{"id":34573,"date":"2024-08-27T00:00:12","date_gmt":"2024-08-26T15:00:12","guid":{"rendered":"https:\/\/flxy.jp\/media\/?p=34573"},"modified":"2025-05-16T16:52:45","modified_gmt":"2025-05-16T07:52:45","slug":"hadoop%ef%bc%88%e3%83%8f%e3%83%89%e3%82%a5%e3%83%bc%e3%83%97%ef%bc%89%e3%81%a8%e3%81%af%ef%bc%9f%e6%a6%82%e8%a6%81%e3%82%84%e4%bd%bf%e3%81%84%e6%96%b9%e3%80%81%e5%b0%86%e6%9d%a5%e6%80%a7%e3%82%92","status":"publish","type":"post","link":"https:\/\/flxy.jp\/media\/article\/34573","title":{"rendered":"Hadoop\uff08\u30cf\u30c9\u30a5\u30fc\u30d7\uff09\u3068\u306f\uff1f\u6982\u8981\u3084\u4f7f\u3044\u65b9\u3001\u5c06\u6765\u6027\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac"},"content":{"rendered":"<p>IT\u30b7\u30b9\u30c6\u30e0\u3067\u4f7f\u7528\u3055\u308c\u308b\u30c7\u30fc\u30bf\u91cf\u306f\u5e74\u3005\u81a8\u5927\u306b\u306a\u3063\u3066\u304a\u308a\u3001\u5927\u5bb9\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3057\u3066\u540c\u6642\u306b\u51e6\u7406\u3092\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u6709\u7121\u304c\u91cd\u8981\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u305d\u3053\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u5206\u6563\u578b\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u884c\u3046\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30afHadoop\uff08\u30cf\u30c9\u30a5\u30fc\u30d7\uff09\u3067\u3059\u3002Hadoop\u306e\u6982\u8981\u3084\u7279\u5fb4\u3001\u6d3b\u7528\u6cd5\u306b\u3064\u3044\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n<!--CTA\u30dc\u30bf\u30f3\uff1a\u3053\u3053\u304b\u3089\u30b3\u30d4\u30fc-->\n\n<div class=\"cta-btn-box\">\n<p>\u6848\u4ef6\u63a2\u3057\u306e\u60a9\u307f\u4ea4\u6e09\u306e\u4e0d\u5b89\u3001\u5c02\u4efb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5168\u3066\u30b5\u30dd\u30fc\u30c8<\/p>\n<a href=\"https:\/\/flxy.jp\/form\/expert\/input\" class=\"cta-btn-01\">\u4eca\u3059\u3050\u7121\u6599\u30ad\u30e3\u30ea\u30a2\u76f8\u8ac7\u3092\u7533\u3057\u8fbc\u3080<\/a>\n<\/div>\n\n<!--CTA\u30dc\u30bf\u30f3\uff1a\u3053\u3053\u307e\u3067\u30b3\u30d4\u30fc-->\n\n<div id=\"toc_container\" class=\"no_bullets\"><p class=\"toc_title\">\u76ee\u6b21<\/p><ul class=\"toc_list\"><li><a href=\"#Hadoop\">Hadoop\u3068\u306f\uff1f<\/a><\/li><li><a href=\"#Hadoop-2\">Hadoop\u304c\u767b\u5834\u3057\u305f\u80cc\u666f<\/a><\/li><li><a href=\"#Hadoop-3\">Hadoop\u306e\u7279\u9577<\/a><ul><li><a href=\"#i\">\u65b0\u305f\u306a\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u5f97\u3089\u308c\u308b<\/a><\/li><li><a href=\"#i-2\">\u51e6\u7406\u306e\u67d4\u8edf\u6027\u304c\u9ad8\u3044<\/a><\/li><li><a href=\"#i-3\">\u30b5\u30fc\u30d0\u306e\u69cb\u7bc9\u8cbb\u7528\u3092\u6291\u3048\u3089\u308c\u308b<\/a><\/li><\/ul><\/li><li><a href=\"#Hadoop-4\">Hadoop\u306e\u4e00\u822c\u7684\u306a\u7528\u9014\u3068\u306f\uff1f<\/a><ul><li><a href=\"#i-4\">\u30af\u30ea\u30c3\u30af\u30b9\u30c8\u30ea\u30fc\u30e0\u30c7\u30fc\u30bf\u306e\u5206\u6790<\/a><\/li><li><a href=\"#i-5\">\u30ed\u30b0\u306e\u51e6\u7406<\/a><\/li><li><a href=\"#i-6\">\u30da\u30bf\u30d0\u30a4\u30c8\u30b9\u30b1\u30fc\u30eb\u306e\u5206\u6790<\/a><\/li><li><a href=\"#i-7\">\u30b2\u30ce\u30df\u30af\u30b9\u30c7\u30fc\u30bf\u306e\u51e6\u7406<\/a><\/li><li><a href=\"#ETL\">ETL\u306b\u304a\u3051\u308b\u51e6\u7406<\/a><\/li><\/ul><\/li><li><a href=\"#Hadoop-5\">Hadoop\u306b\u5c06\u6765\u6027\u306f\u3042\u308b\uff1f<\/a><\/li><li><a href=\"#Hadoop-6\">Hadoop\u306e\u8ab2\u984c\u3068\u306f\uff1f<\/a><ul><li><a href=\"#Hadoop-7\">Hadoop\u3060\u3051\u3067\u306f\u8a73\u7d30\u306a\u5206\u6790\u3092\u30ab\u30d0\u30fc\u3067\u304d\u306a\u3044<\/a><\/li><li><a href=\"#i-8\">\u30b9\u30ad\u30eb\u3092\u3082\u3064\u4eba\u6750\u304c\u5fc5\u8981<\/a><\/li><\/ul><\/li><li><a href=\"#i-9\">\u307e\u3068\u3081<\/a><\/li><\/ul><\/div>\n<h2><span id=\"Hadoop\">Hadoop\u3068\u306f\uff1f<\/span><\/h2>\n\n<p>Hadoop\uff08\u30cf\u30c9\u30a5\u30fc\u30d7\uff09\u306f\u3001Apache Software Foundation\u304c\u958b\u767a\u30fb\u7dad\u6301\u3057\u3066\u3044\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u5206\u6563\u578b\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u683c\u7d0d\u3084\u51e6\u7406\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e4\u3064\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<div style=\"overflow-x: auto;\">\n  <table border=\"1\" style=\"width: 100%; border-collapse: collapse;\">\n    <colgroup>\n      <col style=\"width: 30%;\">\n      <col style=\"width: 70%;\">\n    <\/colgroup>\n    <tr style=\"background-color: #B2EEE9;\">\n      <th>\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/th>\n      <th>\u7279\u5fb4<\/th>\n    <\/tr>\n    <tr>\n      <th>HDFS\uff08Hadoop Distributed File System\uff09<\/th>\n      <td>\u30de\u30b9\u30bf\u30fc\u30b5\u30fc\u30d0\u3068\u8907\u6570\u306e\u4eee\u60f3\u7684\u306a\u30b9\u30ec\u30fc\u30d6\u30b5\u30fc\u30d0\u3067\u69cb\u6210\u3055\u308c\u308b\u5927\u5bb9\u91cf\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002\u30de\u30b9\u30bf\u30fc\u30b5\u30fc\u30d0\u3067\u5168\u4f53\u306e\u51e6\u7406\u306e\u6d41\u308c\u3092\u7ba1\u7406\u3057\u3066\u3001\u30b9\u30ec\u30fc\u30d6\u30b5\u30fc\u30d0\u3067\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<\/td>\n    <\/tr>\n    <tr>\n      <th>YARN\uff08Yet Another Resource negotiator\uff09<\/th>\n      <td>\u30af\u30e9\u30b9\u30bf\u306e\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u3068\u30b8\u30e7\u30d6\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u884c\u3046\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002\u30de\u30b9\u30bf\u30fc\u3001\u30b9\u30ec\u30fc\u30d6\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30de\u30b9\u30bf\u30fc\u306e3\u3064\u304b\u3089\u69cb\u6210\u3055\u308c\u307e\u3059\u3002<\/td>\n    <\/tr>\n    <tr>\n      <th>MapReduce<\/th>\n      <td>\u683c\u7d0d\u3057\u305f\u30c7\u30fc\u30bf\u3092\u5206\u6563\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u30da\u30bf\u30d0\u30a4\u30c8\u306e\u30c7\u30fc\u30bf\u3067\u3082\u4e26\u5217\u51e6\u7406\u306b\u3088\u3063\u3066\u7d20\u65e9\u3044\u89e3\u6790\u304c\u53ef\u80fd\u3067\u3059\u3002<\/td>\n    <\/tr>\n    <tr>\n      <th>Hadoop Common<\/th>\n      <td>\u5168\u3066\u306eHadoop\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u5171\u901a\u3057\u3066\u4f7f\u7528\u3055\u308c\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u7fa4\u3067\u3059\u3002<\/td>\n    <\/tr>\n  <\/table>\n<\/div>\n\n<p>\u3055\u3089\u306bAmazon EMR\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u304c\u7c21\u5358\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<div class=\"box_border_gray\">\n<ul>\n    <li>HBase<\/li>\n    <li>Hive<\/li>\n    <li>Hue<\/li>\n    <li>Pig<\/li>\n<\/ul>\n<\/div>\n\n<p><a href=\"https:\/\/flxy.jp\/lp\/lp001\" class=\"btn01\">FLEXY\u30b5\u30fc\u30d3\u30b9\u3092\u898b\u308b<\/a><\/p>\n\n<h2><span id=\"Hadoop-2\">Hadoop\u304c\u767b\u5834\u3057\u305f\u80cc\u666f<\/span><\/h2>\n\n<p>\u8fd1\u5e74\u3067\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084AI\u3092\u4f7f\u7528\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u304c\u591a\u304f\u767b\u5834\u3057\u3066\u304a\u308a\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3067\u3066\u304d\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u753b\u50cf\u3084\u52d5\u753b\u306a\u3069\u3001\u5bb9\u91cf\u306e\u5927\u304d\u306a\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u6271\u3046\u3053\u3068\u3082\u5897\u3048\u305f\u305f\u3081\u3001\u3053\u3046\u3057\u305f\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u5bb9\u91cf\u3092\u6271\u3046\u306b\u306f\u3053\u308c\u307e\u3067\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3060\u3051\u3067\u306f\u96e3\u3057\u3044\u3082\u306e\u3067\u3057\u305f\u3002<\/p>\n\n<p>\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u6271\u3046\u3053\u3068\u304c\u4e3b\u6d41\u3067\u3001\u30b9\u30ad\u30fc\u30de\u306e\u67d4\u8edf\u6027\u3082\u3042\u308a\u307e\u305b\u3093\u3002\u30c7\u30fc\u30bf\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3082\u5782\u76f4\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u3082\u306e\u304c\u591a\u304f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u306f\u5236\u7d04\u3084\u30b3\u30b9\u30c8\u7684\u306a\u554f\u984c\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n\n<p>\u4e00\u65b9Hadoop\u306f\u3001\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3084\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u304c\u3067\u304d\u3001\u30b9\u30ad\u30fc\u30de\u304c\u5fc5\u8981\u306a\u3044\u306e\u3067\u67d4\u8edf\u6027\u304c\u9ad8\u3044\u3067\u3059\u3002\u30c7\u30fc\u30bf\u3082\u5206\u6563\u578b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u6c34\u5e73\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u304c\u5bb9\u6613\u306a\u3046\u3048\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306a\u306e\u3067\u30b3\u30b9\u30c8\u3082\u4f4e\u304f\u6e08\u307f\u307e\u3059\u3002<\/p>\n\n<p>\u3053\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u5206\u6563\u3057\u3066\u51e6\u7406\u3067\u304d\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u767b\u5834\u3057\u305f\u3053\u3068\u3067\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084\u30c7\u30fc\u30bf\u89e3\u6790\u3068\u3044\u3063\u305f\u5206\u91ce\u306f\u8457\u3057\u304f\u767a\u5c55\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<p><a href=\"https:\/\/flxy.jp\/lp\/lp001\" class=\"btn01\">FLEXY\u30b5\u30fc\u30d3\u30b9\u3092\u898b\u308b<\/a><\/p>\n\n<h2><span