{"id":37772,"date":"2023-01-29T13:42:38","date_gmt":"2023-01-29T05:42:38","guid":{"rendered":"http:\/\/lrxjmw.cn\/?p=37772"},"modified":"2023-01-29T13:42:38","modified_gmt":"2023-01-29T05:42:38","slug":"12-valuable-data-analysis","status":"publish","type":"post","link":"https:\/\/lrxjmw.cn\/12-valuable-data-analysis.html","title":{"rendered":"\u8fd912\u6b3e\u5f00\u6e90\u6570\u636e\u5206\u6790\u5e94\u7528\u8f6f\u4ef6\u503c\u5f97\u5173\u6ce8"},"content":{"rendered":"<table>\n<tbody>\n<tr>\n<td style=\"padding: 5px 12px; width: 25px; font-size: 22px; text-align: center; background: #E8E8E8; line-height: 30px; color: #999;\">\u5bfc\u8bfb<\/td>\n<td style=\"padding: 10px 10px 12px; line-height: 20px;\"><strong>\u5bf9\u4e8e\u8bb8\u591a\u5927\u4f01\u4e1a\u6765\u8bf4\uff0c\u5f00\u6e90\u5927\u6570\u636e\u5206\u6790\u5df2\u7ecf\u6210\u4e3a\u65e5\u5e38\u4e1a\u52a1\u4e2d\u4e00\u4e2a\u5fc5\u4e0d\u53ef\u5c11\u7684\u7ec4\u6210\u90e8\u5206\u3002\u636eNew Vantage Partners\u516c\u53f8\u5bf9\u300a\u8d22\u5bcc\u300b1000\u5f3a\u516c\u53f8\u7684\u9ad8\u5c42\u4e3b\u7ba1\u5f00\u5c55\u7684\u8c03\u67e5\u663e\u793a\uff0c\u5982\u4eca62.5%\u7684\u4f01\u4e1a\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u81f3\u5c11\u8fd0\u884c\u4e00\u79cd\u5927\u6570\u636e\u5de5\u5177\u6216\u5e94\u7528\u8f6f\u4ef6\u3002\u8fd9\u6bd42013\u5e74\u7ed9\u51fa\u540c\u6837\u56de\u590d\u7684\u4f01\u4e1a\u6570\u91cf\u9ad8\u51fa\u8fd1\u4e00\u500d\uff0c\u53ea\u67095.4%\u7684\u53d7\u8bbf\u4f01\u4e1a\u6ca1\u6709\u5927\u6570\u636e\u8ba1\u5212\u3002<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8bf4\u5230\u5927\u6570\u636e\u5206\u6790\uff0c\u5f00\u6e90\u8f6f\u4ef6\u662f\u5e38\u6001\uff0c\u800c\u4e0d\u662f\u5f02\u6570\u3002\u8bb8\u591a\u4f01\u4e1a\u4f7f\u7528\u7684\u4e00\u4e9b\u9886\u5148\u5de5\u5177\u7531Apache\u57fa\u91d1\u4f1a\u7ba1\u7406\uff0c\u8bb8\u591a\u5546\u4e1a\u5de5\u5177\u81f3\u5c11\u4e00\u90e8\u5206\u57fa\u4e8e\u8fd9\u4e9b\u5f00\u6e90\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>\u6211\u4eec\u5728\u672c\u6587\u4e2d\u4ecb\u7ecd\u4e86\u5e02\u9762\u4e0a12\u6b3e\u9876\u5c16\u7684\u5f00\u6e90\u6570\u636e\u5206\u6790\u89e3\u51b3\u65b9\u6848\uff0c\u5176\u4e2d\u4e00\u4e9b\u4e3a\u5927\u6570\u636e\u5206\u6790\u63d0\u4f9b\u4e86\u5168\u9762\u7684\u7aef\u5230\u7aef\u5e73\u53f0\uff0c\u53e6\u4e00\u4e9b\u8981\u4e0e\u5176\u4ed6\u6280\u672f\u7ed3\u5408\u8d77\u6765\u3002\u5b83\u4eec\u90fd\u9002\u5408\u5927\u4f01\u4e1a\u4f7f\u7528\uff0c\u90fd\u662f\u5e02\u9762\u4e0a\u9886\u5148\u7684\u6570\u636e\u5206\u6790\u5de5\u5177\u3002<\/p>\n<div   id="j6sjwn9j3u"    style=\"font-size: 14pt; color: white; background-color: black; border-left: red 10px