{"id":1281,"date":"2023-09-26T17:16:08","date_gmt":"2023-09-26T08:16:08","guid":{"rendered":"https:\/\/www.kuix.co.jp\/da-sys\/?p=1281"},"modified":"2023-10-24T17:00:25","modified_gmt":"2023-10-24T08:00:25","slug":"amazon-emr%e3%81%a8%e3%81%af%ef%bc%9f%e6%a9%9f%e8%83%bd%e3%82%84%e5%88%a9%e7%94%a8%e4%be%8b%e3%80%81redshift%e3%81%a8%e3%81%ae%e9%81%95%e3%81%84%e3%82%92%e5%88%86%e3%81%8b%e3%82%8a%e3%82%84%e3%81%99","status":"publish","type":"post","link":"https:\/\/www.kuix.co.jp\/da-sys\/?p=1281","title":{"rendered":"Amazon EMR\u3068\u306f\uff1f\u6a5f\u80fd\u3084\u5229\u7528\u4f8b\u3001Redshift\u3068\u306e\u9055\u3044\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\uff01"},"content":{"rendered":"\n

\u6628\u4eca\u3001\u69d8\u3005\u306a\u9818\u57df\u3067\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3092\u884c\u3044\u3001\u7d4c\u55b6\u6226\u7565\u3084\u4f01\u696d\u904b\u55b6\u306b\u6d3b\u7528\u3059\u308b\u300c\u30c7\u30fc\u30bf\u5206\u6790\u300d\u306e\u8003\u3048\u65b9\u304c\u4e00\u822c\u7684\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u3001\u30c7\u30fc\u30bf\u306e\u89e3\u6790\u3068\u6d3b\u7528\u304c\u30d3\u30b8\u30cd\u30b9\u6210\u529f\u306e\u9375\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n

\u3053\u306e\u30c7\u30fc\u30bf\u5206\u6790\u304c\u91cd\u8981\u8996\u3055\u308c\u3066\u3044\u308b\u793e\u4f1a\u306b\u304a\u3044\u3066\u3001Amazon\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u30c4\u30fc\u30eb\u3067\u3042\u308bAmazon EMR\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002
\u300cAWS\u3067\u3069\u306e\u3088\u3046\u306b\u30c7\u30fc\u30bf\u5206\u6790\u3092\u3067\u304d\u308b\u306e\u304b\uff1f\u300d
\u300cEMR\u3063\u3066\u805e\u3044\u305f\u3053\u3068\u3042\u308b\u3051\u3069\u4f55\u306e\u3053\u3068\u306a\u306e\u304b\uff1f\u300d
\u3068\u3044\u3063\u305f\u7591\u554f\u3092\u89e3\u6d88\u3059\u308b\u305f\u3081\u306b\u3001Amazon EMR\u306e\u6982\u8981\u3084\u7279\u5fb4\u3001\u5229\u7528\u4f8b\u7b49\u3092\u3054\u7d39\u4ecb\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

Amazon EMR\u3068\u306f\uff1f<\/h2>\n\n\n\n

Amazon EMR\uff08Elastic MapReduce\uff09\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u3092\u5229\u7528\u3057\u305f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u30fb\u5206\u6790\u3092\u53ef\u80fd\u306b\u3059\u308bAWS\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n

\u4eba\u6c17\u306e\u3042\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bHadoop\u3084Spark\u3092\u5bb9\u6613\u306b\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u30bf\u30b9\u30af\u3092\u67d4\u8edf\u306b\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

Amazon EMR\u306e\u7279\u5fb4<\/h2>\n\n\n\n

Amazon EMR\u306f\u69d8\u3005\u306a\u7279\u5fb4\u3092\u6301\u3063\u3066\u304a\u308a\u3001\u30e1\u30ea\u30c3\u30c8\u304c\u591a\u304f\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u4f4e\u30b3\u30b9\u30c8<\/h3>\n\n\n\n

