{"id":3338,"date":"2025-06-20T17:24:26","date_gmt":"2025-06-20T09:24:26","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=3338"},"modified":"2025-06-20T17:24:26","modified_gmt":"2025-06-20T09:24:26","slug":"comprehensive-analysis-of-aws-emr","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/ja\/aws-emr\u306e\u5305\u62ec\u7684\u306a\u5206\u6790\/","title":{"rendered":"AWS EMR"},"content":{"rendered":"<p>\u4eca\u65e5\u3001\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306f\u4f01\u696d\u306e\u4e2d\u6838\u7684\u306a\u7af6\u4e89\u529b\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u30da\u30bf\u30d0\u30a4\u30c8\u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u3092\u3044\u304b\u306b\u52b9\u7387\u7684\u304b\u3064\u4f4e\u30b3\u30b9\u30c8\u3067\u51e6\u7406\u3059\u308b\u304b\u306f\u3001\u591a\u304f\u306e\u4f01\u696d\u306eIT\u6226\u7565\u306b\u304a\u3044\u3066\u91cd\u8981\u306a\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002AWS\u4e0a\u306e\u30de\u30cd\u30fc\u30b8\u30c9\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3042\u308bAmazon Elastic MapReduce\uff08EMR\uff09\u306f\u3001\u305d\u306e\u67d4\u8edf\u6027\u3001\u62e1\u5f35\u6027\u3001\u305d\u3057\u3066\u9ad8\u3044\u30b3\u30b9\u30c8\u52b9\u7387\u306b\u3088\u308a\u3001\u91d1\u878d\u3001e\u30b3\u30de\u30fc\u30b9\u3001\u30b2\u30fc\u30e0\u3001\u5e83\u544a\u3001\u79d1\u5b66\u7814\u7a76\u306a\u3069\u306e\u5206\u91ce\u306e\u304a\u5ba2\u69d8\u306b\u3068\u3063\u3066\u7b2c\u4e00\u306e\u9078\u629e\u80a2\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>AWS \u8a8d\u5b9a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u3057\u3066\u3001AWS EMR \u306e\u6280\u8853\u7684\u539f\u7406\u3001\u4e3b\u306a\u5229\u70b9\u3001\u4e00\u822c\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u3092\u8a73\u3057\u304f\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5b9f\u88c5\u306e\u63d0\u6848\u3068\u30ea\u30bd\u30fc\u30b9\u306e\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>AWS EMR \u3068\u306f\u4f55\u3067\u3059\u304b?<\/h4>\n<p>Amazon EMR (Elastic MapReduce) \u306f\u3001Apache Hadoop\u3001Apache Spark\u3001Presto\u3001Hive\u3001Flink\u3001Trino \u306a\u3069\u306e\u4e00\u822c\u7684\u306a\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u7c21\u5358\u306b\u5b9f\u884c\u3067\u304d\u308b\u3001\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30de\u30cd\u30fc\u30b8\u30c9 \u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/p>\n<p>EMR \u306f\u3001\u30ed\u30b0\u5206\u6790\u3001ETL (\u62bd\u51fa\u3001\u5909\u63db\u3001\u30ed\u30fc\u30c9)\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c7\u30fc\u30bf \u30b9\u30c8\u30ea\u30fc\u30e0 \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u306e\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf \u30bf\u30b9\u30af\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u5206\u6563\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u69cb\u7bc9\u3092\u4f01\u696d\u306b\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\u5f93\u6765\u306e\u30ed\u30fc\u30ab\u30eb \u30af\u30e9\u30b9\u30bf\u30fc\u3068\u6bd4\u8f03\u3057\u3066\u3001EMR \u306f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u5f3e\u529b\u6027\u3001\u4fdd\u5b88\u6027\u3001\u30b3\u30b9\u30c8\u6700\u9069\u5316\u306e\u70b9\u3067\u5927\u304d\u306a\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u30b3\u30a2\u3068\u306a\u308b\u512a\u4f4d\u6027\u306e\u5206\u6790<\/h4>\n<h5>1. \u5f3e\u529b\u7684\u306a\u62e1\u5f35\u3068\u67d4\u8edf\u306a\u652f\u6255\u3044<\/h5>\n<ul>\n<li>\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u30b5\u30a4\u30ba\u306f\u30bf\u30b9\u30af\u306e\u8ca0\u8377\u306b\u5fdc\u3058\u3066\u81ea\u52d5\u7684\u306b\u62e1\u5927\u307e\u305f\u306f\u7e2e\u5c0f\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3001\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9 (\u6700\u5927 90% \u306e\u7bc0\u7d04)\u3001Savings Plan \u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n<li>\u8ab2\u91d1\u306f\u5206\u5358\u4f4d\u3067\u884c\u3048\u308b\u305f\u3081\u3001\u30a2\u30a4\u30c9\u30eb\u72b6\u614b\u306e\u30ea\u30bd\u30fc\u30b9\u30b3\u30b9\u30c8\u304c\u5927\u5e45\u306b\u524a\u6e1b\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<h5>2. AWS\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408<\/h5>\n<ul>\n<li>\u30cd\u30a4\u30c6\u30a3\u30d6\u7d71\u5408 <strong>\u30a2\u30de\u30be\u30f3S3<\/strong>\u3001<strong>Glue\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0<\/strong>\u3001<strong>\u30af\u30e9\u30a6\u30c9\u30a6\u30a9\u30c3\u30c1<\/strong>\u3001<strong>\u79c1\u306f<\/strong> \u5f85\u3063\u3066;<\/li>\n<li>\u305d\u3057\u3066 <strong>\u30a2\u30c6\u30ca<\/strong>\u3001<strong>\u8d64\u65b9\u504f\u79fb<\/strong>\u3001<strong>\u30bb\u30fc\u30b8\u30e1\u30fc\u30ab\u30fc<\/strong> \u30c7\u30fc\u30bf\u5206\u6790\u3068 AI \u30c4\u30fc\u30eb\u306f\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u63a5\u7d9a\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u30b5\u30dd\u30fc\u30c8 <strong>AWS \u30ec\u30a4\u30af\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3<\/strong> \u7d71\u5408\u3055\u308c\u305f\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<h5>3. \u8907\u6570\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30f3\u3092\u30b5\u30dd\u30fc\u30c8<\/h5>\n<ul>\n<li>Spark\u3001Hive\u3001Presto\u3001Flink\u3001HBase\u3001Trino \u306a\u3069\u306e\u4eba\u6c17\u306e\u30c4\u30fc\u30eb\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u3055\u307e\u3056\u307e\u306a\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u57fa\u3065\u3044\u3066\u3001\u8907\u6570\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30e2\u30c7\u30eb (\u30d0\u30c3\u30c1\u51e6\u7406\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u5206\u6790\u3001\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406) \u3092\u69cb\u6210\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>Hadoop \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u4e92\u63db\u6027\u304c\u3042\u308a\u3001\u65e2\u5b58\u306e\u30bf\u30b9\u30af\u306e\u79fb\u884c\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<h5>4. \u9ad8\u53ef\u7528\u6027\u3068\u81ea\u52d5\u30d5\u30a9\u30fc\u30eb\u30c8\u30c8\u30ec\u30e9\u30f3\u30b9<\/h5>\n<ul>\n<li>\u30de\u30eb\u30c1\u30a2\u30d9\u30a4\u30e9\u30d3\u30ea\u30c6\u30a3\u30be\u30fc\u30f3\u306e\u30d5\u30a9\u30fc\u30eb\u30c8\u30c8\u30ec\u30e9\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li>\u30af\u30e9\u30b9\u30bf\u30fc \u30ce\u30fc\u30c9\u306e\u81ea\u52d5\u7f6e\u63db\u3068\u30bf\u30b9\u30af\u306e\u518d\u8a66\u884c\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n<li>CloudWatch \u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u76e3\u8996\u3068\u30a2\u30e9\u30fc\u30e0\u8a2d\u5b9a\u3092\u884c\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h4>\u5178\u578b\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa<\/h4>\n<h5>1. \u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3068BI\u5206\u6790<\/h5>\n<p>EMR \u306f Hive\/Presto \u3068\u9023\u643a\u3057\u3066\u3001\u5927\u898f\u6a21\u306a SQL \u30af\u30a8\u30ea\u30bf\u30b9\u30af\u3092\u52b9\u7387\u7684\u306b\u5b9f\u884c\u3057\u3001\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3092\u69cb\u7bc9\u3057\u3001\u30d3\u30b8\u30e5\u30a2\u30eb