solid; padding-left: 14px; margin-bottom: 20px; margin-top: 20px;\"><strong>1. Hadoop<\/strong><\/div>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2016\/10\/wKioL1gGv12ipn7mAAAxYSlJ7ag472.jpg\" alt=\"\u503c\u5f97\u5173\u6ce8\u768412\u5927\u5f00\u6e90\u6570\u636e\u5206\u6790\u5e94\u7528\u8f6f\u4ef6\" border=\"0\" \/><\/p>\n<p>\u8c08\u5230\u5f00\u6e90\u6570\u636e\u5206\u6790\u6280\u672f\uff0c\u5c31\u4e0d\u53ef\u80fd\u4e0d\u63d0\u5230<a href=\"http:\/\/hadoop.apache.org\/\">Hadoop<\/a>\u3002Apache\u57fa\u91d1\u4f1a\u7684\u8fd9\u4e2a\u9879\u76ee\u5df2\u7ecf\u51e0\u4e4e\u6210\u4e3a\u5927\u6570\u636e\u7684\u540c\u4e49\u8bcd\uff0c\u5b83\u8ba9\u4f01\u4e1a\u80fd\u591f\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u5904\u7406\u6781\u5176\u5e9e\u5927\u7684\u6570\u636e\u96c6\u3002TDWI\u548cSAS\u8054\u5408\u5f00\u5c55\u7684\u4e00\u9879\u8c03\u67e5\u53d1\u73b0\uff0c\u8fd160%\u7684\u4f01\u4e1a\u9884\u8ba1\u57282016\u5e74\u5e74\u5e95\u4e4b\u524d\u4f1a\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u62e5\u6709Hadoop\u96c6\u7fa4\u3002<\/p>\n<p>\u7136\u800c\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cHadoop\u672c\u8eab\u65e0\u6cd5\u5b9e\u73b0\u6570\u636e\u5206\u6790\u3002\u5b83\u901a\u5e38\u662f\u4ece\u5927\u6570\u636e\u83b7\u53d6\u6d1e\u5bdf\u529b\u7684\u6574\u4e2a\u66f4\u5e9e\u5927\u89e3\u51b3\u65b9\u6848\u7684\u4e00\u90e8\u5206\u3002<\/p>\n<div   id="j6sjwn9j3u"    style=\"font-size: 14pt; color: white; background-color: black; border-left: red 10px solid; padding-left: 14px; margin-bottom: 20px; margin-top: 20px;\"><strong>2. Spark<\/strong><\/div>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2016\/10\/wKiom1gGv3CBJdaLAAAx39-TGuI954.jpg\" alt=\"\u503c\u5f97\u5173\u6ce8\u768412\u5927\u5f00\u6e90\u6570\u636e\u5206\u6790\u5e94\u7528\u8f6f\u4ef6\" border=\"0\" \/><\/p>\n<p>Spark\u4e5f\u662fApache\u65d7\u4e0b\u7684\u4e00\u4e2a\u9879\u76ee\uff0c\u5b83\u627f\u8bfa\u53ef\u4ee5\u8fc5\u901f\u5904\u7406\u5927\u6570\u636e\u3002\u5b9e\u9645\u4e0a\uff0c\u5b83\u58f0\u79f0\u201c\u5728\u5185\u5b58\u4e2d\u8fd0\u884c\u7a0b\u5e8f\u7684\u901f\u5ea6\u6bd4Hadoop MapReduce\u5feb100\u500d\uff0c\u5728\u78c1\u76d8\u4e0a\u8fd0\u884c\u7a0b\u5ea6\u7684\u901f\u5ea6\u5feb10\u500d\u3002\u201d\u7531\u4e8e\u8fd9\u79cd\u51fa\u8272\u6027\u80fd\uff0c\u5b83\u5e38\u5e38\u7528\u4e8e\u5206\u6790\u6d41\u5f0f\u6570\u636e\u6216\u7528\u4e8e\u9700\u8981\u4ea4\u4e92\u5f0f\u5206\u6790\u529f\u80fd\u7684\u5e94\u7528\u8f6f\u4ef6\u4e2d\u3002\u8bb8\u591a\u516c\u53f8\u7ecf\u5e38\u628a\u5b83\u4e0eHadoop\u6216Mesos\u4e00\u8d77\u4f7f\u7528\uff0c\u4e0d\u8fc7\u5b83\u4e5f\u80fd\u72ec\u7acb\u8fd0\u884c\u3002\u6700\u8fd1\uff0c\u5b83\u7684\u4eba\u6c14\u5f97\u5230\u4e86\u6025\u5267\u63d0\u5347\uff0cSyncsort\u57282016\u5e74\u5f00\u5c55\u7684\u4e00\u9879\u8c03\u67e5\u53d1\u73b0\uff0c\u53d7\u8bbf\u7684\u4f01\u4e1a\u5927\u6570\u636e\u5de5\u4f5c\u4eba\u5458\u4e2d\u8fd170%\u5bf9Spark\u6709\u5174\u8da3\u3002<\/p>\n<div   