Amazon EMR\u306f\u3001\u5f93\u91cf\u8ab2\u91d1\u5236\u304c\u63a1\u7528\u3055\u308c\u3066\u304a\u308a1\u79d2\u5358\u4f4d\u3067\u306e\u8ab2\u91d1\u3068\u306a\u308a\u3001\u4e0a\u9650\u3092\u8a2d\u5b9a\u3057\u3066\u304a\u3051\u3070\u652f\u6255\u984d\u304c\u8d85\u3048\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002EC2\u3067\u306e\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u4f7f\u7528\u3092\u3059\u308b\u7b49\u3001\u4f7f\u3044\u65b9\u306b\u3088\u3063\u3066\u306f\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u6599\u91d1\u3068\u6bd4\u8f03\u3057\u3066\u6700\u5927\u306790\uff05\u306e\u524a\u6e1b\u3082\u53ef\u80fd\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u6291\u3048\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u4f7f\u3044\u3084\u3059\u3055<\/h3>\n\n\n\n

Amazon EMR\u306f\u3001\u6570\u30af\u30ea\u30c3\u30af\u3060\u3051\u3067\u7c21\u5358\u306b\u30af\u30e9\u30b9\u30bf\u3092\u7acb\u3061\u4e0a\u3052\u3001\u7ba1\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u65e2\u306b\u4f7f\u7528\u3057\u3066\u3044\u308b\u53ef\u80fd\u6027\u306e\u3042\u308bHadoop\u3084Spark\u306a\u3069\u306e\u4eba\u6c17\u306e\u3042\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u89e3\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001EMR\u3092\u4f7f\u3046\u3053\u3068\u3067\u30c7\u30fc\u30bf\u89e3\u6790\u4f5c\u696d\u306e\u52b9\u7387\u5316\u3068\u9ad8\u901f\u5316\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u67d4\u8edf\u6027<\/h3>\n\n\n\n

Amazon EMR\u306fAuto Scaling\u306e\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u30b5\u30a4\u30ba\u3092\u81ea\u52d5\u7684\u306b\u8abf\u6574\u3057\u3066\u304f\u308c\u308b\u70b9\u3082\u5927\u304d\u306a\u7279\u5fb4\u3067\u3059\u3002
\u30d7\u30ed\u30d3\u30b8\u30e7\u30cb\u30f3\u30b0\u7d50\u679c\u306b\u3088\u3063\u3066\u5229\u7528\u3059\u308b\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u6570\u3082\u7c21\u5358\u306b\u5897\u6e1b\u3055\u305b\u308b\u3053\u3068\u304c\u51fa\u6765\u307e\u3059\u3002
\u307e\u305fAmazon EMR\u3067\u306f\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u518d\u8d77\u52d5\u3092\u305b\u305a\u306b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u518d\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3082\u51fa\u6765\u3001\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u306b\u304a\u3051\u308b\u67d4\u8edf\u6027\u3092\u5927\u5e45\u306b\u9ad8\u3081\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n

\u5b89\u5168\u6027<\/h3>\n\n\n\n

Amazon EMR\u306f\u3001\u9001\u53d7\u4fe1\u6642\u3084\u8a8d\u8a3c\u306e\u6697\u53f7\u5316\u306a\u3069\u3092\u7c21\u5358\u306b\u5b9f\u65bd\u3067\u304d\u3001\u30d5\u30a1\u30a4\u30a2\u30fc\u30a6\u30a9\u30fc\u30eb\u306e\u8a2d\u5b9a\u306b\u95a2\u3057\u3066\u3082Amazon EMR\u304c\u81ea\u52d5\u7684\u306b\u69cb\u6210\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

AWS IAM(Identity and Access Management)\u3068\u9023\u643a\u3057\u3066\u30a2\u30af\u30bb\u30b9\u3092\u5236\u5fa1\u3057\u305f\u308a\u3001VPC(Virtual Private Cloud)\u3092\u5229\u7528\u3059\u308b\u3053\u304a\u3067\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u9694\u96e2\u3082\u3055\u308c\u307e\u3059\u3002\u30bb\u30ad\u30e5\u30a2\u306a\u74b0\u5883\u3092\u7dad\u6301\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3001\u30c7\u30fc\u30bf\u306e\u5b89\u5168\u6027\u304c\u78ba\u4fdd\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