id=\"Hadoop-3\">Hadoop\u306e\u7279\u9577<\/span><\/h2>\n\n<p>Hadoop\u306e\u5927\u304d\u306a\u7279\u9577\u30923\u3064\u306e\u70b9\u304b\u3089\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"i\">\u65b0\u305f\u306a\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u5f97\u3089\u308c\u308b<\/span><\/h3>\n\n<p>Hadoop\u306f\u3001\u5206\u6563\u578b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u6c34\u5e73\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u304c\u5bb9\u6613\u306a\u306e\u3067\u3001\u65b0\u3057\u3044\u30ce\u30fc\u30c9\u3092\u30af\u30e9\u30b9\u30bf\u306b\u7c21\u5358\u306b\u8ffd\u52a0\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u30b5\u30fc\u30d3\u30b9\u3092\u505c\u6b62\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u5bb9\u91cf\u3092\u307b\u307c\u7121\u5236\u9650\u306b\u62e1\u5f35\u53ef\u80fd\u3067\u3059\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u57fa\u76e4\u8a2d\u8a08\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u306a\u3044\u306e\u3067\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306b\u654f\u611f\u306b\u306a\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n<p>\u307e\u305f\u3001\u30af\u30e9\u30a6\u30c9\u3067\u306e\u4f7f\u7528\u3060\u3051\u3067\u306a\u304f\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3067\u3082\u904b\u7528\u304c\u53ef\u80fd\u3067\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u74b0\u5883\u3067\u3082\u52d5\u4f5c\u3057\u307e\u3059\u3002\u4f01\u696d\u306e\u74b0\u5883\u306b\u6cbf\u3063\u3066\u5c0e\u5165\u3067\u304d\u308b\u306e\u3067\u3001\u67d4\u8edf\u6027\u3082\u9ad8\u3044\u3067\u3059\u3002\n\u8010\u969c\u5bb3\u6027\u3082\u9ad8\u304f\u3001HDFS\u3067\u306f\u683c\u7d0d\u3057\u305f\u30c7\u30fc\u30bf\u3092\u8907\u6570\u306e\u30ce\u30fc\u30c9\u306b\u81ea\u52d5\u7684\u306b\u8907\u88fd\u3057\u307e\u3059\u3002\u3082\u3057\u3072\u3068\u3064\u306e\u30ce\u30fc\u30c9\u306b\u554f\u984c\u304c\u8d77\u304d\u305f\u5834\u5408\u3067\u3082\u4ed6\u306e\u30ce\u30fc\u30c9\u304c\u4ee3\u308f\u308a\u306b\u51e6\u7406\u3092\u5f15\u304d\u7d99\u3050\u306e\u3067\u3001\u3059\u3050\u306b\u306f\u30b7\u30b9\u30c6\u30e0\u304c\u30c0\u30a6\u30f3\u3057\u307e\u305b\u3093\u3002<\/p>\n\n<h3><span id=\"i-2\">\u51e6\u7406\u306e\u67d4\u8edf\u6027\u304c\u9ad8\u3044<\/span><\/h3>\n\n<p>Hadoop\u306f\u3001\u300c\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u300d\u300c\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u300d\u300c\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u300d\u3068\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u5f62\u5f0f\u3092\u67d4\u8edf\u306b\u6271\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30d5\u30e9\u30c3\u30c8\u30d5\u30a1\u30a4\u30eb\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30c7\u30fc\u30bf\u306a\u3069\u3001\u7570\u306a\u308b\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3066\u51e6\u7406\u3067\u304d\u307e\u3059\u3002\u683c\u7d0d\u3057\u305f\u30c7\u30fc\u30bf\u306f\u3001\u51e6\u7406\u3092\u3059\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u610f\u5473\u4ed8\u3051\u3055\u308c\u308b\u306e\u3067\u3001\u4e00\u65e6\u683c\u7d0d\u3057\u305f\u306e\u3061\u3001\u4f7f\u7528\u3059\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u30c7\u30fc\u30bf\u578b\u3092\u5b9a\u7fa9\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n<p>\u30ea\u30bd\u30fc\u30b9\u3082YARN\u306b\u3088\u3063\u3066\u9069\u5207\u306b\u7ba1\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u30af\u30e9\u30b9\u30bf\u5185\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u5206\u6563\u3057\u3066\u8907\u6570\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u3066\u3082\u7af6\u5408\u3057\u307e\u305b\u3093\u3002\u307e\u305f\u3001Hive\u3001Pig\u3001Spark\u3068\u3044\u3063\u305f\u3055\u307e\u3056\u307e\u306a\u5206\u6790\u30c4\u30fc\u30eb\u304c\u5229\u7528\u3067\u304d\u308b\u306e\u3082\u5927\u304d\u306a\u5229\u70b9\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3084ETL\u30d7\u30ed\u30bb\u30b9\u3092\u5c0e\u5165\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"i-3\">\u30b5\u30fc\u30d0\u306e\u69cb\u7bc9\u8cbb\u7528\u3092\u6291\u3048\u3089\u308c\u308b<\/span><\/h3>\n\n<p>Hadoop\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3001\u6c4e\u7528\u7684\u306a\u4f4e\u30b3\u30b9\u30c8\u30b5\u30fc\u30d0\u3067\u3082\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u9ad8\u4fa1\u306a\u30b5\u30fc\u30d0\u306e\u69cb\u7bc9\u3082\u5fc5\u8981\u3042\u308a\u307e\u305b\u3093\u3002\u3055\u3089\u306b\u904b\u7528\u958b\u59cb\u6642\u306f\u6700\u5c0f\u9650\u3067\u30b9\u30bf\u30fc\u30c8\u3057\u3066\u3001\u5f8c\u3005\u30b9\u30c8\u30ec\u30fc\u30b8\u5bb9\u91cf\u304c\u5927\u304d\u304f\u306a\u3063\u305f\u3068\u304d\u3060\u3051\u65b0\u3057\u3044\u30ce\u30fc\u30c9\u3092\u8ffd\u52a0\u3059\u308b\u3068\u3044\u3046\u6d3b\u7528\u65b9\u6cd5\u306b\u3082\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u524d\u8ff0\u3057\u305f\