BI \u30c4\u30fc\u30eb (QuickSight\u3001Tableau\u3001Superset \u306a\u3069) \u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<h5>2. ETL\u30c7\u30fc\u30bf\u51e6\u7406<\/h5>\n<p>S3\u3001RDS\u3001DynamoDB \u306a\u3069\u306e\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001Spark\/Hadoop \u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u30af\u30ea\u30fc\u30f3\u30a2\u30c3\u30d7\u304a\u3088\u3073\u5909\u63db\u3057\u3001\u7d50\u679c\u3092 S3 \u306b\u66f8\u304d\u623b\u3059\u304b\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306b\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n<h5>3. \u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30ea\u30f3\u30b0<\/h5>\n<p>\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u30e2\u30c7\u30ea\u30f3\u30b0\u306f\u3001Spark MLlib \u3084 XGBoost \u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u901a\u3058\u3066\u5b9f\u884c\u3055\u308c\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u7d50\u679c\u306f SageMaker \u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002<\/p>\n<h5>4. \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30ed\u30b0\u3068\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0<\/h5>\n<p>Flink \u307e\u305f\u306f Spark Streaming \u3092\u4f7f\u7528\u3057\u3066\u3001\u30ed\u30b0\u76e3\u8996\u3001\u52d5\u4f5c\u5206\u6790\u3001\u4e0d\u6b63\u691c\u51fa\u306a\u3069\u306e\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n<h5>5. \u30b3\u30b9\u30c8\u91cd\u8996\u306e\u5927\u898f\u6a21\u5206\u6790<\/h5>\n<p>\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u7528\u3057\u3066\u4e00\u6642\u7684\u306a\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30bf\u30b9\u30af\u3092\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3057\u3001\u4e88\u7b97\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u3001\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u51e6\u7406\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u5f93\u6765\u306e\u30af\u30e9\u30b9\u30bf\u3068\u4ed6\u306e\u30af\u30e9\u30a6\u30c9\u88fd\u54c1\u3068\u306e\u6bd4\u8f03<\/h4>\n<table class=\"w-fit min-w-(--thread-content-width)\" data-start=\"1612\" data-end=\"2001\">\n<thead data-start=\"1612\" data-end=\"1678\">\n<tr data-start=\"1612\" data-end=\"1678\">\n<th style=\"text-align: center;\" data-start=\"1612\" data-end=\"1619\" data-col-size=\"sm\">\u6bd4\u8f03\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30f3<\/th>\n<th style=\"text-align: center;\" data-start=\"1619\" data-end=\"1629\" data-col-size=\"sm\">AWS EMR<\/th>\n<th style=\"text-align: center;\" data-start=\"1629\" data-end=\"1644\" data-col-size=\"sm\">\u30ed\u30fc\u30ab\u30ebHadoop\u30af\u30e9\u30b9\u30bf\u30fc<\/th>\n<th style=\"text-align: center;\" data-start=\"1644\" data-end=\"1659\" data-col-size=\"sm\">GCP \u30c7\u30fc\u30bf\u30d7\u30ed\u30b7\u30fc\u30b8\u30e3<\/th>\n<th style=\"text-align: center;\" data-start=\"1659\" data-end=\"1678\" data-col-size=\"sm\">Azure HDInsight<\/th>\n<\/tr>\n<\/thead>\n<tbody data-start=\"1756\" data-end=\"2001\">\n<tr data-start=\"1756\" data-end=\"1797\">\n<td style=\"text-align: center;\" data-start=\"1756\" data-end=\"1763\" data-col-size=\"sm\">\u5c55\u958b\u6642\u9593<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1763\" data-end=\"1773\">\u6570\u5206\u3067\u81ea\u52d5\u5c55\u958b<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1773\" data-end=\"1784\">\u6570\u65e5\u306b\u308f\u305f\u308b\u624b\u52d5\u5c55\u958b<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1784\" data-end=\"1791\">\u8fc5\u901f\u306a\u5c55\u958b<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1791\" data-end=\"1797\">\u4e2d\u304f\u3089\u3044<\/td>\n<\/tr>\n<tr