Amazon EMR\u306e\u5229\u7528\u4f8b<\/h2>\n\n\n\n

Amazon EMR\u306e\u5fdc\u7528\u7bc4\u56f2\u306f\u5e83\u304f\u3001\u69d8\u3005\u306a\u696d\u52d9\u3067\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u30fb\u5909\u63db\u30fb\u8aad\u307f\u8fbc\u307f\uff08ETL\uff09<\/h3>\n\n\n\n

Amazon EMR\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u306eETL\uff08\u62bd\u51fa\u30fb\u5909\u63db\u30fb\u8aad\u307f\u8fbc\u307f\uff09\u4f5c\u696d\u3092\u77ed\u6642\u9593\u3067\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

EMR\u30af\u30e9\u30b9\u30bf\u3068Amazon S3\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u9ad8\u901f\u306b\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3001\u5909\u63db\u3001\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001DWH\u3084BI\u306a\u3069\u306e\u69d8\u3005\u306a\u5206\u6790\u696d\u52d9\u3092\u52b9\u7387\u7684\u306b\u9032\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u6a5f\u68b0\u5b66\u7fd2<\/h3>\n\n\n\n

Amazon EMR\u306f\u3001Apache Spark MLlib\u3084Apache MXNet\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u306e\u51e6\u7406\u3092\u52b9\u7387\u7684\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u7cbe\u5ea6\u306e\u9ad8\u3044\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u751f\u6210\u3084\u3001\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u306e\u62bd\u51fa\u306a\u3069\u3001\u9ad8\u5ea6\u306a\u30c7\u30fc\u30bf\u89e3\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u30af\u30a4\u30c3\u30af\u30b9\u30c8\u30ea\u30fc\u30e0\u306e\u5206\u6790<\/h3>\n\n\n\n

\u30af\u30ea\u30c3\u30af\u30b9\u30c8\u30ea\u30fc\u30e0\u3068\u306fWeb\u30b5\u30a4\u30c8\u306e\u95b2\u89a7\u8005\u304c\u8a2a\u554f\u304b\u3089\u96e2\u8131\u307e\u3067\u306e\u9593\u306b\u3069\u306e\u30da\u30fc\u30b8\u3092\u3069\u306e\u3088\u3046\u306a\u9806\u5e8f\u3067\u9077\u79fb\u3057\u305f\u304b\u3092\u8a18\u9332\u3057\u305f\u30c7\u30fc\u30bf\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n

Amazon EMR\u3067\u306fAmazon S3\u306b\u4fdd\u5b58\u3057\u305f\u30af\u30a4\u30c3\u30af\u30b9\u30c8\u30ea\u30fc\u30e0\u30c7\u30fc\u30bf\u3092Apache Spark\u3084Apache Hive\u3092\u4f7f\u3063\u3066\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u89e3\u6790\u3057\u3001\u30e6\u30fc\u30b6\u306b\u5408\u308f\u305b\u305f\u3088\u308a\u52b9\u679c\u7684\u306a\u5e83\u544a\u914d\u4fe1\u3092\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790<\/h3>\n\n\n\n

Apache Spark Streaming\u3084Apache Flink\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u5206\u6790\u3057\u3001\u3059\u3050\u306b\u7d50\u679c\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u751f\u6210\u3055\u308c\u308b\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u3001\u30bf\u30a4\u30e0\u30ea\u30fc\u306b\u89e3\u6790\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u5206\u6790<\/h3>\n\n\n\n

\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5206\u6790\u3068\u306f\u3001\u30c7\u30a3\u30b9\u30d7\u30ec\u30a4\u7b49\u306b\u8868\u793a\u3055\u308c\u305f\u7d50\u679c\u306b\u5f93\u3063\u3066\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u306b\u6307\u793a\u3092\u4e0e\u3048\u306a\u304c\u3089\u5206\u6790\u3092\u9032\u3081\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n