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306e\u5229\u70b9\u3092\u5fdc\u7528\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u3053\u306e\u3088\u3046\u306bHadoop\u306a\u3089\u521d\u671f\u6295\u8cc7\u3092\u5c11\u306a\u304f\u3057\u3066\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u898f\u6a21\u3092\u5927\u304d\u304f\u3057\u305f\u3044\u3068\u304d\u306b\u3060\u3051\u5fc5\u8981\u306a\u30b3\u30b9\u30c8\u3092\u304b\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n<p>\u307e\u305f\u3001\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u904b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u3067\u30ea\u30bd\u30fc\u30b9\u306e\u30a2\u30c3\u30d7\u30c0\u30a6\u30f3\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d4\u30fc\u30af\u6642\u306b\u306e\u307f\u306b\u30ea\u30bd\u30fc\u30b9\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u3067\u4f59\u5206\u306a\u30b3\u30b9\u30c8\u30ab\u30c3\u30c8\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n<p><a href=\"https:\/\/flxy.jp\/lp\/lp001\" class=\"btn01\">FLEXY\u30b5\u30fc\u30d3\u30b9\u3092\u898b\u308b<\/a><\/p>\n\n<h2><span id=\"Hadoop-4\">Hadoop\u306e\u4e00\u822c\u7684\u306a\u7528\u9014\u3068\u306f\uff1f<\/span><\/h2>\n\n<p>\u73fe\u5728Hadoop\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30b7\u30b9\u30c6\u30e0\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u305d\u306e\u4e2d\u3067\u3082\u4e3b\u8981\u306a\u4f7f\u7528\u65b9\u6cd5\u30925\u3064\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n<div style=\"overflow-x: auto;\">\n  <table border=\"1\" style=\"width: 100%; border-collapse: collapse;\">\n    <colgroup>\n      <col style=\"width: 30%;\">\n      <col style=\"width: 70%;\">\n    <\/colgroup>\n    <tr style=\"background-color: #B2EEE9;\">\n      <th>\u4f7f\u7528\u65b9\u6cd5<\/th>\n      <th>\u8a73\u7d30<\/th>\n    <\/tr>\n    <tr>\n      <th>1.\u30af\u30a4\u30c3\u30af\u30b9\u30c8\u30ea\u30fc\u30e0\u30c7\u30fc\u30bf\u306e\u5206\u6790<\/th>\n      <td>\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084Web\u30b5\u30a4\u30c8\u4e0a\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u3092\u8ffd\u8de1\u3057\u3066\u5206\u6790\u3059\u308b<br>\n\u30fb\u9069\u5207\u306a\u5e83\u544a\u914d\u4fe1\u3084\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u5206\u6790\u306b\u5229\u7528\u3067\u304d\u308b<\/td>\n    <\/tr>\n    <tr>\n      <th>2.\u30ed\u30b0\u306e\u51e6\u7406<\/th>\n      <td>\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u904b\u7528\u6642\u306b\u767a\u751f\u3059\u308b\u30ed\u30b0\u306e\u51e6\u7406\u3092\u3059\u308b<br>\n\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u554f\u984c\u3092\u81ea\u52d5\u3067\u691c\u77e5\u3057\u3066\u30a2\u30e9\u30fc\u30c8\u3092\u9001\u4fe1\u3067\u304d\u308b<\/td>\n    <\/tr>\n    <tr>\n      <th>3.\u30da\u30bf\u30d0\u30a4\u30c8\u30b9\u30b1\u30fc\u30eb\u306e\u5206\u6790<\/th>\n      <td>\u30fb\u30da\u30bf\u30d0\u30a4\u30c8\u898f\u6a21\u306e\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u53ef\u80fd<br>\n\u30fb\u5929\u6587\u5b66\u3084\u79d1\u5b66\u5206\u91ce\u306b\u3082\u5229\u7528\u3055\u308c\u3066\u3044\u308b<\/td>\n    <\/tr>\n    <tr>\n      <th>4.\u30b2\u30ce\u30df\u30af\u30b9\u30c7\u30fc\u30bf\u306e\u51e6\u7406<\/th>\n      <td>\u30fb\u4eba\u9593\u306e\u30b2\u30ce\u30e0\u306e\u5869\u57fa\u914d\u5217\u60c5\u5831\u3092\u30c7\u30fc\u30bf\u5316\u3057\u3066\u51e6\u7406\u3059\u308b<br>\n\u30fb\u6700\u65b0\u533b\u7642\u3084DNA\u306e\u89e3\u6790\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u308b<\/td>\n    <\/tr>\n    <tr>\n      <th>5. ETL\u306b\u304a\u3051\u308b\u51e6\u7406<\/th>\n      <td>\u30fb\u300cExtract\u300d\u300cTransform\u300d\u300cLoad\u300d\u306e\u7565<br>\n\u30fb\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3084\u62bd\u51fa\u306b\u3042\u305f\u3063\u3066\u81a8\u5927\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u5fc5\u8981\u3068\u3057\u306a\u3044<\/td>\n    <\/tr>\n  <\/table>\n<\/div>\n\n<h3><span id=\"i-4\">\u30af\u30ea\u30c3\u30af\u30b9\u30c8\u30ea\u30fc\u30e0\u30c7\u30fc\u30bf\u306e\u5206\u6790<\/span><\/h3>\n\n<p>\u30af\u30ea\u30c3\u30af\u30b9\u30c8\u30ea\u30fc\u30e0\u30c7\u30fc\u30bf\u5206\u6790\u3068\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084Web\u30b5\u30a4\u30c8\u3092\u3069\u306e\u3088\u3046\u306b\u5229\u7528\u3057\u3066\u3044\u308b\u304b\u3092\u8ffd\u8de1\u3057\u3066\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002\u30af\u30a4\u30c3\u30af\u30b9\u30c8\u30ea\u30fc\u30e0\u30c7\u30fc\u30bf\u306f\u3001Web\u30b5\u30fc\u30d0\u306e\u30ed\u30b0\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30ed\u30b0\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u306e\u30c7\u30fc\u30bf\u306a\u3069\u3001\u591a\u69d8\u306a\u5f62\u5f0f\u3067\u767a\u751f\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6563\u51e6\u7406\u3067\u304