{"id":428,"date":"2017-12-10T18:51:41","date_gmt":"2017-12-10T09:51:41","guid":{"rendered":"http:\/\/www.stay-ko.be\/?p=428"},"modified":"2017-12-10T18:53:46","modified_gmt":"2017-12-10T09:53:46","slug":"solutionarchitect-pro-aws-emr","status":"publish","type":"post","link":"http:\/\/stay-ko.be\/aws\/solutionarchitect-pro-aws-emr\/","title":{"rendered":"[SolutionArchitect Pro] Amazon Elastic Map Reduce \u2013 EMR \u2013"},"content":{"rendered":"<h1>Amazon EMR<\/h1>\n<ul>\n<li>Amazon EMR \u306f\u3001EC2 \u304a\u3088\u3073 S3 \u306e web \u30b9\u30b1\u30fc\u30eb\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u4e0a\u3067\u5b9f\u884c\u3055\u308c\u3066\u3044\u308b\u30db\u30b9\u30c8\u578b Hadoop \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u5229\u7528\u3059\u308b Web \u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/li>\n<li>EMR \u306f\u3001\u4f01\u696d\u3001\u7814\u7a76\u8005\u3001\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8\u3001\u304a\u3088\u3073\u958b\u767a\u8005\u304c\u3001\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u304b\u3064\u30b3\u30b9\u30c8\u52b9\u7387\u3088\u304f\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<li>EMR\n<ul>\n<li>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u3042\u308b\u5206\u6563\u30c7\u30fc\u30bf\u51e6\u7406\u30a8\u30f3\u30b8\u30f3\u3068\u3057\u3066 Apache Hadoop \u3092\u4f7f\u7528\u3057\u3001\u30b3\u30e2\u30c7\u30a3\u30c6\u30a3\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u5927\u898f\u6a21\u30af\u30e9\u30b9\u30bf\u3067\u5b9f\u884c\u3055\u308c\u308b\u30c7\u30fc\u30bf\u96c6\u7d04\u578b\u306e\u5206\u6563\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b Java \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2<\/li>\n<li>\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u8fc5\u901f\u304b\u3064\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u554f\u984c\u306b\u6700\u9069<\/li>\n<li>Hadoop \u30af\u30e9\u30b9\u30bf\u30fc\u307e\u305f\u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u5bb9\u91cf\u306e\u6642\u9593\u306e\u304b\u304b\u308b\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3001\u7ba1\u7406\u3001\u307e\u305f\u306f\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5fc3\u914d\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u5927\u304d\u306a\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u305f\u308a\u5206\u6790\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>Web \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3001\u30c7\u30fc\u30bf\u30de\u30a4\u30cb\u30f3\u30b0\u3001\u30ed\u30b0\u30d5\u30a1\u30a4\u30eb\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u8ca1\u52d9\u5206\u6790\u3001\u79d1\u5b66\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u30d0\u30a4\u30aa\u30a4\u30f3\u30d5\u30a9\u30de\u30c6\u30a3\u30af\u30b9\u7814\u7a76\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5bfe\u3057\u3066\u3001\u30c7\u30fc\u30bf\u96c6\u7d04\u578b\u306e\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u30af\u30e9\u30b9\u30bf\u3092\u8d77\u52d5\u3059\u308b\u305f\u3081\u306e web \u30b5\u30fc\u30d3\u30b9\u30fb\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u3001\u30af\u30e9\u30b9\u30bf\u306b\u5bfe\u3059\u308b\u51e6\u7406\u8ca0\u8377\u306e\u9ad8\u3044\u8a08\u7b97\u3092\u76e3\u8996<\/li>\n<li>\u4f7f\u7528\u4f8b\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u51e6\u7406\u3059\u308b\u5834\u5408\u3084\u3001\u6570\u5206\u4ee5\u5185\u306b Apache Spark \u307e\u305f\u306f\u30b9\u30c8\u30fc\u30e0\u304c\u3088\u308a\u826f\u3044\u30aa\u30d7\u30b7\u30e7\u30f3\u306b\u306a\u308b\u5834\u5408\u306b\u3001\u4e00\u822c\u7684\u306a\u51e6\u7406\u6642\u9593\u306e\u671f\u9593\u3092\u6570\u6642\u9593\u3067\u6e2c\u5b9a\u3059\u308b\u30d0\u30c3\u30c1\u51e6\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li>EMR \u306f\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u3001\u30b9\u30dd\u30c3\u30c8\u3001\u30ea\u30b6\u30fc\u30d6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u30b5\u30dd\u30fc\u30c8<\/li>\n<li>EMR \u306f\u3001\u540c\u3058 EC2 \u30a2\u30d9\u30a4\u30e9\u30d3\u30ea\u30c6\u30a3\u30fc\u30be\u30fc\u30f3\u5185\u306e\u7279\u5b9a\u306e\u30af\u30e9\u30b9\u30bf\u306e\u3059\u3079\u3066\u306e\u30ce\u30fc\u30c9\u3092\u8d77\u52d5\u3057\u3001\u3088\u308a\u9ad8\u3044\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u901f\u5ea6\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n<li>EMR \u306f\u3001\u6a19\u6e96\u3001\u9ad8 CPU\u3001\u9ad8\u30e1\u30e2\u30ea\u3001\u30af\u30e9\u30b9\u30bf\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u9ad8 i\/o\u3001\u9ad8\u30b9\u30c8\u30ec\u30fc\u30b8\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a EC2 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30bf\u30a4\u30d7\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\n<ul>\n<li>\u6a19\u6e96\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u306f\u3001\u307b\u3068\u3093\u3069\u306e\u6c4e\u7528\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u305f CPU \u6bd4\u7387\u306e\u30e1\u30e2\u30ea\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li>\u9ad8 CPU \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u30e1\u30e2\u30ea (RAM) \u3088\u308a\u3082\u6bd4\u4f8b\u3057\u3066 cpu \u30ea\u30bd\u30fc\u30b9\u3092\u6d88\u8cbb\u3057\u3001\u8a08\u7b97\u8ca0\u8377\u306e\u9ad8\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li>\u9ad8\u30e1\u30e2\u30ea\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u3001\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u7528\u306e\u5927\u304d\u306a\u30e1\u30e2\u30ea\u30b5\u30a4\u30ba\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li>\u30af\u30e9\u30b9\u30bf\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5897\u52a0\u306b\u6bd4\u4f8b\u3057\u3066\u9ad8\u3044 CPU \u3092\u6301\u3061\u3001\u9ad8\u6027\u80fd\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 (HPC) \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u305d\u306e\u4ed6\u306e\u8981\u6c42\u306e\u53b3\u3057\u3044\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30d0\u30a4\u30f3\u30c9\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li>\u9ad8\u30b9\u30c8\u30ec\u30fc\u30b8\u30fb\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f24\u53f0\u306e\u30c7\u30a3\u30b9\u30af\u306b 48 TB \u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u63d0\u4f9b\u3057\u3001\u30c7\u30fc\u30bf\u30fb\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3084\u30ed\u30b0\u51e6\u7406\u306a\u3069\u306e\u975e\u5e38\u306b\u5927\u304d\u306a\u30c7\u30fc\u30bf\u30fb\u30bb\u30c3\u30c8\u3078\u306e\u30b7\u30fc\u30b1\u30f3\u30b7\u30e3\u30eb\u30fb\u30a2\u30af\u30bb\u30b9\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u6642\u9593\u5358\u4f4d\u3067\u306e