Apache Zeppelin\u3084Jupyter\u306a\u3069\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306b\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u7d50\u679c\u3092\u76f4\u611f\u7684\u306b\u7406\u89e3\u3057\u3001\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

Amazon EMR\u306e\u6599\u91d1\u4f53\u7cfb<\/h2>\n\n\n\n

Amazon EMR\u306e\u6599\u91d1\u306f\u3044\u304f\u3064\u304b\u306e\u8981\u7d20\u306b\u3088\u3063\u3066\u6c7a\u307e\u308a\u307e\u3059\u3002\u5177\u4f53\u7684\u306a\u8981\u7d20\u3092\u3054\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u6599\u91d1\uff08EC2\uff09<\/h3>\n\n\n\n

Amazon EMR\u306e\u4e3b\u8981\u306a\u8cbb\u7528\u306f\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u3067\u5b9f\u884c\u3059\u308b\u305f\u3081\u306eAmazon EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u95a2\u9023\u3059\u308b\u6599\u91d1\u3067\u3059\u3002EC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u8cbb\u7528\u306f\u3001\u4f7f\u7528\u3057\u305f\u6642\u9593\u3068\u9078\u629e\u3057\u305f\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u7a2e\u985e\uff08\u305f\u3068\u3048\u3070\u3001m5.xlarge\u3001r5.2xlarge\u306a\u3069\uff09\u306b\u3088\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

EMR\u6599\u91d1<\/h3>\n\n\n\n

Amazon EMR\u306e\u4f7f\u7528\u306b\u306f\u3001\u8ffd\u52a0\u7684\u306a\u6599\u91d1\u304c\u767a\u751f\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u300cEMR\u6599\u91d1\u300d\u3068\u547c\u3070\u308c\u3001\u3053\u308c\u306fEC2\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u6599\u91d1\u3068\u306f\u5225\u306b\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u5b9f\u884c\u6642\u9593\u306b\u57fa\u3065\u3044\u3066\u8acb\u6c42\u3055\u308c\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u304c\u7a3c\u50cd\u3057\u3066\u3044\u308b\u6642\u9593\u306b\u5fdc\u3058\u3066\u8ab2\u91d1\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

Amazon S3\u6599\u91d1<\/h3>\n\n\n\n

EMR\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u4e00\u822c\u7684\u306aAmazon S3\u306b\u3064\u3044\u3066\u3082\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u306b\u4f7f\u7528\u3059\u308bAmazon S3\u306e\u6599\u91d1\u306f\u3001\u4fdd\u5b58\u3059\u308b\u30c7\u30fc\u30bf\u306e\u91cf\u3068\u4fdd\u5b58\u671f\u9593\u306b\u3088\u3063\u3066\u6c7a\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u8ffd\u52a0\u30b5\u30fc\u30d3\u30b9<\/h3>\n\n\n\n

\u307e\u305f\u3001\u8ffd\u52a0\u7684\u306aAWS\u30b5\u30fc\u30d3\u30b9\uff08\u305f\u3068\u3048\u3070\u3001Amazon CloudWatch\u3001AWS Glue\u306a\u3069\uff09\u3092\u4f7f\u7528\u3057\u305f\u5834\u5408\u3001\u305d\u308c\u3089\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u5bfe\u3057\u3066\u5225\u9014\u6599\u91d1\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u308c\u3089\u306e\u8981\u7d20\u3092\u5408\u8a08\u3059\u308b\u3068\u3001\u5168\u4f53\u306eAmazon EMR\u306e\u6599\u91d1\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002\u5177\u4f53\u7684\u306a\u6599\u91d1\u306fAWS\u306e\u516c\u5f0f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u4e0a\u306e\u300cAmazon EMR\u306e\u6599\u91d1\u300d\u30da\u30fc\u30b8\u3092\u53c2\u7167\u3057\u3066\u3001\u6700\u65b0\u306e\u6599\u91d1\u60c5\u5831\u3068\u6599\u91d1\u8a08\u7b97\u30c4\u30fc\u30eb\u3092\u5229\u7528\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

