316\u3068\u904b\u7528\u30fb\u4fdd\u5b88\u306e\u5b9f\u8df5<\/h4>\n<h5>\u30c7\u30fc\u30bf\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08<\/h5>\n<p><strong>\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30cb\u30f3\u30b0\u6226\u7565\u8a2d\u8a08<\/strong>\uff1a\u7406\u60f3\u7684\u306b\u306f\u3001\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30cb\u30f3\u30b0\u306f\u30af\u30a8\u30ea\u306e\u30a2\u30af\u30bb\u30b9\u30d1\u30bf\u30fc\u30f3\u306b\u57fa\u3065\u3044\u3066\u884c\u3046\u3079\u304d\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u5834\u5408\u3001\u5358\u4e00\u30ec\u30d9\u30eb\u306e\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30cb\u30f3\u30b0\u3088\u308a\u3082\u3001\u5e74\/\u6708\/\u65e5\u306a\u3069\u306e\u968e\u5c64\u7684\u306a\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30cb\u30f3\u30b0\u306e\u65b9\u304c\u52b9\u679c\u7684\u3067\u3059\u3002\u5404\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u306e\u30c7\u30fc\u30bf\u91cf\u306f\u3001\u904e\u5270\u306a\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30cb\u30f3\u30b0\u306b\u3088\u308b\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3092\u56de\u907f\u3059\u308b\u305f\u3081\u3001\u9069\u5207\u306a\u7bc4\u56f2\uff08100MB\uff5e1GB\u7a0b\u5ea6\u3092\u63a8\u5968\uff09\u306b\u6291\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><strong>\u6700\u9069\u5316\u3055\u308c\u305f\u30d5\u30a1\u30a4\u30eb\u69cb\u6210<\/strong>\uff1a<\/p>\n<ul>\n<li>1\u3064\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u30b5\u30a4\u30ba\u306f128MB\u304b\u30891GB\u306e\u9593\u3067\u5236\u5fa1\u3055\u308c\u307e\u3059<\/li>\n<li>\u30af\u30a8\u30ea\u306e\u8d77\u52d5\u6642\u9593\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u3001\u591a\u6570\u306e\u5c0f\u3055\u306a\u30d5\u30a1\u30a4\u30eb\u306e\u4f7f\u7528\u306f\u907f\u3051\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u5727\u7e2e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08Snappy\u3001GZIP\u306a\u3069\uff09\u3092\u4f7f\u7528\u3057\u3066\u3001\u5727\u7e2e\u7387\u3068\u30af\u30a8\u30ea\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u3068\u308b<\/li>\n<\/ul>\n<h5>\u30af\u30a8\u30ea\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/h5>\n<p><strong>\u6307\u6a19\u3068\u7d71\u8a08<\/strong>Athena \u306f\u5f93\u6765\u306e B-tree \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u305b\u3093\u304c\u3001\u5217\u6307\u5411\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u7d44\u307f\u8fbc\u307f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u901a\u3058\u3066\u30af\u30a8\u30ea\u3092\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002\u30c6\u30fc\u30d6\u30eb\u7d71\u8a08\u3092\u5b9a\u671f\u7684\u306b\u66f4\u65b0\u3059\u308b\u3053\u3068\u3067\u3001\u30af\u30a8\u30ea\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u30fc\u306f\u3088\u308a\u512a\u308c\u305f\u5b9f\u884c\u30d7\u30e9\u30f3\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><strong>\u540c\u6642\u5b9f\u884c\u5236\u5fa1<\/strong>\u30ea\u30bd\u30fc\u30b9\u306e\u7af6\u5408\u3092\u907f\u3051\u308b\u305f\u3081\u3001\u540c\u6642\u5b9f\u884c\u30af\u30a8\u30ea\u306e\u6570\u3092\u9069\u5207\u306b\u5236\u5fa1\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u540c\u6642\u5b9f\u884c\u6570\u304c\u591a\u3044\u30b7\u30ca\u30ea\u30aa\u3067\u306f\u3001\u3088\u308a\u5b89\u5b9a\u3057\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001\u4e88\u7d04\u5bb9\u91cf\u30e2\u30fc\u30c9\u306e\u4f7f\u7528\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9<\/h4>\n<h5><strong>\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u30e1\u30ab\u30cb\u30ba\u30e0<\/strong>\uff1a<\/h5>\n<ul>\n<li>IAM\u30dd\u30ea\u30b7\u30fc\u3092\u4f7f\u7528\u3057\u3066\u304d\u3081\u7d30\u304b\u306a\u6a29\u9650\u5236\u5fa1\u3092\u5b9f\u88c5\u3059\u308b<\/li>\n<li>S3\u30d0\u30b1\u30c3\u30c8\u30dd\u30ea\u30b7\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3092\u5236\u9650\u3059\u308b<\/li>\n<li>AWS Lake Formation \u3092\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u30ec\u30d9\u30eb\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306e\u5b9f\u88c5<\/li>\n<\/ul>\n<h5><strong>\u30c7\u30fc\u30bf\u6697\u53f7\u5316<\/strong>\uff1a<\/h5>\n<ul>\n<li>S3 \u30b5\u30fc\u30d0\u30fc\u5074\u6697\u53f7\u5316 (SSE-S3\u3001SSE-KMS) \u3092\u30b5\u30dd\u30fc\u30c8<\/li>\n<li>\u30af\u30a8\u30ea\u7d50\u679c\u306f\u6697\u53f7\u5316\u3055\u308c\u305f\u5f62\u5f0f\u3067\u4fdd\u5b58\u3067\u304d\u307e\u3059<\/li>\n<li>\u8ee2\u9001\u4e2d\u306e\u30c7\u30fc\u30bf\u306fTLS\u3092\u4f7f\u7528\u3057\u3066\u6697\u53f7\u5316\u3055\u308c\u307e\u3059<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h4>\u76e3\u8996\u3068\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<\/h4>\n<h4>\u4e3b\u8981\u696d\u7e3e\u8a55\u4fa1\u6307\u6a19<\/h4>\n<h5><strong>\u30af\u30a8\u30ea\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u76e3\u8996<\/strong>\uff1a<\/h5>\n<ul>\n<li>\u30af\u30a8\u30ea\u5b9f\u884c\u6642\u9593\u306e\u50be\u5411<\/li>\n<li>\u30c7\u30fc\u30bf\u30b9\u30ad\u30e3\u30f3\u7d71\u8a08<\/li>\n<li>\u30af\u30a8\u30ea\u6210\u529f\u7387\u306e\u76e3\u8996<\/li>\n<li>\u540c\u6642\u30af\u30a8\u30ea\u6570\u306e\u8ffd\u8de1<\/li>\n<\/ul>\n<h5><strong>\u30b3\u30b9\u30c8\u76e3\u8996\u6307\u6a19<\/strong>\uff1a<\/h5>\n<ul>\n<li>\u65e5\u6b21\/\u6708\u6b21\u30af\u30a8\u30ea\u30b3\u30b9\u30c8\u306e\u50be\u5411<\/li>\n<li>\u30e6\u30fc\u30b6\u30fc\u307e\u305f\u306f\u90e8\u9580\u5225\u306e\u30b3\u30b9\u30c8\u914d\u5206<\/li>\n<li>\u30af\u30a8\u30ea\u52b9\u7387\u6307\u6570\uff08\u30b3\u30b9\u30c8\/\u30c7\u30fc\u30bf\u51e6\u7406\u91cf\uff09<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h4>\u3088\u304f\u3042\u308b\u8cea\u554f<\/h4>\n<h5><strong>\u30af\u30a8\u30ea\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u554f\u984c<\/strong>\uff1a<\/h5>\n<ul>\n<li>\u30c7\u30fc\u30bf\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u304c\u9069\u5207\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3059\u308b<\/li>\n<li>\u30af\u30a8\u30ea\u5b9f\u884c\u30d7\u30e9\u30f3\u3092\u5206\u6790\u3057\u3066\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u7279\u5b9a\u3059\u308b<\/li>\n<li>\u30c7\u30fc\u30bf\u5f62\u5f0f\u306e\u5909\u63db\u3068\u5727\u7e2e\u306e\u6700\u9069\u5316\u3092\u691c\u8a0e\u3059\u308b<\/li>\n<\/ul>\n<h5><strong>\u6a29\u9650\u95a2\u9023\u306e\u554f\u984c<\/strong>\uff1a<\/h5>\n<ul>\n<li>IAM\u30dd\u30ea\u30b7\u30fc\u8a2d\u5b9a\u3092\u78ba\u8a8d\u3059\u308b<\/li>\n<li>S3\u30d0\u30b1\u30c3\u30c8\u306e\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3092\u78ba\u8a8d\u3059\u308b<\/li>\n<li>\u30af\u30ed\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u30a2\u30af\u30bb\u30b9\u8a2d\u5b9a\u3092\u78ba\u8a8d\u3059\u308b<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h4>\u8981\u7d04\u3059\u308b<\/h4>\n<p>AWS 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