d\u308b\u306e\u304c\u3001Hadoop\u306e\u5927\u304d\u306a\u5229\u70b9\u3067\u3059\u3002<\/p>\n\n<p>\u3053\u308c\u3089\u3092\u4e00\u65e6\u683c\u7d0d\u3057\u305f\u5f8c\u306b\u5206\u6790\u30c4\u30fc\u30eb\u3067\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u3084\u5909\u63db\u3001\u30ed\u30fc\u30c9\u3092\u884c\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3068\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u6b63\u898f\u5316\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3067\u5206\u6790\u53ef\u80fd\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u3057\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u7279\u5b9a\u306e\u30c4\u30fc\u30eb\u3067\u7d50\u679c\u5206\u6790\u3084\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u5206\u6790\u306a\u3069\u3092\u884c\u3044\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u691c\u51fa\u3084\u9069\u5207\u306a\u5e83\u544a\u914d\u4fe1\u3001\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306a\u3069\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"i-5\">\u30ed\u30b0\u306e\u51e6\u7406<\/span><\/h3>\n\n<p>\u30ed\u30b0\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u3092\u904b\u7528\u3059\u308b\u3068\u304d\u306b\u751f\u6210\u3055\u308c\u308b\u91cd\u8981\u306a\u30c7\u30fc\u30bf\u3067\u3059\u3002\u3053\u308c\u3092\u51e6\u7406\u30fb\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u30b7\u30b9\u30c6\u30e0\u306e\u904b\u7528\u76e3\u8996\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u76e3\u8996\u3001\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<p>Hadoop\u3067\u306f\u3001\u81a8\u5927\u306a\u6570\u306e\u30ed\u30b0\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u307e\u3059\u3002\u4e00\u5ea6\u683c\u7d0d\u3057\u305f\u30c7\u30fc\u30bf\u306f\u9577\u671f\u9593\u306b\u308f\u305f\u3063\u3066\u4fdd\u5b58\u304c\u3067\u304d\u3001\u8010\u969c\u5bb3\u6027\u3082\u3042\u308b\u306e\u3067\u5b89\u5168\u3067\u3059\u3002\u751f\u6210\u3055\u308c\u308b\u30ed\u30b0\u306b\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3084JSON\u3001XML\u306a\u3069\u3055\u307e\u3056\u307e\u306a\u5f62\u5f0f\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u3069\u306e\u3088\u3046\u306a\u30ed\u30b0\u3067\u3082\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u6a19\u6e96\u5316\u3055\u308c\u305f\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u5909\u63db\u3057\u3066\u5fc5\u8981\u306a\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u62bd\u51fa\u3055\u308c\u307e\u3059\u3002<\/p>\n\n<p>\u305d\u306e\u305f\u3081\u3001Web\u304b\u3089\u30e2\u30d0\u30a4\u30eb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u307e\u3067\u3055\u307e\u3056\u307e\u306a\u30ed\u30b0\u306e\u51e6\u7406\u3092\u884c\u3048\u308b\u3067\u3057\u3087\u3046\u3002\u307e\u305f\u3001\u7570\u5e38\u30d1\u30bf\u30fc\u30f3\u306e\u691c\u77e5\u3068\u30a2\u30e9\u30fc\u30c8\u9001\u4fe1\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u554f\u984c\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u306b\u5373\u5ea7\u306b\u5bfe\u5fdc\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n<h3><span id=\"i-6\">\u30da\u30bf\u30d0\u30a4\u30c8\u30b9\u30b1\u30fc\u30eb\u306e\u5206\u6790<\/span><\/h3>\n\n<p>\u30da\u30bf\u30d0\u30a4\u30c8\uff08PB\uff09\u306f\u30c7\u30fc\u30bf\u91cf\u306e\u5358\u4f4d\u3092\u8868\u3059\u3082\u306e\u3067\u3001\u30c6\u30e9\u30d0\u30a4\u30c8\uff08TB\uff09\u306e\u4e0a\u306e\u5358\u4f4d\u3067\u3059\u30021,000GB\uff1d1TB\u3068\u306a\u308a\u30011,000TB\uff1d1PB\u3068\u3044\u3063\u305f\u81a8\u5927\u306a\u5bb9\u91cf\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n\n<p>\u3053\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3067\u554f\u984c\u3068\u306a\u308b\u306e\u304c\u3001\u30c7\u30fc\u30bf\u306e\u5206\u6563\u51e6\u7406\u80fd\u529b\u3067\u3059\u3002\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u306f\u5e38\u306b\u53ce\u96c6\u3055\u308c\u307e\u3059\u304c\u3001\u3053\u308c\u3089\u3092\u6d3b\u7528\u3059\u308b\u306e\u306f\u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u306f\u96e3\u3057\u3044\u3053\u3068\u3067\u3057\u305f\u3002<\/p>\n\n<p>Hadoop\u3067\u306f\u3001\u3053\u308c\u3089\u3092\u6570\u5343\u53f0\u306e\u30b5\u30fc\u30d0\u306b\u5206\u6563\u914d\u7f6e\u3057\u305f\u30af\u30e9\u30b9\u30bf\u306b\u683c\u7d0d\u3057\u3066\u3001MapReduce\u306b\u3088\u3063\u3066\u5206\u6563\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002\u307e\u305f\u3001Hadoop\u306e\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u8907\u96d1\u306a\u5206\u6790\u3084\u30d1\u30bf\u30fc\u30f3\u62bd\u51fa\u304c\u53ef\u80fd\u3067\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u306f\u3001\u5929\u6587\u5b66\u306a\u3069\u306e\u79d1\u5b66\u7814\u7a76\u3084\u533b\u7642\u5206\u91ce\u306a\u3069\u8907\u96d1\u306a\u8a08\u7b97\u304c\u5fc5\u8981\u306a\u5206\u91ce\u3067\u3082