data-start=\"1798\" data-end=\"1841\">\n<td style=\"text-align: center;\" data-start=\"1798\" data-end=\"1805\" data-col-size=\"sm\">\u904b\u7528\u3068\u4fdd\u5b88\u306e\u8ca0\u62c5<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1805\" data-end=\"1820\">AWS\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u3001\u57fa\u672c\u7684\u306b\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30d5\u30ea\u30fc<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1820\" data-end=\"1830\">\u904b\u7528\u4fdd\u5b88\u30c1\u30fc\u30e0\u306b\u3088\u308b\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u5fc5\u8981<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1830\" data-end=\"1835\">\u30db\u30b9\u30c6\u30a3\u30f3\u30b0<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1835\" data-end=\"1841\">\u30db\u30b9\u30c6\u30a3\u30f3\u30b0<\/td>\n<\/tr>\n<tr data-start=\"1842\" data-end=\"1892\">\n<td style=\"text-align: center;\" data-start=\"1842\" data-end=\"1847\" data-col-size=\"sm\">\u6599\u91d1<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1847\" data-end=\"1864\">\u67d4\u8edf\u306a\u652f\u6255\u3044 + \u30b9\u30dd\u30c3\u30c8\u5272\u5f15<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1864\" data-end=\"1875\">\u904a\u4f11\u8cc7\u6e90\u306e\u91cd\u5927\u306a\u6d6a\u8cbb<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1875\" data-end=\"1884\">\u4e88\u7d04\u5272\u5f15\u306e\u30b5\u30dd\u30fc\u30c8<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1884\" data-end=\"1892\">\u82e5\u5e72\u9ad8\u3044\u30b3\u30b9\u30c8<\/td>\n<\/tr>\n<tr data-start=\"1893\" data-end=\"1931\">\n<td style=\"text-align: center;\" data-start=\"1893\" data-end=\"1900\" data-col-size=\"sm\">\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1900\" data-end=\"1909\">\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u5f3e\u6027\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1909\" data-end=\"1916\">\u62e1\u5927\u306e\u96e3\u3057\u3055<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1916\" data-end=\"1923\">\u4e2d\u7a0b\u5ea6\u306e\u5f3e\u529b\u6027<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1923\" data-end=\"1931\">\u4e2d\u7a0b\u5ea6\u306e\u5f3e\u529b\u6027<\/td>\n<\/tr>\n<tr data-start=\"1932\" data-end=\"2001\">\n<td style=\"text-align: center;\" data-start=\"1932\" data-end=\"1941\" data-col-size=\"sm\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u306e\u7d71\u5408<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1941\" data-end=\"1968\">S3\/Lake Formation \u3068\u306e\u30cd\u30a4\u30c6\u30a3\u30d6\u7d71\u5408<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1968\" data-end=\"1977\">\u5916\u90e8\u7d71\u5408\u304c\u9762\u5012<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1977\" data-end=\"1988\">GCS\u3068\u306e\u7d71\u5408<\/td>\n<td style=\"text-align: center;\" data-col-size=\"sm\" data-start=\"1988\" data-end=\"2001\">ADLS\u3068\u306e\u7d71\u5408<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><strong>\u8981\u7d04:<\/strong> \u30ed\u30fc\u30ab\u30eb Hadoop \u30af\u30e9\u30b9\u30bf\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u5834\u5408\u3084\u3001\u30c7\u30fc\u30bf\u306e\u5897\u52a0\u3001\u30b3\u30b9\u30c8\u306e\u4e0a\u6607\u3001\u64cd\u4f5c\u306e\u8907\u96d1\u5316\u306a\u3069\u306e\u554f\u984c\u306b\u76f4\u9762\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u52b9\u7387\u6027\u3068\u67d4\u8edf\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b