Amazon EMR\u3068Redshift\u3068\u306e\u9055\u3044<\/h2>\n\n\n\n

Amazon EMR\u3068Redshift\u306f\u3001\u3069\u3061\u3089\u3082AWS\u306e\u30c7\u30fc\u30bf\u89e3\u6790\u30c4\u30fc\u30eb\u3067\u3059\u304c\u3001\u7528\u9014\u3084\u7279\u5fb4\u306f\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

EMR<\/h3>\n\n\n\n

EMR\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u4e26\u5217\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u7279\u306b\u3001\u30de\u30c3\u30d7\u30ea\u30c7\u30e5\u30fc\u30b9\u30bf\u30b9\u30af\u3084Spark\u30b8\u30e7\u30d6\u306a\u3069\u306e\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u30bf\u30b9\u30af\u306b\u306f\u3001EMR\u304c\u975e\u5e38\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n

Redshift<\/h3>\n\n\n\n

\u4e00\u65b9\u3001Redshift\u306f\u5b8c\u5168\u306b\u7ba1\u7406\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u96c6\u7d04\u3001\u9023\u7d50\u3001\u4e26\u3079\u66ff\u3048\u306a\u3069\u306e\u8907\u96d1\u306a\u5206\u6790\u30af\u30a8\u30ea\u3092\u9ad8\u901f\u306b\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u7279\u306b\u3001\u5927\u898f\u6a21\u306a\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u3084\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u5206\u6790\u306b\u306f\u3001Redshift\u304c\u975e\u5e38\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n

\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t
\"\"<\/figure><\/div>\t\t\t\t\t
\n\t\t\t\t\t\tAmazon Redshift\u3068\u306f\uff1fAWS\u306e\u6709\u540d\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u30b5\u30fc\u30d3\u30b9\u3092\u89e3\u8aac\uff01<\/a>\n\t\t\t\t\t\t\u300cAmazon Redshift\u304c\u3069\u3046\u3044\u3046\u30b5\u30fc\u30d3\u30b9\u306a\u306e\u304b\u77e5\u308a\u305f\u3044\uff01\u300d\u300cAmazon Redshift\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3069\u3046\u3044\u3046\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308b\u306e\u3060\u308d\u3046\u304b\uff1f\u300d \u8fd1\u5e74\u4f01\u696d\u304c\u53ce\u96c6\u3059\u308b\u30c7\u30fc\u30bf\u306e\u30d3\u30c3\u30b0\u30c7…<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n

\u307e\u3068\u3081<\/h2>\n\n\n\n

Amazon EMR\u306f\u3001\u305d\u306e\u4f4e\u30b3\u30b9\u30c8\u3001\u4f7f\u3044\u3084\u3059\u3055\u3001\u67d4\u8edf\u6027\u3001\u5b89\u5168\u6027\u304b\u3089\u3001\u591a\u304f\u306e\u4f01\u696d\u3067\u30c7\u30fc\u30bf\u89e3\u6790\u30c4\u30fc\u30eb\u3068\u3057\u3066\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u30fb\u5909\u63db\u30fb\u8aad\u307f\u8fbc\u307f\uff08ETL\uff09\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u5206\u6790\u306a\u3069\u3001\u69d8\u3005\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u89e3\u6790\u306e\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\u682a\u5f0f\u4f1a\u793eKUIX\u3067\u306fAWS\u3092\u7528\u3044\u305f\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u3084\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u683c\u7684\u306aAWS\u74b0\u5883\u306e\u69cb\u7bc9\u30fb\u5c0e\u5165\u3092\u3054\u691c\u8a0e\u3055\u308c\u308b\u969b\u306f\u3001\u305c\u3072\u4e00\u5ea6\u3054\u9023\u7d61\u304f\u3060\u3055\u3044\uff01\u304a\u554f\u3044\u5408\u308f\u305b\u306f\u3053\u3061\u3089\u304b\u3089<\/a><\/p>\n\n\n