\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"i-7\">\u30b2\u30ce\u30df\u30af\u30b9\u30c7\u30fc\u30bf\u306e\u51e6\u7406<\/span><\/h3>\n\n<p>\u30b2\u30ce\u30df\u30af\u30b9\u30c7\u30fc\u30bf\u306f\u3001\u4eba\u9593\u306e\u907a\u4f1d\u60c5\u5831\u306e\u5869\u57fa\u914d\u5217\u3092\u30c7\u30fc\u30bf\u5316\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u30d2\u30c8\u30b2\u30ce\u30e0\u306e\u5869\u57fa\u914d\u5217\u306f\u305d\u308c\u307b\u3069\u5bb9\u91cf\u304c\u5927\u304d\u304f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u89e3\u6790\u306b\u306f\u5927\u898f\u6a21\u306a\u30b5\u30f3\u30d7\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002\u305d\u308c\u3089\u306e\u591a\u304f\u306e\u30c7\u30fc\u30bf\u304b\u3089\u7279\u5b9a\u306e\u75be\u60a3\u3084\u554f\u984c\u70b9\u306a\u3069\u306e\u95a2\u9023\u6027\u3092\u8abf\u3079\u308b\u305f\u3081\u306b\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u52b9\u7387\u7684\u306b\u7ba1\u7406\u3057\u3066\u3001\u51e6\u7406\u3092\u3057\u306a\u3051\u308c\u3070\u3044\u3051\u307e\u305b\u3093\u3002<\/p>\n\n<p>\u305d\u306e\u305f\u3081\u3001Hadoop\u306e\u3088\u3046\u306a\u67d4\u8edf\u304b\u3064\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u6271\u3048\u308b\u30b7\u30b9\u30c6\u30e0\u304c\u6d3b\u7528\u3055\u308c\u307e\u3059\u3002\u30b2\u30ce\u30e0\u89e3\u6790\u3067\u306f\u3001\u914d\u5217\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u3001\u5909\u7570\u691c\u51fa\u3001\u907a\u4f1d\u306e\u89e3\u6790\u306a\u3069\u3001\u8907\u96d1\u306a\u8a08\u7b97\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u308c\u3089\u306fHadoop\u306eMapReduce\u3084Apache Spark\u306a\u3069\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u51e6\u7406\u3092\u4e26\u5217\u5206\u6563\u3057\u3066\u52b9\u7387\u7684\u306b\u884c\u3044\u307e\u3059\u3002<\/p>\n\n<p>\u30b2\u30ce\u30df\u30af\u30b9\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306bHadoop\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u907a\u4f1d\u5b50\u3068\u75be\u60a3\u306e\u95a2\u9023\u6027\u3092\u89e3\u6790\u3057\u305f\u308a\u3001\u751f\u7269\u5b66\u3084\u6cbb\u7642\u6cd5\u306e\u958b\u767a\u306b\u6d3b\u7528\u3057\u305f\u308a\u3057\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"ETL\">ETL\u306b\u304a\u3051\u308b\u51e6\u7406<\/span><\/h3>\n\n<p>ETL\u306f\u3001\u300cExtract\u300d\u300cTransform\u300d\u300cLoad\u300d\u306e\u7565\u3067\u3001\u305d\u308c\u305e\u308c\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u610f\u5473\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n<div style=\"overflow-x: auto;\">\n  <table border=\"1\" style=\"width: 100%; border-collapse: collapse;\">\n    <colgroup>\n      <col style=\"width: 30%;\">\n      <col style=\"width: 70%;\">\n    <\/colgroup>\n    <tr style=\"background-color: #B2EEE9;\">\n      <th>\u51e6\u7406<\/th>\n      <th>\u8a73\u7d30<\/th>\n    <\/tr>\n    <tr>\n      <th>Extract\uff08\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\uff09<\/th>\n      <td>\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u5de5\u7a0b\u3067\u3059\u3002<\/td>\n    <\/tr>\n    <tr>\n      <th>Transform\uff08\u30c7\u30fc\u30bf\u306e\u5909\u63db\uff09<\/th>\n      <td>\u96c6\u3081\u305f\u30c7\u30fc\u30bf\u3092\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3084\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u30de\u30c3\u30d4\u30f3\u30b0\u3001\u30de\u30fc\u30b8\u306a\u3069\u3092\u884c\u3044\u3001\u4f7f\u7528\u3067\u304d\u308b\u30c7\u30fc\u30bf\u306b\u3057\u307e\u3059\u3002<\/td>\n    <\/tr>\n    <tr>\n      <th>Load\uff08\u66f8\u304d\u51fa\u3057\uff09<\/th>\n      <td>\u5909\u63db\u3057\u305f\u30c7\u30fc\u30bf\u3092\u4fdd\u7ba1\u3057\u3066\u3001\u3044\u3064\u3067\u3082\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u683c\u7d0d\u3057\u307e\u3059\u3002<\/td>\n    <\/tr>\n  <\/table>\n<\/div>\n\n<p>\u5f93\u6765\u306f\u3001\u3053\u3046\u3057\u305f\u51e6\u7406\u3092\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u53ce\u96c6\u3059\u308b\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3084\u305d\u308c\u306b\u5408\u308f\u305b\u305f\u5909\u63db\u3092\u8003\u3048\u308b\u3068\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u304c\u8907\u96d1\u306b\u306a\u3063\u3066\u958b\u767a\u5de5\u6570\u304c\u5897\u3048\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u624b\u9593\u3092\u7701\u3044\u3066\u3059\u3050\u306bETL\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u4f7f\u7528\u3067\u304d\u308b\u306e\u304cHadoop\u306e\u5927\u304d\u306a\u5229\u70b9\u3067\u3059\u3002\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3066\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3057\u3001\u4e0b\u6d41\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u4f7f\u3044\u3084\u3059\u3044\u3088\u3046\u306b\u30bb\u30c3\u30c8\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<h2><span