EMR \u6599\u91d1\u3059\u306a\u308f\u3061\u3001\u30af\u30e9\u30b9\u30bf\u304c\u5b9f\u884c\u3055\u308c\u308b\u3068\u3001\u6599\u91d1\u306f\u5168\u4f53\u306e\u6bce\u6642\u9069\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>EMR \u306f CloudTrail \u3068\u7d71\u5408\u3057\u3066 AWS API \u547c\u3073\u51fa\u3057\u3092\u8a18\u9332<\/li>\n<\/ul>\n<p><strong>NOTE: \u4e3b\u306bSolution Architect Professional \u8a66\u9a13\u306e\u30c8\u30d4\u30c3\u30af<\/strong><\/p>\n<h2>EMR \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/h2>\n<ul>\n<li>Amazon EMR \u306f\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30a8\u30f3\u30b8\u30f3\u3068\u3057\u3066\u3001\u696d\u754c\u3067\u5b9f\u8a3c\u6e08\u307f\u306e\u30d5\u30a9\u30fc\u30eb\u30c8\u30c8\u30ec\u30e9\u30f3\u30c8 Hadoop \u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<li>Hadoop \u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eJava\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3042\u308a\u3001\u30b3\u30e2\u30c7\u30a3\u30c6\u30a3\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u5927\u898f\u6a21\u30af\u30e9\u30b9\u30bf\u4e0a\u3067\u5b9f\u884c\u3055\u308c\u308b\u30c7\u30fc\u30bf\u96c6\u7d04\u578b\u5206\u6563\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n<li>Hadoop \u306f\u3001\u30c7\u30fc\u30bf\u3092\u8907\u6570\u306e\u30b5\u30d6\u30bb\u30c3\u30c8\u306b\u5206\u5272\u3057\u3001\u5404\u30b5\u30d6\u30bb\u30c3\u30c8\u30921\u3064\u4ee5\u4e0a\u306e EC2 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u5272\u308a\u5f53\u3066\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001EC2 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u304c\u30c7\u30fc\u30bf\u306e1\u3064\u306e\u30b5\u30d6\u30bb\u30c3\u30c8\u306e\u51e6\u7406\u306b\u5931\u6557\u3057\u305f\u5834\u5408\u3001\u5225\u306e Amazon EC2 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u7d50\u679c\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>EMR \u306f\u3001\u30de\u30b9\u30bf\u30fc\u30ce\u30fc\u30c9\u30011\u3064\u4ee5\u4e0a\u306e\u30b9\u30ec\u30fc\u30d6\u30ce\u30fc\u30c9\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\n<ul>\n<li>\u30de\u30b9\u30bf\u30fc\u30ce\u30fc\u30c9\n<ul>\n<li>EMR \u306f\u73fe\u5728\u3001\u30de\u30b9\u30bf\u30fc\u30ce\u30fc\u30c9\u307e\u305f\u306f\u30de\u30b9\u30bf\u30fc\u30ce\u30fc\u30c9\u306e\u72b6\u614b\u56de\u5fa9\u306e\u81ea\u52d5\u30d5\u30a7\u30fc\u30eb\u30aa\u30fc\u30d0\u30fc\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u305b\u3093<\/li>\n<li>\u30de\u30b9\u30bf\u30fc\u30ce\u30fc\u30c9\u304c\u30c0\u30a6\u30f3\u3057\u305f\u5834\u5408\u3001EMR \u30af\u30e9\u30b9\u30bf\u30fc\u306f\u7d42\u4e86\u3057\u3001\u30b8\u30e7\u30d6\u3092\u518d\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u30b9\u30ec\u30fc\u30d6\u30ce\u30fc\u30c9-\u30b3\u30a2\u30ce\u30fc\u30c9\u3068\u30bf\u30b9\u30af\u30ce\u30fc\u30c9\n<ul>\n<li>\u30b3\u30a2\u30ce\u30fc\u30c9\n<ul>\n<li>Hadoop \u5206\u6563\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0 (HDFS) \u3092\u4f7f\u7528\u3057\u3066\u6c38\u7d9a\u7684\u306a\u30c7\u30fc\u30bf\u3092\u30db\u30b9\u30c8\u3057\u3001Hadoop \u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b<\/li>\n<li>\u65e2\u5b58\u306e\u30af\u30e9\u30b9\u30bf\u3067\u306e\u5897\u52a0\u304c\u53ef\u80fd<\/li>\n<\/ul>\n<\/li>\n<li>\u30bf\u30b9\u30af\u30ce\u30fc\u30c9\n<ul>\n<li>Hadoop \u30bf\u30b9\u30af\u306e\u307f\u3092\u5b9f\u884c\u3059\u308b<\/li>\n<li>\u65e2\u5b58\u306e\u30af\u30e9\u30b9\u30bf\u3067\u5897\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li>EMR \u306f\u30b9\u30ec\u30fc\u30d6\u969c\u5bb3\u306b\u5bfe\u3057\u3066\u30d5\u30a9\u30fc\u30eb\u30c8\u30c8\u30ec\u30e9\u30f3\u30c8\u3067\u3042\u308a\u3001\u30b9\u30ec\u30fc\u30d6\u30ce\u30fc\u30c9\u304c\u30c0\u30a6\u30f3\u3057\u305f\u5834\u5408\u306b\u30b8\u30e7\u30d6\u306e\u5b9f\u884c\u3092\u7d99\u7d9a\u3057\u307e\u3059\u3002<\/li>\n<li>\u73fe\u5728\u3001EMR \u306f\u969c\u5bb3\u304c\u767a\u751f\u3057\u305f\u30b9\u30ec\u30fc\u30d6\u3092\u5f15\u304d\u7d99\u3050\u305f\u3081\u306b\u5225\u306e\u30ce\u30fc\u30c9\u3092\u81ea\u52d5\u7684\u306b\u30d7\u30ed\u30d3\u30b8\u30e7\u30cb\u30f3\u30b0\u3057\u307e\u305b\u3093<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>EMR \u306f\u3001\u53ef\u80fd\u306a\u30d6\u30fc\u30c8\u30b9\u30c8\u30e9\u30c3\u30d7\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\n<ul>\n<li>\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u5b9f\u884c\u524d\u306b\u30ab\u30b9\u30bf\u30e0\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<li>\u30af\u30e9\u30b9\u30bf\u3092\u5b9f\u884c\u3059\u308b\u524d\u306b\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u307e\u305f\u306f\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u69cb\u6210\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>EMR \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/h2>\n<ul>\n<li>EMR \u30af\u30e9\u30b9\u30bf\u30fc\u306f\u3001\u30de\u30b9\u30bf\u3068\u30b9\u30ec\u30fc\u30d6\u306e\u7570\u306a\u308b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b0\u30eb\u30fc\u30d7\u304b\u3089\u958b\u59cb\u3055\u308c\u307e\u3059\u3002\n<ul>\n<li>\u30de\u30b9\u30bf\u30fc\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b0\u30eb\u30fc\u30d7\n<ul>\n<li>\u30b5\u30fc\u30d3\u30b9\u3068\u901a\u4fe1\u3059\u308b\u305f\u3081\u306e\u30dd\u30fc\u30c8\u304c\u958b\u3044\u3066\u3044\u307e\u3059\u3002<\/li>\n<li>SSH \u30dd\u30fc\u30c8\u3092\u958b\u3044\u3066\u3001\u8d77\u52d5\u6642\u306b\u6307\u5b9a\u3055\u308c\u305f\u30ad\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u76f4\u63a5 SSH \u3092\u8a31\u53ef\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u30b9\u30ec\u30fc\u30d6\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b0\u30eb\u30fc\u30d7\n<ul>\n<li>\u30de\u30b9\u30bf\u30fc\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3068\u306e\u5bfe\u8a71\u306e\u307f\u3092\u8a31\u53ef\u3057\u307e\u3059\u3002<\/li>\n<li>\u30b9\u30ec\u30fc\u30d6\u30ce\u30fc\u30c9\u3078\u306e SSH \u306f\u3001\u30de\u30b9\u30bf\u30ce\u30fc\u30c9\u3068\u30b9\u30ec\u30fc\u30d6\u30ce\u30fc\u30c9\u306e\u9593\u3067 SSH \u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b0\u30eb\u30fc\u30d7\u306f\u3001\u7570\u306a\u308b\u30a2\u30af\u30bb\u30b9\u898f\u5247\u3067\u69cb\u6210\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/stay-ko.be\/wp-content\/uploads\/2017\/12\/10171600\/EMR_00.png\" data-rel=\"lightbox-image-0\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" src=\"https:\/\/stay-ko.be\/wp-content\/uploads\/2017\/12\/10171600\/EMR_00-676x434.png\" alt=\"EMR \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\" width=\"676\" height=\"434\" class=\"aligncenter