id="j6sjwn9j3u"    style=\"font-size: 14pt; color: white; background-color: black; border-left: red 10px solid; padding-left: 14px; margin-bottom: 20px; margin-top: 20px;\"><strong>3. Talend<\/strong><\/div>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2016\/10\/wKioL1gGv4PArDxaAAAeQ9sgVIo086.jpg\" alt=\"\u503c\u5f97\u5173\u6ce8\u768412\u5927\u5f00\u6e90\u6570\u636e\u5206\u6790\u5e94\u7528\u8f6f\u4ef6\" border=\"0\" \/><\/p>\n<p>\u4e0d\u50cf\u524d\u9762\u4e24\u4e2a\u9879\u76ee\uff0cTalend\u7531\u4e00\u5bb6\u8425\u5229\u516c\u53f8\u7ba1\u7406\uff0c\u800c\u4e0d\u662f\u7531\u57fa\u91d1\u4f1a\u7ba1\u7406\u3002\u56e0\u800c\uff0c\u63d0\u4f9b\u6536\u8d39\u652f\u4ed8\u670d\u52a1\u3002Talend\u65e2\u63d0\u4f9b\u514d\u8d39\u4ea7\u54c1\uff0c\u53c8\u63d0\u4f9b\u6536\u8d39\u4ea7\u54c1\u3002\u5b83\u514d\u8d39\u7684\u5f00\u6e90\u89e3\u51b3\u65b9\u6848\u540d\u4e3aTalend Open Studio\uff0c\u4e0b\u8f7d\u91cf\u5df2\u8d85\u8fc7\u4e86200\u4e07\u4eba\u6b21\u3002<\/p>\n<p>\u5e02\u573a\u7814\u7a76\u516c\u53f8Gartner\u6700\u8fd1\u5c06Talend\u8bc4\u4e3a\u6570\u636e\u96c6\u6210\u9886\u57df\u7684\u201c\u9886\u5bfc\u8005\u201d\u3002\u8fd9\u5bb6\u516c\u53f8\u58f0\u79f0\uff0c\u76f8\u6bd4\u4e0e\u4e4b\u7ade\u4e89\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u5b83\u5e2e\u52a9\u4f01\u4e1a\u5206\u6790\u5927\u6570\u636e\u7684\u901f\u5ea6\u5feb\u4e94\u500d\uff0c\u800c\u6210\u672c\u5374\u53ea\u6709\u4e94\u5206\u4e4b\u4e00\u3002<\/p>\n<div   id="j6sjwn9j3u"    style=\"font-size: 14pt; color: white; background-color: black; border-left: red 10px solid; padding-left: 14px; margin-bottom: 20px; margin-top: 20px;\"><strong>4. Jaspersoft<\/strong><\/div>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2016\/10\/wKiom1gGv5TxQPPKAAAgZDABuaM308.jpg\" alt=\"\u503c\u5f97\u5173\u6ce8\u768412\u5927\u5f00\u6e90\u6570\u636e\u5206\u6790\u5e94\u7528\u8f6f\u4ef6\" border=\"0\" \/><\/p>\n<p>\u4e0eTalend\u4e00\u6837\uff0cJaspersoft\u4e5f\u6709\u591a\u4e2a\u7248\u672c\uff0c\u6709\u7684\u7248\u672c\u514d\u8d39\uff0c\u6709\u7684\u7248\u672c\u6536\u8d39\u3002\u793e\u533a\u7248\u662f\u514d\u8d39\u3001\u5f00\u6e90\u7684\uff0c\u800cReporting\u7248\u3001AWS\u7248\u3001\u4e13\u4e1a\u7248\u548c\u4f01\u4e1a\u7248\u9700\u8981\u6536\u8d39\uff0c\u4e0d\u8fc7\u968f\u5e26\u652f\u6301\u670d\u52a1\u3002<\/p>\n<p>Jaspersoft\u662f\u4e00\u6b3e\u5f00\u6e90\u5546\u4e1a\u667a\u80fd\u5de5\u5177\uff0c\u65e8\u5728\u8ba9\u4f01\u4e1a\u7528\u6237\u53ef\u4ee5\u501f\u52a9\u81ea\u52a9\u670d\u52a1\uff0c\u6ee1\u8db3\u81ea\u5df1\u7684\u8981\u6c42\u3002\u8be5\u516c\u53f8\u58f0\u79f0\uff0c\u5b83\u7684\u6280\u672f\u652f\u6301130000\u591a\u6b3e\u5e94\u7528\u8f6f\u4ef6\uff0c\u63d0\u4f9b\u5d4c\u5165\u5f0f\u5546\u4e1a\u667a\u80fd\u529f\u80fd\u3002<\/p>\n<div   