AWS EMR \u306b\u79fb\u884c\u3059\u308b\u306e\u304c\u8ce2\u660e\u306a\u9078\u629e\u3067\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>\u9867\u5ba2\u4e8b\u4f8b<\/h4>\n<h5>1. \u91d1\u878d\u696d\u754c\uff1a\u4fe1\u7528\u30b9\u30b3\u30a2\u306e\u8a08\u7b97<\/h5>\n<p>\u5927\u624b\u91d1\u878d\u6a5f\u95a2\u306f\u3001EMR\u3092\u901a\u3058\u3066\u6bce\u65e5\u30c6\u30e9\u30d0\u30a4\u30c8\u5358\u4f4d\u306e\u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u30ed\u30b0\u3092\u51e6\u7406\u3057\u3001Spark MLlib\u3092\u7528\u3044\u3066\u4fe1\u7528\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3044\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u53d6\u5f15\u30ea\u30b9\u30af\u5206\u6790\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u6bd4\u8f03\u3057\u3066\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u901f\u5ea6\u306f60%\u5411\u4e0a\u3057\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30b3\u30b9\u30c8\u306f40%\u524a\u6e1b\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<h5>2. \u96fb\u5b50\u5546\u53d6\u5f15\u696d\u754c\uff1a\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30a8\u30f3\u30b8\u30f3<\/h5>\n<p>\u8d8a\u5883EC\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001EMR + Flink\u3092\u6d3b\u7528\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30ea\u30c3\u30af\u884c\u52d5\u3092\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u51e6\u7406\u3057\u3001\u5546\u54c1\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u306e\u66f4\u65b0\u30925\u79d2\u4ee5\u5185\u306b\u5b8c\u4e86\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u309215%\u5411\u4e0a\u3055\u305b\u307e\u3057\u305f\u3002EMR\u306fAWS Lambda\u304a\u3088\u3073DynamoDB\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3055\u308c\u3001\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u5f62\u6210\u3057\u307e\u3059\u3002<\/p>\n<h5>3. \u30b2\u30fc\u30e0\u696d\u754c\uff1a\u30ed\u30b0\u5206\u6790\u3068\u969c\u5bb3\u7b87\u6240\u306e\u7279\u5b9a<\/h5>\n<p>\u3042\u308b\u30b2\u30fc\u30e0\u4f1a\u793e\u306f\u3001EMR \u3092\u4f7f\u7528\u3057\u3066\u30b2\u30fc\u30e0\u30b5\u30fc\u30d0\u30fc\u306e\u30ed\u30b0\u3092\u5206\u6790\u3057\u3001\u7570\u5e38\u306a IP \u30a2\u30c9\u30ec\u30b9\u3001\u983b\u7e41\u306b\u30af\u30e9\u30c3\u30b7\u30e5\u3059\u308b\u30ce\u30fc\u30c9\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u96e2\u8131\u50be\u5411\u3092\u7279\u5b9a\u3057\u3001CloudWatch \u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u30ed\u30b0\u30a2\u30e9\u30fc\u30c8\u3068\u904b\u7528\u306e\u6700\u9069\u5316\u3092\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>&nbsp;<\/p>\n<h4>AWS\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u3057\u3066<\/h4>\n<p>EMR \u306e\u5c0e\u5165\u3068\u6700\u9069\u5316\u306f\u4fbf\u5229\u3067\u3059\u304c\u3001\u5b9f\u969b\u306b\u4f7f\u3044\u3053\u306a\u3059\u306b\u306f\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u8a2d\u5b9a\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u968e\u5c64\u5316\u3001\u30b3\u30b9\u30c8\u7ba1\u7406\u3001\u30bf\u30b9\u30af\u306e\u30d5\u30a9\u30fc\u30eb\u30c8\u30c8\u30ec\u30e9\u30f3\u30b9\u306a\u3069\u306b\u3064\u3044\u3066\u6df1\u304f\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002AWS \u516c\u5f0f\u8a8d\u5b9a\u4ee3\u7406\u5e97\u3068\u3057\u3066\u3001\u5f53\u793e\u306f\u4ee5\u4e0b\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/p>\n<h5>1. \u5efa\u7bc9\u8a2d\u8a08\u652f\u63f4<\/h5>\n<ul>\n<li>EMR \u306e\u4f7f\u7528\u306b\u9069\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u8a55\u4fa1\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<li>Spark\u3001Hive\u3001Flink \u306a\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\u3059\u308b\u305f\u3081\u306e\u63d0\u6848\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li>\u30de\u30eb\u30c1\u30ea\u30fc\u30b8\u30e7\u30f3\u3067\u3001\u5f3e\u529b\u7684\u306b\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3055\u308c\u3001\u30b3\u30b9\u30c8\u304c\u6700\u9069\u5316\u3055\u308c\u305f\u30af\u30e9\u30b9\u30bf\u30fc \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u8a2d\u8a08\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<h5>2. \u30b3\u30b9\u30c8\u6700\u9069\u5316\u306e\u63d0\u6848<\/h5>\n<ul>\n<li>\u30b9\u30dd\u30c3\u30c8\u30d7\u30e9\u30f3\u3068\u8caf\u84c4\u30d7\u30e9\u30f3\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5927\u5e45\u306a\u30b3\u30b9\u30c8\u524a\u6e1b\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/li>\n<li>S3 \u968e\u5c64\u578b\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u5727\u7e2e\u306e\u4f7f\u7528\u3092\u30ac\u30a4\u30c9\u3057\u307e\u3059\u3002<\/li>\n<li>\u30ea\u30bd\u30fc\u30b9\u306e\u7121\u99c4\u3092\u907f\u3051\u308b\u305f\u3081\u306b\u81ea\u52d5\u30b7\u30e3\u30c3\u30c8\u30c0\u30a6\u30f3 \u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u69cb\u6210\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ul>\n<h5>3. \u4e2d\u56fd\u8a9e\u306e\u6280\u8853\u30b5\u30dd\u30fc\u30c8 + \u4f01\u696d\u8acb\u6c42\u66f8 + \u516c\u5f0f\u30d0\u30a6\u30c1\u30e3\u30fc<\/h5>\n<ul>\n<li>\u69cb\u6210\u3092\u652f\u63f4\u3059\u308b\u7121\u6599\u306e\u6280\u8853\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\u3002<\/li>\n<li>AWS \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ec\u30d9\u30eb\u306e\u6708\u6b21\u8acb\u6c42\u66f8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<li>AWS \u7121\u6599\u30c8\u30e9\u30a4\u30a2\u30eb\u30af\u30a9\u30fc\u30bf\u3084\u30a4\u30d9\u30f3\u30c8\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u7533\u8acb\u3059\u308b\u305f\u3081\u306e\u30c1\u30e3\u30cd\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h4>\u7d50\u8ad6<\/h4>\n<p>Amazon EMR\u306f\u5358\u306a\u308b\u30c4\u30fc\u30eb\u3067\u306f\u306a\u304f\u3001\u300c\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u30fb\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u601d\u8003\u300d\u306e\u62c5\u3044\u624b\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u4f01\u696d\u3092\u30ea\u30bd\u30fc\u30b9\u3084\u904b\u7528\u4e0a\u306e\u5236\u7d04\u304b\u3089\u89e3\u653e\u3057\u3001\u30c1\u30fc\u30e0\u304c\u30c7\u30fc\u30bf\u4fa1\u5024\u306e\u30de\u30a4\u30cb\u30f3\u30b0\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n<p>\u3042\u306a\u305f\u306e\u30d3\u30b8\u30cd\u30b9\u304c\u6b21\u306e\u3088\u3046\u306a\u72b6\u6cc1\u306b\u3042\u308b\u5834\u5408\uff1a<\/p>\n<ul>\n<li>\u5897\u3048\u7d9a\u3051\u308b\u30ed\u30b0\u3001\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u3001\u5206\u6790\u30c7\u30fc\u30bf\u3002<\/li>\n<li>\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u30ec\u30dd\u30fc\u30c8\u751f\u6210\u30bf\u30b9\u30af\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u51e6\u7406\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u304a\u3088\u3073\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u904b\u7528\u304a\u3088\u3073\u4fdd\u5b88\u30b3\u30b9\u30c8\u304c\u9ad8\u3044\u3002<\/li>\n<\/ul>\n<p>\u305d\u308d\u305d\u308d\u30c7\u30fc\u30bf\u51e6\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30af\u30e9\u30a6\u30c9\u79fb\u884c\u3092\u691c\u8a0e\u3059\u3079\u304d\u6642\u671f\u3067\u3059\u3002Amazon 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