id=\"Hadoop-5\">Hadoop\u306b\u5c06\u6765\u6027\u306f\u3042\u308b\uff1f<\/span><\/h2>\n\n<p>\u8fd1\u5e74IoT\u30c7\u30d0\u30a4\u30b9\u3084\u30bb\u30f3\u30b5\u30fc\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001AI\u306e\u53f0\u982d\u306b\u3088\u308a\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u306e\u9700\u8981\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3084\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u554f\u984c\u306f\u65e5\u3005\u6df1\u523b\u5316\u3057\u3066\u304a\u308a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u76e3\u8996\u3057\u3066\u3001\u5e38\u306b\u6700\u5584\u306e\u5bfe\u7b56\u3092\u3068\u3089\u306a\u3051\u308c\u3070\u3044\u3051\u307e\u305b\u3093\u3002Hadoop\u306f\u3053\u3046\u3057\u305f\u3001\u5927\u5bb9\u91cf\u306e\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u5411\u3044\u3066\u304a\u308a\u3001\u4eca\u5f8c\u3082\u9700\u8981\u304c\u5897\u3048\u3066\u3044\u304f\u3068\u60f3\u5b9a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n<p>\u3055\u3089\u306bHadoop\u306e\u5229\u70b9\u306f\u3001\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306e\u767a\u5c55\u306b\u3042\u308a\u307e\u3059\u3002Hadoop\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u304c\u5229\u7528\u3067\u304d\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u73fe\u5728\u3082\u7d99\u7d9a\u7684\u306b\u65b0\u3057\u3044\u30c4\u30fc\u30eb\u304c\u958b\u767a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3055\u3089\u306b\u30b7\u30b9\u30c6\u30e0\u304c\u5229\u7528\u3057\u3084\u3059\u304f\u306a\u308a\u3001\u4ed6\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u306e\u76f8\u4e92\u904b\u7528\u304c\u6d3b\u767a\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<p>\u5143\u3005Hadoop\u306f\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306e\u5c0e\u5165\u304c\u524d\u63d0\u3067\u3057\u305f\u304c\u3001\u73fe\u5728\u306f\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u304c\u4e3b\u6d41\u306e\u305f\u3081\u3001AWS\u306a\u3069\u3092\u6d3b\u7528\u3057\u3066\u904b\u7528\u3059\u308b\u3053\u3068\u3082\u5897\u3048\u3066\u304d\u307e\u3057\u305f\u3002\u30af\u30e9\u30a6\u30c9\u3067\u306e\u30b7\u30b9\u30c6\u30e0\u904b\u7528\u306f\u6d3b\u767a\u5316\u3057\u3066\u304a\u308a\u3001\u305d\u308c\u306b\u3042\u308f\u305b\u3066Hadoop\u3082\u4f75\u7528\u3055\u308c\u308b\u3053\u3068\u304c\u898b\u8fbc\u307e\u308c\u307e\u3059\u3002<\/p>\n\n<p><a href=\"https:\/\/flxy.jp\/lp\/lp001\" class=\"btn01\">FLEXY\u30b5\u30fc\u30d3\u30b9\u3092\u898b\u308b<\/a><\/p>\n\n<h2><span id=\"Hadoop-6\">Hadoop\u306e\u8ab2\u984c\u3068\u306f\uff1f<\/span><\/h2>\n\n<p>\u5c06\u6765\u6027\u306e\u3042\u308bHadoop\u3067\u3059\u304c\u3001\u8ab2\u984c\u3082\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u5927\u304d\u306a\u8ab2\u984c\u30922\u3064\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"Hadoop-7\">Hadoop\u3060\u3051\u3067\u306f\u8a73\u7d30\u306a\u5206\u6790\u3092\u30ab\u30d0\u30fc\u3067\u304d\u306a\u3044<\/span><\/h3>\n\n<p>Hadoop\u3067\u8a73\u7d30\u306a\u5206\u6790\u3092\u884c\u3046\u306b\u306f\u3001\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u5185\u5916\u306e\u4ed6\u306e\u30c4\u30fc\u30eb\u306e\u4f7f\u7528\u304c\u5fc5\u9808\u3067\u3059\u3002\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3092\u6d3b\u7528\u3057\u3066\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n<div style=\"overflow-x: auto;\">\n  <table border=\"1\" style=\"width: 100%; border-collapse: collapse;\">\n    <colgroup>\n      <col style=\"width: 30%;\">\n      <col style=\"width: 70%;\">\n    <\/colgroup>\n    <tr style=\"background-color: #B2EEE9;\">\n      <th>\u30c4\u30fc\u30eb<\/th>\n      <th>\u7279\u5fb4<\/th>\n    <\/tr>\n    <tr>\n      <th>Apache Spark<\/th>\n      <td>\u9ad8\u901f\u3067\u6c4e\u7528\u6027\u306e\u3042\u308b\u5206\u6563\u30c7\u30fc\u30bf\u51e6\u7406<\/td>\n    <\/tr>\n    <tr>\n      <th>Hive<\/th>\n      <td>\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u306eSQL\u30af\u30a8\u30ea\u306e\u51e6\u7406<\/td>\n    <\/tr>\n    <tr>\n      <th>HBase<\/th>\n      <td>\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u8aad\u307f\u66f8\u304d<\/td>\n    <\/tr>\n    <tr>\n      <th>Kafka<\/th>\n      <td>\u5206\u6563\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0<\/td>\n    <\/tr>\n  <\/table>\n<\/div>\n\n<p>\u4ed6\u306b\u3082\u3055\u307e\u3056\u307e\u306a\u30c4\u30fc\u30eb\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u3053\u3046\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u306b\u3082\u30c7\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308b\u305f\u3081\u3001\u4f01\u696d\u306b\u3068\u3063\u3066\u306f\u81ea\u793e\u306b\u9069\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u3092\u3069\u306e\u3088\u3046\u306b\u7d44\u3080\u306e\u304b\u304c\u8ab2\u984c\u3067\u3059\u3002<\/p>\n\n<p>\u4f8b\u3048\u3070\u3001Apache