id="j6sjwn9j3u"    style=\"font-size: 14pt; color: white; background-color: black; border-left: red 10px solid; padding-left: 14px; margin-bottom: 20px; margin-top: 20px;\"><strong>5. Pentaho<\/strong><\/div>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2016\/10\/wKiom1gGwFbz4u7XAAAyzkulJ1I649.jpg\" alt=\"\u503c\u5f97\u5173\u6ce8\u768412\u5927\u5f00\u6e90\u6570\u636e\u5206\u6790\u5e94\u7528\u8f6f\u4ef6\" border=\"0\" \/><\/p>\n<p>Pentaho\u81ea\u8be9\u4e3a\u201c\u5168\u9762\u7684\u6570\u636e\u96c6\u6210\u548c\u5546\u4e1a\u667a\u80fd\u5e73\u53f0\u3002\u201d\u8be5\u516c\u53f8\u4e3b\u8981\u5927\u529b\u63a8\u9500\u5b83\u7684\u5546\u4e1a\u7248\u8f6f\u4ef6\uff0c\u8be5\u8f6f\u4ef6\u57fa\u4e8e\u5f00\u6e90\u793e\u533a\u7248\u3002\u8bb8\u591a\u516c\u53f8\u5c06\u5b83\u4e0eHadoop\u548cSpark\u4e4b\u7c7b\u7684\u5de5\u5177\u4e00\u8d77\u4f7f\u7528\uff0c\u4ee5\u4fbf\u80fd\u591f\u62a5\u544a\u548c\u663e\u793a\u5927\u6570\u636e\u3002\u8be5\u8f6f\u4ef6\u58f0\u79f0\u62e5\u6709\u4e00\u5927\u6279\u7684\u77e5\u540d\u5ba2\u6237\uff0c\u5305\u62ec\u82f1\u56fd\u7535\u4fe1(BT)\u3001\u5361\u7279\u76ae\u52d2\u3001\u7eb3\u65af\u8fbe\u514b\u3001\u7f8e\u56fd\u56fd\u571f\u5b89\u5168\u90e8\u3001\u7f8e\u56fd\u56fd\u5bb6\u6d77\u6d0b\u548c\u5927\u6c14\u5c40(NOAA)\u3001\u300a\u7ebd\u7ea6\u65f6\u62a5\u300b\u3001EMC\u53ca\u5176\u4ed6\u8bb8\u591a\u4f01\u4e1a\u7ec4\u7ec7\u3002<\/p>\n<div   id="j6sjwn9j3u"    style=\"font-size: 14pt; color: white; background-color: black; border-left: red 10px solid; padding-left: 14px; margin-bottom: 20px; margin-top: 20px;\"><strong>6. RapidMiner<\/strong><\/div>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2016\/10\/wKiom1gGv7nQUvMEAAAg4apzh5E694.jpg\" alt=\"\u503c\u5f97\u5173\u6ce8\u768412\u5927\u5f00\u6e90\u6570\u636e\u5206\u6790\u5e94\u7528\u8f6f\u4ef6\" border=\"0\" \/><\/p>\n<p>RapidMiner\u58f0\u79f0\u662f\u201c\u5934\u53f7\u5f00\u6e90\u6570\u636e\u79d1\u5b66\u5e73\u53f0\u201d\uff0cGartner\u5c06\u5b83\u8bc4\u4e3a\u9ad8\u7ea7\u5206\u6790\u9b54\u529b\u8c61\u9650\u62a5\u544a\u4e2d\u7684\u9886\u5bfc\u8005\u3002\u5b83\u80fd\u591f\u5b9e\u73b0\u81ea\u52a9\u5f0f\u9884\u6d4b\u5206\u6790\uff0c\u627f\u8bfa\u6709\u671b\u63d0\u5347\u901f\u5ea6\u98de\u5feb\u7684\u6027\u80fd\u3002\u7528\u6237\u5305\u62ec\u5b9d\u9a6c\u3001\u6c49\u838e\u822a\u7a7a\u3001\u8fbe\u7f8e\u4e50\u6bd4\u8428\u516c\u53f8\u3001\u7d22\u5c3c\u3001\u798f\u7279\u3001Salesforce\u3001\u56fd\u9645\u7279\u8d66\u7ec4\u7ec7\u548c\u901a\u7528\u7535\u6c14\u516c\u53f8\u3002\u6574\u4e2aRadiMiner\u5e73\u53f0\u5305\u62ec\u4e09\u4e2a\u72ec\u7acb\u7684\u7ec4\u4ef6\uff1aRapidMiner