\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t
\"\"<\/figure><\/div>\t\t\t\t\t
\n\t\t\t\t\t\tAmazon S3\u3068\u306f\uff1fAWS\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30b5\u30fc\u30d3\u30b9S3\u306b\u3064\u3044\u3066\u6599\u91d1\u3084\u30e1\u30ea\u30c3\u30c8\u3092\u89e3\u8aac\uff01<\/a>\n\t\t\t\t\t\tIT\u30b7\u30b9\u30c6\u30e0\u306b\u95a2\u4fc2\u3057\u3066\u3044\u308b\u65b9\u3067\u3042\u308c\u3070\u3001Amazon Web Services\uff08AWS\uff09\u3068\u3044\u3046\u540d\u524d\u3092\u805e\u3044\u305f\u3053\u3068\u304c\u3042\u308b\u65b9\u306f\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f \u3057\u304b\u3057\u3001\u305d\u306eAWS\u306e\u4e2d\u306b\u3069\u306e\u3088\u3046\u306a\u5177\u4f53…<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n
\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t
\"\"<\/figure><\/div>\t\t\t\t\t
\n\t\t\t\t\t\tAmazon EC2\u3068\u306f\uff1f\u30e1\u30ea\u30c3\u30c8\u3084\u6599\u91d1\u4f53\u7cfb\u3092\u521d\u5fc3\u8005\u306b\u3082\u308f\u304b\u308a\u3084\u3059\u304f\u7d39\u4ecb\uff01<\/a>\n\t\t\t\t\t\tIT\u30b7\u30b9\u30c6\u30e0\u306b\u95a2\u4fc2\u3057\u3066\u3044\u308b\u65b9\u3067\u3042\u308c\u3070\u3001Amazon Web Services\uff08AWS\uff09\u3068\u3044\u3046\u540d\u524d\u3092\u805e\u3044\u305f\u3053\u3068\u304c\u3042\u308b\u65b9\u306f\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\uff1f \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001AWS\u304c\u63d0\u4f9b\u3059\u308b\u30b5\u30fc\u30d3\u30b9…<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n
\n
\"\"<\/a><\/figure><\/div>","protected":false},"excerpt":{"rendered":"

\u6628\u4eca\u3001\u69d8\u3005\u306a\u9818\u57df\u3067\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3092\u884c\u3044\u3001\u7d4c\u55b6\u6226\u7565\u3084\u4f01\u696d\u904b\u55b6\u306b\u6d3b\u7528\u3059\u308b\u300c\u30c7\u30fc\u30bf\u5206\u6790\u300d\u306e\u8003\u3048\u65b9\u304c\u4e00\u822c\u7684\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u3001\u30c7\u30fc\u30bf\u306e\u89e3\u6790\u3068\u6d3b\u7528\u304c\u30d3\u30b8\u30cd\u30b9\u6210\u529f\u306e\u9375\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002 \u3053\u306e\u30c7\u30fc\u30bf\u5206\u6790\u304c\u91cd\u8981\u8996\u3055\u308c\u3066\u3044\u308b\u793e\u4f1a\u306b\u304a\u3044\u3066\u3001Amaz […]<\/p>\n","protected":false},"author":3,"featured_media":1284,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[11],"tags":[],"_links":{"self":[{"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=\/wp\/v2\/posts\/1281"}],"collection":[{"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1281"}],"version-history":[{"count":5,"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=\/wp\/v2\/posts\/1281\/revisions"}],"predecessor-version":[{"id":1377,"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=\/wp\/v2\/posts\/1281\/revisions\/1377"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=\/wp\/v2\/media\/1284"}],"wp:attachment":[{"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1281"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1281"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kuix.co.jp\/da-sys\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1281"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}