Spark\u306f\u4fbf\u5229\u306a\u53cd\u9762\u3001\u81ea\u7531\u5ea6\u304c\u9ad8\u304f\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u7ba1\u7406\u304c\u96e3\u3057\u3044\u3068\u3044\u3046\u70b9\u304c\u6b20\u70b9\u3067\u3059\u3002\u3053\u3046\u3057\u305f\u6b20\u70b9\u3092\u88dc\u3063\u3066\u3001\u3069\u306e\u3088\u3046\u306b\u30b7\u30b9\u30c6\u30e0\u3092\u7d44\u3080\u304b\u306f\u5404\u3005\u306e\u4f01\u696d\u306e\u88c1\u91cf\u306b\u304b\u304b\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<h3><span id=\"i-8\">\u30b9\u30ad\u30eb\u3092\u3082\u3064\u4eba\u6750\u304c\u5fc5\u8981<\/span><\/h3>\n\n<p>\u30b3\u30b9\u30c8\u306e\u9762\u3067\u898b\u308b\u3068\u3001Hadoop\u306f\u5c0e\u5165\u304c\u3057\u3084\u3059\u3044\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u3057\u304b\u3057\u3001Java\u304c\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u904b\u7528\u9762\u306b\u304a\u3044\u3066\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059\u3002\u3055\u3089\u306b\u524d\u8ff0\u3057\u305f\u300c\u6b20\u70b9\u3092\u88dc\u3046\u30b7\u30b9\u30c6\u30e0\u3092\u3069\u306e\u3088\u3046\u306b\u7d44\u3080\u304b\u300d\u3068\u3044\u3046\u554f\u984c\u70b9\u3082\u3042\u308b\u305f\u3081\u3001\u3053\u3046\u3057\u305f\u30b9\u30ad\u30eb\u3084\u77e5\u8b58\u3092\u3082\u3064\u4eba\u6750\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n\n<p>\u307e\u305f\u3001\u300c\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u300d\u300c\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3084\u30b7\u30b9\u30c6\u30e0\u7ba1\u7406\u300d\u300c\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u300d\u300c\u30c7\u30fc\u30bf\u5206\u6790\u30b9\u30ad\u30eb\u300d\u300c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b9\u30ad\u30eb\u300d\u300c\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u904b\u7528\u300d\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30b9\u30ad\u30eb\u304c\u5fc5\u9808\u3067\u3059\u3002\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u3053\u308c\u3089\u3055\u307e\u3056\u307e\u306a\u30b9\u30ad\u30eb\u3092\u3082\u3064\u4eba\u6750\u3092\u3069\u306e\u3088\u3046\u306b\u78ba\u4fdd\u3059\u308b\u304b\u306f\u91cd\u8981\u306a\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n<h2><span id=\"i-9\">\u307e\u3068\u3081<\/span><\/h2>\n\n<p>Hadoop\u306f\u3001\u5206\u6563\u578b\u306e\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30c7\u30fc\u30bf\u51e6\u7406\u304c\u5229\u7528\u3067\u304d\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084AI\u3001\u5927\u898f\u6a21\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u306b\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n<p>\u3057\u304b\u3057\u3001Hadoop\u306e\u9069\u5207\u306a\u904b\u7528\u306b\u306f\u3001Java\u3001\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30b7\u30b9\u30c6\u30e0\u7ba1\u7406\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30b9\u30ad\u30eb\u3084\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059\u3002\u3053\u3046\u3057\u305f\u6280\u8853\u3092\u7fd2\u5f97\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u591a\u304f\u306e\u73fe\u5834\u3067\u5b9f\u52d9\u7d4c\u9a13\u3092\u7a4d\u307e\u306a\u3051\u308c\u3070\u3044\u3051\u307e\u305b\u3093\u3002<\/p>\n\n<p>\u305d\u3053\u3067<a href=\"https:\/\/flxy.jp\/lp\/lp001\">FLEXY\uff08\u30d5\u30ec\u30ad\u30b7\u2015\uff09<\/a>\u3067\u306f\u3001\u3053\u3046\u3057\u305f\u3055\u307e\u3056\u307e\u3092\u7d4c\u9a13\u304c\u7a4d\u3081\u308b\u6848\u4ef6\u3092\u591a\u6570\u3054\u7528\u610f\u3057\u3066\u3044\u307e\u3059\u3002\u65b0\u3057\u3044\u6848\u4ef6\u3092\u304a\u63a2\u3057\u306a\u3089\u3001\u305c\u3072\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002<\/p>\n\n<!--CTA\u30dc\u30bf\u30f3\uff1a\u3053\u3053\u304b\u3089\u30b3\u30d4\u30fc-->\n\n<div class=\"cta-btn-box\">\n<p>\u6848\u4ef6\u63a2\u3057\u306e\u60a9\u307f\u4ea4\u6e09\u306e\u4e0d\u5b89\u3001\u5c02\u4efb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u5168\u3066\u30b5\u30dd\u30fc\u30c8<\/p>\n<a href=\"https:\/\/flxy.jp\/form\/expert\/input\" class=\"cta-btn-01\">\u4eca\u3059\u3050\u7121\u6599\u30ad\u30e3\u30ea\u30a2\u76f8\u8ac7\u3092\u7533\u3057\u8fbc\u3080<\/a>\n<\/div>\n\n<!--CTA\u30dc\u30bf\u30f3\uff1a\u3053\u3053\u307e\u3067\u30b3\u30d4\u30fc-->\n","protected":false},"excerpt":{"rendered":"<p>IT\u30b7\u30b9\u30c6\u30e0\u3067\u4f7f\u7528\u3055\u308c\u308b\u30c7\u30fc\u30bf\u91cf\u306f\u5e74\u3005\u81a8\u5927\u306b\u306a\u3063\u3066\u304a\u308a\u3001\u5927\u5bb9\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3057\u3066\u540c\u6642\u306b\u51e6\u7406\u3092\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u6709\u7121\u304c\u91cd\u8981\u3068\u306a &#8230; 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