size-large wp-image-1007\" srcset=\"https:\/\/stay-ko.be\/wp-content\/uploads\/2017\/12\/10171600\/EMR_00-676x434.png 676w, https:\/\/stay-ko.be\/wp-content\/uploads\/2017\/12\/10171600\/EMR_00-300x193.png 300w, https:\/\/stay-ko.be\/wp-content\/uploads\/2017\/12\/10171600\/EMR_00-768x493.png 768w, https:\/\/stay-ko.be\/wp-content\/uploads\/2017\/12\/10171600\/EMR_00-600x385.png 600w, https:\/\/stay-ko.be\/wp-content\/uploads\/2017\/12\/10171600\/EMR_00.png 787w\" sizes=\"(max-width: 676px) 100vw, 676px\" \/><\/a><\/p>\n<ul>\n<li>EMR \u306f\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u69cb\u6210\u306e\u4f7f\u7528\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\n<ul>\n<li>\u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6b8b\u308a\u306e\u90e8\u5206\u3092\u6697\u53f7\u5316\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059, \u8ee2\u9001\u4e2d\u306e\u30c7\u30fc\u30bf, \u307e\u305f\u306f\u305d\u306e\u4e21\u65b9<\/li>\n<li>EMR \u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0 (EMRFS)\u3001\u30ed\u30fc\u30ab\u30eb\u30c7\u30a3\u30b9\u30af\u6697\u53f7\u5316\u3001\u304a\u3088\u3073\u8ee2\u9001\u4e2d\u306e\u6697\u53f7\u5316\u306b\u3088\u308b S3 \u6697\u53f7\u5316\u306e\u8a2d\u5b9a\u3092\u6307\u5b9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u518d\u5229\u7528\u53ef\u80fd\u306a\u30af\u30e9\u30b9\u30bf\u69cb\u6210\u3067\u306f\u306a\u304f EMR \u306b\u683c\u7d0d\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>AWS KMS \u306b\u3088\u3063\u3066\u7ba1\u7406\u3055\u308c\u308b\u30ad\u30fc\u3001S3 \u306b\u3088\u3063\u3066\u7ba1\u7406\u3055\u308c\u308b\u30ad\u30fc\u3001\u304a\u3088\u3073\u63d0\u4f9b\u3059\u308b\u30ab\u30b9\u30bf\u30e0\u30d7\u30ed\u30d0\u30a4\u30c0\u304b\u3089\u306e\u30ad\u30fc\u3068\u8a3c\u660e\u66f8\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u304b\u3089\u9078\u629e\u3067\u304d\u308b\u67d4\u8edf\u6027\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li>EMRFS \u3092\u4f7f\u7528\u3057\u305f S3 \u4fdd\u5b58\u30c7\u30fc\u30bf\u306e\u6697\u53f7\u5316\n<ul>\n<li>EMRFS \u306f\u3001\u30b5\u30fc\u30d0\u30fc\u5074 (SSE-S3\u3001SSE-KMS) \u3068\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5074\u306e\u6697\u53f7\u5316 (CSE-KMS \u307e\u305f\u306f CSE-\u30ab\u30b9\u30bf\u30e0) \u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li>EMRFS \u306b\u3088\u308b S3 SSE \u304a\u3088\u3073 CSE \u306e\u6697\u53f7\u5316\u306f\u3001\u76f8\u4e92\u306b\u6392\u4ed6\u7684\u3067\u3059\u3002\u3069\u3061\u3089\u304b1\u3064\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001\u4e21\u65b9\u3067\u306f\u306a\u3044<\/li>\n<li>\u30c8\u30e9\u30f3\u30b9\u30dd\u30fc\u30c8\u5c64\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 (TLS) \u306f\u3001EMR \u30af\u30e9\u30b9\u30bf\u30fc\u30ce\u30fc\u30c9\u3068 S3 \u9593\u306e\u8ee2\u9001\u4e2d\u306b EMRFS \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u6697\u53f7\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u30ed\u30fc\u30ab\u30eb\u30c7\u30a3\u30b9\u30af\u4fdd\u7ba1\u30c7\u30fc\u30bf\u306e\u6697\u53f7\u5316\n<ul>\n<li><strong>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e HDFS \u6697\u53f7\u5316<\/strong>\n<ul>\n<li>HDFS \u306f\u5206\u6563\u51e6\u7406\u4e2d\u306b\u30af\u30e9\u30b9\u30bf\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u9593\u3067\u30c7\u30fc\u30bf\u3092\u4ea4\u63db\u3057\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30b9\u30c8\u30a2\u30dc\u30ea\u30e5\u30fc\u30e0\u3068\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u30a2\u30bf\u30c3\u30c1\u3055\u308c\u305f EBS \u30dc\u30ea\u30e5\u30fc\u30e0\u306b\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u66f8\u304d\u3057\u307e\u3059\u3002<\/li>\n<li>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e Hadoop \u6697\u53f7\u5316\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u6709\u52b9\u306b\u306a\u3063\u3066\u3044\u308b\n<ul>\n<li>\u30bb\u30ad\u30e5\u30a2 Hadoop RPC \u306f\u3001\u7c21\u6613\u8a8d\u8a3c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5c64 (SASL) \u3092\u4f7f\u7528\u3059\u308b &#8220;\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc&#8221; \u306b\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<li>HDFS \u30d6\u30ed\u30c3\u30af\u30c7\u30fc\u30bf\u8ee2\u9001\u306e\u30c7\u30fc\u30bf\u6697\u53f7\u5316\u306f true \u306b\u8a2d\u5b9a\u3055\u308c\u3066\u304a\u308a\u3001AES 256 \u6697\u53f7\u5316\u3092\u4f7f\u7528\u3059\u308b\u3088\u3046\u306b\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li><strong>LUKS<\/strong>. HDFS \u6697\u53f7\u5316\u306b\u52a0\u3048\u3066\u3001Amazon EC2 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30b9\u30c8\u30a2\u30dc\u30ea\u30e5\u30fc\u30e0 (\u30d6\u30fc\u30c8\u30dc\u30ea\u30e5\u30fc\u30e0\u3092\u9664\u304f) \u3068\u3001\u30a2\u30bf\u30c3\u30c1\u3055\u308c\u305f Amazon EBS \u30dc\u30ea\u30e5\u30fc\u30e0\u306e\u30af\u30e9\u30b9\u30bf\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u3001LUKS \u3092\u4f7f\u7528\u3057\u3066\u6697\u53f7\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u8ee2\u9001\u4e2d\u306e\u30c7\u30fc\u30bf\u6697\u53f7\u5316\n<ul>\n<li>2\u3064\u306e\u65b9\u6cd5\u306e\u3044\u305a\u308c\u304b\u3067\u3001\u8ee2\u9001\u4e2d\u306e\u6697\u53f7\u5316\u306b\u4f7f\u7528\u3055\u308c\u308b\u6697\u53f7\u5316\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8:\n<ul>\n<li>S3 \u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u8a3c\u660e\u66f8\u306e zip \u30d5\u30a1\u30a4\u30eb\u3092\u63d0\u4f9b\u3059\u308b<\/li>\n<li>\u307e\u305f\u306f\u6697\u53f7\u5316\u30a2\u30fc\u30c1\u30d5\u30a1\u30af\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u30ab\u30b9\u30bf\u30e0 Java \u30af\u30e9\u30b9\u3092\u53c2\u7167\u3059\u308b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>EMR \u30af\u30e9\u30b9\u30bf\u30fc\u306e\u7a2e\u985e<\/h2>\n<ul>\n<li>EMR \u306b\u306f2\u3064\u306e\u30af\u30e9\u30b9\u30bf\u30bf\u30a4\u30d7\u304c\u3042\u308a\u3001\u4e00\u6642\u7684\u3068\u6c38\u7d9a\u7684<\/li>\n<li>\u4e00\u6642 EMR \u30af\u30e9\u30b9\u30bf\n<ul>\n<li>\u4e00\u6642 EMR \u30af\u30e9\u30b9\u30bf\u30fc\u306f\u3001\u30b8\u30e7\u30d6\u307e\u305f\u306f\u30b9\u30c6\u30c3\u30d7 (\u4e00\u9023\u306e\u30b8\u30e7\u30d6) \u304c\u5b8c\u4e86\u3057\u305f\u3068\u304d\u306b\u30b7\u30e3\u30c3\u30c8\u30c0\u30a6\u30f3\u3059\u308b\u30af\u30e9\u30b9\u30bf\u3067\u3059\u3002<\/li>\n<li>\u4e00\u6642 EMR \u30af\u30e9\u30b9\u30bf\u30fc\u304c\u4f7f\u7528\u3067\u304d\u308b\u30b7\u30c1\u30e5\u30a8\u30fc\u30b7\u30e7\u30f3\n<ul>\n<li>1\u65e5\u3042\u305f\u308a\u306e EMR \u51e6\u7406\u6642\u9593\u306e\u5408\u8a08\u6570 &lt; 24 \u6642\u9593\u3068\u3001\u4f7f\u7528\u3055\u308c\u3066\u3044\u306a\u3044\u3068\u304d\u306b\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u30b7\u30e3\u30c3\u30c8\u30c0\u30a6\u30f3\u3059\u308b\u3053\u3068\u304c\u6709\u76ca\u3067\u3059\u3002<\/li>\n<li>HDFS \u3092\u30d7\u30e9\u30a4\u30de\u30ea\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u3057\u3066\u4f7f\u7528\u3059\u308b\u3002<\/li>\n<li>\u30b8\u30e7\u30d6\u51e6\u7406\u306f\u96c6\u4e2d\u7684\u3067\u53cd\u5fa9\u7684\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u6c38\u7d9a EMR \u30af\u30e9\u30b9\u30bf\u30fc\n<ul>\n<li>\u6c38\u7d9a EMR \u30af\u30e9\u30b9\u30bf\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30b8\u30e7\u30d6\u304c\u5b8c\u4e86\u3057\u305f\u5f8c\u3082\u5f15\u304d\u7d9a\u304d\u5b9f\u884c\u3055\u308c\u307e\u3059<\/li>\n<li>\u6c38\u7d9a EMR \u30af\u30e9\u30b9\u30bf\u30fc\u304c\u4f7f\u7528\u3067\u304d\u308b\u30b7\u30c1\u30e5\u30a8\u30fc\u30b7\u30e7\u30f3\n<ul>\n<li>\u591a\u304f\u306e\u5834\u5408\u3001\u524d\u306e\u30b8\u30e7\u30d6\u306e\u5f8c\u3067\u30af\u30e9\u30b9\u30bf\u3092\u5b9f\u884c\u3057\u3066\u304a\u304f\u3068\u6709\u76ca\u306a\u51e6\u7406\u30b8\u30e7\u30d6\u304c\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u51e6\u7406\u30b8\u30e7\u30d6\u306b\u306f\u3001\u4e92\u3044\u306b\u5165\u529b\u51fa\u529b\u306e\u4f9d\u5b58\u95a2\u4fc2\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li>\u307e\u308c\u306b\u3001S3 \u3067\u306f\u306a\u304f HDFS \u306b\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b\u65b9\u304c\u8cbb\u7528\u5bfe\u52b9\u679c\u304c\u9ad8\u3044\u5834\u5408<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>EMR \u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/h2>\n<ul>\n<li>\u30c7\u30fc\u30bf\u79fb\u884c\n<ul>\n<li>2\u3064\u306e\u30c4\u30fc\u30eb &#8211; S3DistCp \u3068 DistCp &#8211; \u30ed\u30fc\u30ab\u30eb\uff08\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\uff09 HDFS \u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u683c\u7d0d\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092 S3 \u306b\u3001S3 \u304b\u3089 HDFS \u306b\u3001S3 \u3068\u30ed\u30fc\u30ab\u30eb\u30c7\u30a3\u30b9\u30af\uff08\u975eHDFS\uff09\u3092 S3 \u306b\u79fb\u52d5\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>AWS \u306e\u30a4\u30f3\u30dd\u30fc\u30c8\/\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u304a\u3088\u3073\u30c0\u30a4\u30ec\u30af\u30c8\u30b3\u30cd\u30af\u30c8\u306f\u3001\u30c7\u30fc\u30bf\u306e\u79fb\u52d5\u306b\u3082\u8003\u616e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u30c7\u30fc\u30bf\u53ce\u96c6\n<ul>\n<li>Apache Flume \u306f\u3001\u5927\u91cf\u306e\u30ed\u30b0\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u53ce\u96c6\u3001\u96c6\u7d04\u3001\u304a\u3088\u3073\u79fb\u52d5\u3059\u308b\u305f\u3081\u306e\u3001\u5206\u6563\u578b\u3067\u4fe1\u983c\u6027\u304c\u9ad8\u304f\u5229\u7528\u53ef\u80fd\u306a\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/li>\n<li>Flume \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\uff08Web\u30b5\u30fc\u30d0\u30fc\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b5\u30fc\u30d0\u30fc\u306a\u3069\uff09\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30b3\u30ec\u30af\u30bf\u30fc\u306b\u63d0\u4f9b\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306f\u3001S3 \u3084 HDFS \u306a\u3069\u306e\u6c38\u7d9a\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u4fdd\u5b58\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li>\u30c7\u30fc\u30bf\u96c6\u7d04\n<ul>\n<li>\u30c7\u30fc\u30bf\u96c6\u7d04\u3068\u306f\u3001\u500b\u3005\u306e\u30c7\u30fc\u30bf\u30ec\u30b3\u30fc\u30c9 (\u30ed\u30b0\u30ec\u30b3\u30fc\u30c9\u306a\u3069) \u3092\u53ce\u96c6\u3057\u3001\u305d\u308c\u3089\u3092\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u306e\u5927\u898f\u6a21\u306a\u30d0\u30f3\u30c9\u30eb\u306b\u7d50\u5408\u3059\u308b\u6280\u6cd5\u3092\u6307\u3057\u307e\u3059\u3002\u5c0f\u3055\u306a\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u5927\u304d\u306a\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3059\u308b<\/li>\n<li>EMR \u304c\u5b9f\u884c\u3055\u308c\u308b Hadoop \u306f\u3001\u901a\u5e38\u3001\u591a\u304f\u306e\u5c0f\u3055\u306a\u30d5\u30a1\u30a4\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u3001\u3088\u308a\u5c11\u306a\u3044\u30b5\u30a4\u30ba\u306e\u5927\u304d\u306a\u30d5\u30a1\u30a4\u30eb\u3067\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n<li>Hadoop \u306f\u3001\u8907\u6570\u306e\u30ce\u30fc\u30c9\u4e0a\u306e HDFS \u4e0a\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u5206\u5272\u3057\u3001S3 \u306e\u30c7\u30fc\u30bf\u306f\u3001HTTP \u7bc4\u56f2\u30d8\u30c3\u30c0\u30fc\u30af\u30a8\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u4e26\u5217\u51e6\u7406\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u3067\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u30d5\u30a1\u30a4\u30eb\u3092\u5206\u5272\u3057\u307e\u3059\u3002<\/li>\n<li>Flume \u3068 Fluentd \u306e\u3088\u3046\u306a\u30ed\u30b0\u30b3\u30ec\u30af\u30bf\u30fc\u306f\u3001\u6700\u7d42\u7684\u306a\u5b9b\u5148 (S3 \u307e\u305f\u306f HDFS) \u306b\u30b3\u30d4\u30fc\u3059\u308b\u524d\u306b\u30c7\u30fc\u30bf\u3092\u96c6\u8a08\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u306b\u306f\u6b21\u306e\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\n<ul>\n<li>AWS \u3078\u306e\u30c7\u30fc\u30bf\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u306b\u5fc5\u8981\u306a\u56de\u6570\u3092\u6e1b\u3089\u3059\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u5411\u4e0a<\/li>\n<li>S3 (\u307e\u305f\u306f HDFS) \u306b\u683c\u7d0d\u3055\u308c\u3066\u3044\u308b\u30d5\u30a1\u30a4\u30eb\u306e\u6570\u3092\u524a\u6e1b\u3057\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u6642\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n<li>\u5727\u7e2e\u7387\u3092\u5927\u304d\u304f\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u9ad8\u5727\u7e2e\u30d5\u30a1\u30a4\u30eb\u3092\u5727\u7e2e\u3059\u308b\u3068\u3001\u591a\u6570\u306e\u5c0f\u3055\u3044\u30d5\u30a1\u30a4\u30eb\u3092\u5727\u7e2e\u3059\u308b\u3088\u308a\u3082\u52b9\u679c\u7684\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u30c7\u30fc\u30bf\u5727\u7e2e\n<ul>\n<li>\u30c7\u30fc\u30bf\u5727\u7e2e\u306f\u3001\u5165\u529b\u6642\u306b\u3082\u3001\u30de\u30c3\u30d1\u30fc\u304b\u3089\u306e\u4e2d\u9593\u51fa\u529b\u306b\u3082\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u5727\u7e2e\u306b\u3088\u3063\u3066\n<ul>\n<li>\u30b9\u30c8\u30ec\u30fc\u30b8\u30fb\u30b3\u30b9\u30c8\u306e\u524a\u6e1b<\/li>\n<li>\u30c7\u30fc\u30bf\u8ee2\u9001\u306e\u305f\u3081\u306e\u4f4e\u5e2f\u57df\u5e45\u30b3\u30b9\u30c8<\/li>\n<li>\u30c7\u30fc\u30bf\u4fdd\u5b58\u5834\u6240\u3001\u30de\u30c3\u30d1\u30fc\u3001\u304a\u3088\u3073\u6e1b\u901f\u6a5f\u9593\u306e\u30c7\u30fc\u30bf\u306e\u79fb\u52d5\u306b\u3088\u308b\u30c7\u30fc\u30bf\u51e6\u7406\u6027\u80fd\u306e\u5411\u4e0a<\/li>\n<li>EMR \u304c\u30c7\u30a3\u30b9\u30af\u306b\u66f8\u304d\u8fbc\u3080\u30c7\u30fc\u30bf\u3092\u5727\u7e2e\u3059\u308b\u3053\u3068\u306b\u3088\u308b\u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a\u3001\u3059\u306a\u308f\u3061\u30c7\u30a3\u30b9\u30af\u3078\u306e\u66f8\u304d\u8fbc\u307f\u306b\u3088\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a\u3092\u5b9f\u73fe\u3059\u308b\u983b\u5ea6\u304c\u4f4e\u3044<\/li>\n<\/ul>\n<\/li>\n<li>gzip \u306e\u3088\u3046\u306a\u5727\u7e2e\u624b\u6cd5\u304c\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u30c7\u30fc\u30bf\u5727\u7e2e\u306f Hadoop \u306e\u30c7\u30fc\u30bf\u5206\u5272\u30ed\u30b8\u30c3\u30af\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/stay-ko.be\/wp-content\/uploads\/2017\/12\/10182208\/EMR_01.png\" data-rel=\"lightbox-image-1\" data-rl_title=\"\" data-rl_caption=\"\" title=\"\"><img loading=\"lazy\" src=\"https:\/\/stay-ko.be\/wp-content\/uploads\/2017\/12\/10182208\/EMR_01-676x296.png\" alt=\"EMR\u5727\u7e2e\u5f62\u5f0f\u306e\u6bd4\u8f03\" width=\"676\" height=\"296\" class=\"aligncenter size-large wp-image-1008\" srcset=\"https:\/\/stay-ko.be\/wp-content\/uploads\/2017\/12\/10182208\/EMR_01-676x296.png 676w, https:\/\/stay-ko.be\/wp-content\/uploads\/2017\/12\/10182208\/EMR_01-300x131.png 300w, https:\/\/stay-ko.be\/wp-content\/uploads\/2017\/12\/10182208\/EMR_01-768x336.png 768w, https:\/\/stay-ko.be\/wp-content\/uploads\/2017\/12\/10182208\/EMR_01-945x414.png 945w, https:\/\/stay-ko.be\/wp-content\/uploads\/2017\/12\/10182208\/EMR_01-600x263.png 600w, https:\/\/stay-ko.be\/wp-content\/uploads\/2017\/12\/10182208\/EMR_01.png 1044w\" sizes=\"(max-width: 676px) 100vw, 676px\" \/><\/a><\/p>\n<ul>\n<li>\u30c7\u30fc\u30bf\u306e\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u5206\u5272\n<ul>\n<li>\u30c7\u30fc\u30bf\u306e\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u5206\u5272\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6700\u9069\u5316\u306b\u5f79\u7acb\u3061\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u610f\u306e\u30d0\u30b1\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30b8\u30e7\u30d6\u304c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5168\u4f53\u3092\u8aad\u307f\u53d6\u308b\u5fc5\u8981\u3092\u306a\u304f\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u306e\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u5206\u5272\u304c\u53ef\u80fd\n<ul>\n<li>\u30c7\u30fc\u30bf\u578b (\u6642\u7cfb\u5217)<\/li>\n<li>\u30c7\u30fc\u30bf\u51e6\u7406\u983b\u5ea6 (1 \u6642\u9593\u3042\u305f\u308a\u30011\u65e5\u3042\u305f\u308a\u306a\u3069)<\/li>\n<li>\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3068\u30af\u30a8\u30ea\u30d1\u30bf\u30fc\u30f3 (\u6642\u9593\u306e\u30af\u30a8\u30ea\u3068\u5730\u7406\u7684\u4f4d\u7f6e\u306e\u30af\u30a8\u30ea)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u30b3\u30b9\u30c8\u306e\u6700\u9069\u5316\n<ul>\n<li>AWS \u306f EC2 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u5bfe\u3057\u3066\u7570\u306a\u308b\u4fa1\u683c\u8a2d\u5b9a\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\n<ul>\n<li>\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\n<ul>\n<li>\u4e00\u6642 EMR \u30b8\u30e7\u30d6\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3084\u3001EMR \u6642\u9593\u306e\u4f7f\u7528\u91cf\u304c 17% \u672a\u6e80\u306e\u5834\u5408\u306b\u9069\u3057\u305f\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u3059<\/li>\n<\/ul>\n<\/li>\n<li>\u30ea\u30b6\u30fc\u30d6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\n<ul>\n<li>\u6c38\u7d9a EMR \u30af\u30e9\u30b9\u30bf\u30fc\u306b\u9069\u3057\u305f\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u3042\u308b\u304b\u3001\u307e\u305f\u306f EMR \u6642\u9593\u306e\u4f7f\u7528\u91cf\u304c\u3088\u308a\u591a\u304f\u306e\u8cbb\u7528\u5bfe\u52b9\u679c\u3067\u3042\u308b\u3068\u3057\u3066 17% \u4ee5\u4e0a\u3067\u3042\u308b\u5834\u5408<\/li>\n<\/ul>\n<\/li>\n<li>\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\n<ul>\n<li>\u8a08\u7b97\u80fd\u529b\u3092\u8ffd\u52a0\u3059\u308b\u305f\u3081\u306e\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u9ad8\u3044\u30e1\u30ab\u30cb\u30ba\u30e0\u304c\u53ef\u80fd<\/li>\n<li>S3 \u3067\u30c7\u30fc\u30bf\u304c\u4fdd\u6301\u3055\u308c\u308b\u5834\u6240\u3067\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u30bf\u30b9\u30af\u30ce\u30fc\u30c9\u3067\u4f59\u5206\u306a\u30bf\u30b9\u30af\u5bb9\u91cf\u3092\u8ffd\u52a0\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u30de\u30b9\u30bf\u30fc\u30ce\u30fc\u30c9\u306b\u306f\u9069\u3055\u305a\u3001\u30af\u30e9\u30b9\u30bf\u304c\u5931\u308f\u308c\u3001\u30b3\u30a2\u30ce\u30fc\u30c9 (\u30c7\u30fc\u30bf\u30ce\u30fc\u30c9) \u306f\u30c7\u30fc\u30bf\u3092\u30db\u30b9\u30c8\u3059\u308b\u305f\u3081\u3001\u5931\u308f\u308c\u305f\u5834\u5408\u306f HDFS \u30af\u30e9\u30b9\u30bf\u306e\u30ea\u30d0\u30e9\u30f3\u30b9\u306b\u56de\u5fa9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<li>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30d1\u30bf\u30fc\u30f3\u306f\u3001\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\n<ul>\n<li>\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u307e\u305f\u306f\u30ea\u30b6\u30fc\u30d6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u30de\u30b9\u30bf\u30fc\u30ce\u30fc\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059 (\u6c38\u7d9a EMR \u30af\u30e9\u30b9\u30bf\u30fc\u3092\u5b9f\u884c\u3057\u3066\u3044\u308b\u5834\u5408)<\/li>\n<li>\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u307e\u305f\u306f\u30ea\u30b6\u30fc\u30d6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b3\u30a2\u30ce\u30fc\u30c9\u4e0a\u306e EMR \u30af\u30e9\u30b9\u30bf\u30fc\u306e\u4e00\u90e8\u3092\u5b9f\u884c<\/li>\n<li>\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u7528\u3059\u308b\u30bf\u30b9\u30af\u30ce\u30fc\u30c9\u4e0a\u306e\u30af\u30e9\u30b9\u30bf\u306e\u6b8b\u308a\u306e\u90e8\u5206<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>EMR \u2013 S3 \u5bfe HDFS<\/h2>\n<ul>\n<li>S3 \u306b\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u3068\u3001\u3044\u304f\u3064\u304b\u306e\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\n<ul>\n<li>\u56fa\u6709\u306e\u6a5f\u80fd\u306e\u9ad8\u53ef\u7528\u6027\u3001\u8010\u4e45\u6027\u3001\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u306e\u6697\u53f7\u5316\u3068 Glacier \u3078\u306e\u30c7\u30fc\u30bf\u306e\u30a2\u30fc\u30ab\u30a4\u30d6\u3002<\/li>\n<li>S3 \u306b\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u306e\u306b\u6709\u52b9\u306a\u30b3\u30b9\u30c8\u306f\u3001\u30ec\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30fb\u30d5\u30a1\u30af\u30bf\u3067 HDFS \u3068\u6bd4\u8f03\u3057\u3066\u5b89\u4fa1\u3067\u3059\u3002<\/li>\n<li>\u4e00\u6642 EMR \u30af\u30e9\u30b9\u30bf\u30fc\u3092\u4f7f\u7528\u3057\u3001\u30b8\u30e7\u30d6\u304c\u5b8c\u4e86\u3057\u305f\u5f8c\u306b\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u30b7\u30e3\u30c3\u30c8\u30c0\u30a6\u30f3\u3057\u3001\u30c7\u30fc\u30bf\u3092 S3 \u306b\u4fdd\u6301\u3059\u308b\u6a5f\u80fd\u3002<\/li>\n<li>\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3001\u3044\u3064\u3067\u3082\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u5931\u3046\u3053\u3068\u3092\u5fc3\u914d\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u306a\u3044\u3002<\/li>\n<li>\u30ce\u30fc\u30c9\u969c\u5bb3\u304c HDFS \u306e\u30ec\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30fb\u30d5\u30a1\u30af\u30bf\u3092\u8d85\u3048\u305f\u5834\u5408\u306b\u3001HDFS \u30ce\u30fc\u30c9\u306e\u969c\u5bb3\u304b\u3089\u30c7\u30fc\u30bf\u306e\u6301\u7d9a\u6027\u3092\u63d0\u4f9b\u3002<\/li>\n<li>S3 \u3078\u306e\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u30c7\u30fc\u30bf\u30b9\u30c8\u30ea\u30fc\u30e0\u306b\u3088\u308b\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u306f\u3001HDFS \u3078\u306e\u53d6\u308a\u8fbc\u307f\u3088\u308a\u3082\u306f\u308b\u304b\u306b\u7c21\u5358\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<hr \/>\n<h2>AWS\u8a8d\u5b9a\u8a66\u9a13\u306e\u7df4\u7fd2\u554f\u984c<\/h2>\n<ul>\n<li>\u8cea\u554f\u306f\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u304b\u3089\u53ce\u96c6\u3055\u308c\u3001\u7b54\u3048\u306f\u81ea\u5206\u306e\u77e5\u8b58\u3068\u7406\u89e3\u306b\u57fa\u3065\u3044\u3066\u30de\u30fc\u30af\u3055\u308c\u307e\u3059\uff08\u3053\u308c\u306f\u3042\u306a\u305f\u3068\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\uff09\u3002<\/li>\n<li>AWS\u30b5\u30fc\u30d3\u30b9\u306f\u6bce\u65e5\u66f4\u65b0\u3055\u308c\u3001\u56de\u7b54\u3068\u8cea\u554f\u306f\u3059\u3050\u306b\u6642\u4ee3\u9045\u308c\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u305d\u308c\u306b\u5fdc\u3058\u3066\u8abf\u67fb\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<li>AWS\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306e\u30da\u30fc\u30b9\u3092\u8ffd\u3046\u305f\u3081\u306bAWS\u8a66\u9a13\u306e\u8cea\u554f\u306f\u66f4\u65b0\u3055\u308c\u306a\u3044\u305f\u3081\u3001\u57fa\u790e\u3068\u306a\u308b\u6a5f\u80fd\u304c\u5909\u66f4\u3055\u308c\u3066\u3082\u8cea\u554f\u304c\u66f4\u65b0\u3055\u308c\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li>\u3055\u3089\u306a\u308b\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3001\u30c7\u30a3\u30b9\u30ab\u30c3\u30b7\u30e7\u30f3\u3001\u4fee\u6b63\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<ol>\n<li>Amazon Elastic Map Reduce \u3092\u4f7f\u7528\u3057\u3066 Amazon S3 \u306b\u683c\u7d0d\u3055\u308c\u3066\u3044\u308b\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u6a5f\u80fd\u304c\u5fc5\u8981\u3067\u3059\u3002 cc2.8xlarge \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u30fb\u30bf\u30a4\u30d7\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30bf\u30a4\u30d7\u306e CPU \u306f\u51e6\u7406\u4e2d\u306b\u307b\u3068\u3093\u3069\u30a2\u30a4\u30c9\u30eb\u72b6\u614b\u3067\u3059\u3002 \u6b21\u306e\u3046\u3061\u3001\u30b8\u30e7\u30d6\u306e\u5b9f\u884c\u6642\u9593\u3092\u77ed\u7e2e\u3059\u308b\u6700\u3082\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u9ad8\u3044\u65b9\u6cd5\u306f\u3069\u308c\u3067\u3059\u304b\uff1f[PROFESSIONAL]\n<ol>\n<li>Amazon S3 \u3067\u5c0f\u3055\u3044\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n<li>\u30bf\u30b9\u30af\u30b0\u30eb\u30fc\u30d7\u3092\u5c0e\u5165\u3057\u3066\u3001\u8ffd\u52a0\u306e cc2.8xlarge \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u96c6\u7d04\u3055\u308c\u305f I\/O\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u3088\u308a\u5c0f\u3055\u3044\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/strong><\/li>\n<li>Amazon S3 \u3067\u3088\u308a\u5c11\u306a\u3044\u3001\u3088\u308a\u5927\u304d\u306a\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<\/li>\n<li>\u9867\u5ba2\u306e\u591c\u9593\u306e EMR \u30b8\u30e7\u30d6\u306f\u3001Amazon Simple Storage Service\uff08S3\uff09 \u306b\u683c\u7d0d\u3055\u308c\u305f\u5358\u4e00\u306e 2TB \u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u3092\u51e6\u7406\u3057\u307e\u3059\u3002 Amazon Elastic Map Reduce\uff08EMR\uff09 \u30b8\u30e7\u30d6\u306f\u30012\u3064\u306e\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u30b3\u30a2\u30ce\u30fc\u30c9\u30683\u3064\u306e\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u30bf\u30b9\u30af\u30ce\u30fc\u30c9\u3067\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002 EMR\u30b8 \u30e7\u30d6\u306e\u5b8c\u4e86\u6642\u9593\u3092\u77ed\u7e2e\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u306e\u306f\u3069\u308c\u3067\u3059\u304b\uff1f 2\u3064\u306e\u56de\u7b54\u3092\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044[PROFESSIONAL]\n<ol>\n<li>\u30bf\u30b9\u30af\u30ce\u30fc\u30c9\u306e3\u3064\u306e\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u306f\u306a\u304f\u30013\u3064\u306e\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<li><strong>MapReduce \u30b8\u30e7\u30d6\u69cb\u6210\u306e\u5165\u529b\u5206\u5272\u30b5\u30a4\u30ba\u3092\u5909\u66f4\u3057\u307e\u3059\u3002<\/strong><\/li>\n<li>\u30d6\u30fc\u30c8\u30b9\u30c8\u30e9\u30c3\u30d7\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u3066\u3001S3 \u30d0\u30b1\u30c3\u30c8\u3092\u30ed\u30fc\u30ab\u30eb\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u8868\u793a\u3057\u307e\u3059\u3002<\/li>\n<li>Amazon \u4eee\u60f3\u30af\u30e9\u30a6\u30c9\u5185\u306e\u30b3\u30a2\u30ce\u30fc\u30c9\u3068\u30bf\u30b9\u30af\u30ce\u30fc\u30c9\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u540c\u6642\u30de\u30c3\u30d1\u30fc\u30bf\u30b9\u30af\u306e\u6570\u3092\u8abf\u6574\u3057\u307e\u3059\u3002<\/strong><\/li>\n<li>\u30b8\u30e7\u30d6\u30d5\u30ed\u30fc\u306e\u7d42\u4e86\u4fdd\u8b77\u3092\u6709\u52b9\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<\/li>\n<li>\u90e8\u9580\u3067\u306f\u3001\u4f1a\u793e\u306e\u30ed\u30b0\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u5b9a\u671f\u7684\u306a\u5206\u6790\u30ec\u30dd\u30fc\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002 \u3059\u3079\u3066\u306e\u30ed\u30b0\u30c7\u30fc\u30bf\u306f Amazon S3 \u3067\u53ce\u96c6\u3055\u308c\u3001Amazon Redshift \u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u7528\u306e CSV \u5f62\u5f0f\u306e\u65e5\u5225 PDF \u30ec\u30dd\u30fc\u30c8\u3068\u96c6\u8a08\u30c6\u30fc\u30d6\u30eb\u3092\u751f\u6210\u3059\u308b\u6bce\u65e5\u306e Amazon Elastic Map Reduce\uff08EMR\uff09 \u30b8\u30e7\u30d6\u306b\u3088\u3063\u3066\u51e6\u7406\u3055\u308c\u307e\u3059\u3002 \u304a\u5ba2\u69d8\u306e CFO \u306f\u3001\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306e\u30b3\u30b9\u30c8\u69cb\u9020\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u3092\u8981\u6c42\u3057\u307e\u3059\u3002 \u4ee5\u4e0b\u306e\u4ee3\u66ff\u6848\u306e\u3069\u308c\u304c\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u5e73\u5747\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3084 RAW \u30c7\u30fc\u30bf\u306e\u30c7\u30fc\u30bf\u4fdd\u5168\u6027\u3092\u640d\u306a\u3046\u3053\u3068\u306a\u304f\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u304b\uff1f [PROFESSIONAL]\n<ol>\n<li>Amazon S3 \u306e PDF \u304a\u3088\u3073 CSV \u30c7\u30fc\u30bf\u306b\u306f\u4f4e\u5197\u9577\u30b9\u30c8\u30ec\u30fc\u30b8\uff08RRS\uff09\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002 \u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092 Amazon EMR \u30b8\u30e7\u30d6\u306b\u8ffd\u52a0\u3057\u307e\u3059\u3002 Amazon Redshift \u7528\u306e\u4e88\u7d04\u6e08\u307f\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002(\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u307f\u304c\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5f71\u97ff\u3057\u307e\u3059)<\/li>\n<li><strong>S3 \u306e\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3001\u4f4e\u5197\u9577\u30b9\u30c8\u30ec\u30fc\u30b8 (RRS) \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002Amazon EMR \u30b8\u30e7\u30d6\u306e\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3068\u30ea\u30b6\u30fc\u30d6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002Amazon Redshift \u306b\u30ea\u30b6\u30fc\u30d6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u7528\u3059\u308b<\/strong> (\u30b9\u30dd\u30c3\u30c8\u3068\u4e88\u7d04\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u4fdd\u8a3c\u3057\u3001\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002\u307e\u305f\u3001RRS\u306f\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u3001\u30c7\u30fc\u30bf\u306e\u8010\u4e45\u6027\u3068\u306f\u7570\u306a\u308b\u30c7\u30fc\u30bf\u306e\u5b8c\u5168\u6027\u3092\u4fdd\u8a3c\u3057\u307e\u3059)<\/li>\n<li>Amazon S3 \u306e\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3001\u4f4e\u5197\u9577\u30b9\u30c8\u30ec\u30fc\u30b8 (RRS) \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002Amazon EMR \u30b8\u30e7\u30d6\u306b\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002Amazon Redshift \u306b\u30ea\u30b6\u30fc\u30d6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u7528\u3059\u308b (\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u307f\u304c\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b)<\/li>\n<li>S3 \u306e PDF \u304a\u3088\u3073 CSV \u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3001\u4f4e\u5197\u9577\u30b9\u30c8\u30ec\u30fc\u30b8 (RRS) \u3092\u4f7f\u7528\u3057\u307e\u3059\u3002EMR \u30b8\u30e7\u30d6\u306b\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002Amazon Redshift \u306b\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002(\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u5f71\u97ff\u3057\u3001\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f Redshift \u3067\u306f\u4f7f\u7528\u3067\u304d\u307e\u305b\u3093)<\/li>\n<\/ol>\n<\/li>\n<li>\u7814\u7a76\u79d1\u5b66\u8005\u306f\u3001Elastic MapReduce\u3000\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u4e00\u5ea6\u76ee\u306e\u7acb\u3061\u4e0a\u3052\u3092\u8a08\u753b\u3057\u3066\u304a\u308a\u3001\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u304c\u30b3\u30b9\u30c8\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u3092\u5968\u52b1\u3057\u3066\u3044\u307e\u3059\u3002 \u3053\u306e\u30af\u30e9\u30b9\u30bf\u306f\u3000200TB\u3000\u306e\u30b2\u30ce\u30df\u30af\u30b9\u30c7\u30fc\u30bf\u3092\u5408\u8a08100\u500b\u306e\u3000Amazon EC2\u3000\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u51e6\u7406\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u7d044\u6642\u9593\u7a3c\u50cd\u3059\u308b\u4e88\u5b9a\u3067\u3059\u3002 \u7d50\u679c\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001Amazon RDS Oracle\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u30a2\u30fc\u30ab\u30a4\u30d6\u3055\u308c\u308b\u307e\u3067\u4e00\u6642\u7684\u306b\u4fdd\u5b58\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3069\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u3001\u8981\u4ef6\u3092\u6e80\u305f\u3057\u306a\u304c\u3089\u6700\u5927\u306e\u8cbb\u7528\u3092\u7bc0\u7d04\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u304b\uff1f[PROFESSIONAL]\n<ol>\n<li><strong>\u53d6\u308a\u8fbc\u307f\u3068\u51fa\u529b\u30d5\u30a1\u30a4\u30eb\u3092 Amazon S3 \u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002\u30de\u30b9\u30bf\u30fc\u304a\u3088\u3073\u30b3\u30a2\u30ce\u30fc\u30c9\u306e\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u3092\u5c55\u958b\u3057\u3001\u30bf\u30b9\u30af\u30ce\u30fc\u30c9\u306e\u30b9\u30dd\u30c3\u30c8\u3092\u914d\u7f6e\u3057\u307e\u3059\u3002<\/strong><\/li>\n<li>\u30de\u30b9\u30bf\u30fc\u3001\u30b3\u30a2\u3001\u304a\u3088\u3073\u30bf\u30b9\u30af\u306e\u5404\u30ce\u30fc\u30c9\u306b\u5bfe\u3057\u3066\u3001\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u3001RI\u3001\u30b9\u30dd\u30c3\u30c8\u4fa1\u683c\u30e2\u30c7\u30eb\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u5c55\u958b\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u6700\u9069\u5316\u3057\u307e\u3059\u3002\u30a2\u30de\u30be\u30f3\u306e Glacier \u306b\u305d\u308c\u3089\u3092\u30a2\u30fc\u30ab\u30a4\u30d6\u3059\u308b\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u30dd\u30ea\u30b7\u30fc\u3068 Amazon S3 \u3067\u53d6\u308a\u8fbc\u307f\u3068\u51fa\u529b\u30d5\u30a1\u30a4\u30eb\u3092\u683c\u7d0d\u3057\u307e\u3059\u3002(\u30de\u30b9\u30bf\u30fc\u3068\u30b3\u30a2\u306f RI \u307e\u305f\u306f\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u3067\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u30b9\u30dd\u30c3\u30c8\u306b\u306f\u3067\u304d\u307e\u305b\u3093)<\/li>\n<li>\u53d6\u308a\u8fbc\u307f\u30d5\u30a1\u30a4\u30eb\u3092 Amazon s3 RRS \u306b\u4fdd\u5b58\u3057\u3001\u51fa\u529b\u30d5\u30a1\u30a4\u30eb\u3092 S3 \u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002\u30de\u30b9\u30bf\u30fc\u304a\u3088\u3073\u30b3\u30a2\u30ce\u30fc\u30c9\u306e\u30ea\u30b6\u30fc\u30d6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3068\u3001\u30bf\u30b9\u30af\u30ce\u30fc\u30c9\u306e\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u3092\u5c55\u958b\u3057\u307e\u3059\u3002(\u53d6\u308a\u8fbc\u307f\u30d5\u30a1\u30a4\u30eb\u306e\u8010\u4e45\u6027\u304c\u5fc5\u8981\u3067\u3059\u3002\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u306e\u305f\u3081\u306b\u30bf\u30b9\u30af\u30ce\u30fc\u30c9\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002RI \u306f\u3001\u3053\u306e\u5834\u5408\u306b\u306f\u30b3\u30b9\u30c8\u524a\u6e1b\u3092\u63d0\u4f9b\u3057\u307e\u305b\u3093)<\/li>\n<li>\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u30de\u30b9\u30bf\u30fc\u3001\u30b3\u30a2\u304a\u3088\u3073\u30bf\u30b9\u30af\u30ce\u30fc\u30c9\u3092\u5c55\u958b\u3057\u3001Amazon s3 RRS \u3067\u306e\u53d6\u308a\u8fbc\u307f\u3068\u51fa\u529b\u30d5\u30a1\u30a4\u30eb\u306e\u683c\u7d0d (\u5165\u529b\u306f S3 \u6a19\u6e96\u3067\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3092\u518d\u53d6\u308a\u8fbc\u307f\u3059\u308b\u3068\u3001\u6a19\u6e96\u306e S3 \u3067\u9650\u3089\u308c\u305f\u6642\u9593\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u6301\u3057\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059)<\/li>\n<\/ol>\n<\/li>\n<li>\u3042\u306a\u305f\u306e\u4f1a\u793e\u306f\u30b3\u30f3\u30b7\u30e5\u30fc\u30de\u30c7\u30d0\u30a4\u30b9\u3092\u8ca9\u58f2\u3057\u3001\u8ca9\u58f2\u3055\u308c\u305f\u3059\u3079\u3066\u306e\u30c7\u30d0\u30a4\u30b9\u306e\u6700\u521d\u306e\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u8a18\u9332\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u60c5\u5831\u304c\u6c38\u7d9a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u66f8\u304d\u8fbc\u307e\u308c\u308b\u307e\u3067\u3001\u30c7\u30d0\u30a4\u30b9\u306f\u30a2\u30af\u30c6\u30a3\u30d6\u5316\u3055\u308c\u307e\u305b\u3093\u3002 \u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\u306f\u8cb4\u793e\u306b\u3068\u3063\u3066\u975e\u5e38\u306b\u91cd\u8981\u3067\u3042\u308a\u3001\u6bce\u65e5 MapReduce \u30b8\u30e7\u30d6\u3067\u5206\u6790\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30ed\u30bb\u30b9\u306e\u5b9f\u884c\u6642\u9593\u306f\u30011\u65e5\u5f53\u305f\u308a3\u6642\u9593\u672a\u6e80\u3067\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002 \u30c7\u30d0\u30a4\u30b9\u306f\u901a\u5e38\u5e74\u9593\u3067\u5747\u7b49\u306b\u8ca9\u58f2\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u65b0\u3057\u3044\u30c7\u30d0\u30a4\u30b9\u30e2\u30c7\u30eb\u304c\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u6570\u65e5\u9593\u3001\u5e73\u5747\u65e5\u6570\u306e 10 \u500d\u307e\u305f\u306f 100 \u500d\u306e\u30a2\u30af\u30c6\u30a3\u30d6\u5316\u304c\u4e88\u6e2c\u3055\u308c\u307e\u3059\u3002 \u3053\u306e\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306e\u30b3\u30b9\u30c8\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u3088\u308a\u9069\u5207\u306b\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306b\u5b9f\u88c5\u3059\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u5206\u6790\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3069\u308c\u3067\u3059\u304b\uff1f[PROFESSIONAL]\n<ol>\n<li>Amazon RDS \u304a\u3088\u3073 Amazon \u306e Elastic MapReduce \u306b\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<li><strong>Amazon DynamoDB \u304a\u3088\u3073 Amazon Elastic MapReduce \u306b\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/strong><\/li>\n<li>Amazon RDS \u304a\u3088\u3073 Amazon Elastic MapReduce \u306b\u30ea\u30b6\u30fc\u30d6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li>\u30ea\u30b6\u30fc\u30d6\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u6301\u3064 Amazon DynamoDB \u304a\u3088\u3073 Amazon Elastic MapReduce<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<h2>\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9<\/h2>\n<p><iframe width=\"676\" height=\"380\" src=\"https:\/\/www.youtube.com\/embed\/5DGXPcVKXyw?feature=oembed\" frameborder=\"0\" gesture=\"media\" allow=\"encrypted-media\" allowfullscreen><\/iframe><\/p>\n<ul>\n<li>AWS Black Belt Online Seminar 2016 Amazon EMR (<a href=\"https:\/\/www.slideshare.net\/AmazonWebServicesJapan\/aws-black-belt-online-seminar-2016-amazon-emr\">SlideShare<\/a> \/ <a href=\"https:\/\/connect.awswebcasts.com\/p4vthmrxpbb\/\">\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u30bb\u30df\u30ca\u30fc<\/a>)<\/li>\n<\/ul>\n<p><iframe src=\"https:\/\/www.slideshare.net\/slideshow\/embed_code\/key\/vCGigFmq69WZ5V\" width=\"427\" height=\"356\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" style=\"border:1px solid #CCC; border-width:1px; margin-bottom:5px; max-width: 100%;\" allowfullscreen> <\/iframe><\/p>\n<ul>\n<li><a href=\"https:\/\/media.amazonwebservices.com\/jp\/wp\/AWS_Amazon_EMR_Best_Practices.pdf\">Amazon EMR \u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/a><\/li>\n<\/ul>\n<hr \/>\n<h2>Jayendra&#8217;s Blog<\/h2>\n<p>\u3053\u306e\u8a18\u4e8b\u306f\u81ea\u5df1\u5b66\u7fd2\u7528\u306b\u300c<a href=\"http:\/\/jayendrapatil.com\/aws-emr-certification\/\">AWS Elastic Map Reduce \u2013 EMR \u2013 Certification\uff08Jayendra&#8217;s Blog\u3088\u308a\uff09<\/a>\u300d\u3092\u65e5\u672c\u8a9e\u306b\u8a33\u3057\u305f\u8a18\u4e8b\u3067\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Amazon EMR Amazon EMR \u306f\u3001EC2 \u304a\u3088\u3073 S3 \u306e web&#8230; <a class=\"more-link\" href=\"http:\/\/stay-ko.be\/aws\/solutionarchitect-pro-aws-emr\/\">Continue Reading &rarr;<\/a><\/p>\n","protected":false},"author":2,"featured_media":744,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[19],"tags":[15,59,24],"amp_validity":null,"amp_enabled":true,"_links":{"self":[{"href":"http:\/\/stay-ko.be\/wp-json\/wp\/v2\/posts\/428"}],"collection":[{"href":"http:\/\/stay-ko.be\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/stay-ko.be\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/stay-ko.be\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/stay-ko.be\/wp-json\/wp\/v2\/comments?post=428"}],"version-history":[{"count":4,"href":"http:\/\/stay-ko.be\/wp-json\/wp\/v2\/posts\/428\/revisions"}],"predecessor-version":[{"id":1013,"href":"http:\/\/stay-ko.be\/wp-json\/wp\/v2\/posts\/428\/revisions\/1013"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/stay-ko.be\/wp-json\/wp\/v2\/media\/744"}],"wp:attachment":[{"href":"http:\/\/stay-ko.be\/wp-json\/wp\/v2\/media?parent=428"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/stay-ko.be\/wp-json\/wp\/v2\/categories?post=428"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/stay-ko.be\/wp-json\/wp\/v2\/tags?post=428"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}