Studio\u3001RapidMiner Server\u548cRapidMiner Radoop\u3002\u8fd9\u4e09\u4e2a\u7ec4\u4ef6\u90fd\u91c7\u7528\u5f00\u6e90\u8bb8\u53ef\u8bc1\u6216\u5546\u4e1a\u8bb8\u53ef\u8bc1\uff0c\u5546\u4e1a\u7248\u4ef7\u683c\u53d6\u51b3\u4e8e\u7528\u6237\u6570\u91cf\u3002<\/p>\n<div   id="j6sjwn9j3u"    style=\"font-size: 14pt; color: white; background-color: black; border-left: red 10px solid; padding-left: 14px; margin-bottom: 20px; margin-top: 20px;\"><strong>7. Storm<\/strong><\/div>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2016\/10\/wKioL1gGv8eSqy1SAAAkQ1WyvVw971.jpg\" alt=\"\u503c\u5f97\u5173\u6ce8\u768412\u5927\u5f00\u6e90\u6570\u636e\u5206\u6790\u5e94\u7528\u8f6f\u4ef6\" border=\"0\" \/><\/p>\n<p>Apache Storm\u88ab\u96c5\u864e\u3001\u63a8\u7279\u3001Spotify\u3001Yelp\u3001Flipboard\u548cGroupon\u4e4b\u7c7b\u7684\u516c\u53f8\u6240\u4f7f\u7528\uff0c\u5b83\u662f\u4e00\u79cd\u5b9e\u65f6\u5927\u6570\u636e\u5904\u7406\u5f15\u64ce\u3002\u5b83\u7684\u5b98\u65b9\u7f51\u7ad9\u89e3\u91ca\uff1a\u201cStorm\u8ba9\u7528\u6237\u5f88\u5bb9\u6613\u53ef\u9760\u5730\u5904\u7406\u65e0\u9650\u5236\u7684\u6570\u636e\u6d41\uff0c\u5b83\u5728\u5b9e\u65f6\u5904\u7406\u65b9\u9762\u7684\u529f\u80fd\u597d\u6bd4Hadoop\u5728\u6279\u5904\u7406\u65b9\u9762\u7684\u529f\u80fd\u3002\u201d\u5ba2\u6237\u53ef\u4ee5\u5c06\u5b83\u4e0e\u4efb\u4f55\u6570\u636e\u5e93\u6216\u4efb\u4f55\u7f16\u7a0b\u8bed\u8a00\u4e00\u8d77\u4f7f\u7528\u3002\u5b83\u5177\u6709\u53ef\u6269\u5c55\u3001\u5bb9\u9519\u3001\u6613\u4e8e\u90e8\u5206\u4f7f\u7528\u7684\u4f18\u70b9\u3002\u7136\u800c\u7528\u6237\u8981\u6ce8\u610f\u7684\u662f\uff0cStorm\u8fd8\u6ca1\u6709\u8fdb\u5165\u52301.0\u7248\u672c\u8fd9\u4e2a\u9636\u6bb5\u3002<\/p>\n<div   id="j6sjwn9j3u"    style=\"font-size: 14pt; color: white; background-color: black; border-left: red 10px solid; padding-left: 14px; margin-bottom: 20px; margin-top: 20px;\"><strong>8. H2O<\/strong><\/div>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2016\/10\/wKioL1gGv9TxBK0PAAAlIPrVzGU829.jpg\" alt=\"\u503c\u5f97\u5173\u6ce8\u768412\u5927\u5f00\u6e90\u6570\u636e\u5206\u6790\u5e94\u7528\u8f6f\u4ef6\" border=\"0\" \/><\/p>\n<p>H2O\u88ab60000\u591a\u4e2a\u6570\u636e\u79d1\u5b66\u5bb6\u548c7000\u591a\u5bb6\u4f01\u4e1a\u7ec4\u7ec7\u6240\u4f7f\u7528\uff0c\u58f0\u79f0\u662f\u201c\u4e16\u754c\u4e0a\u9886\u5148\u7684\u5f00\u6e90\u673a\u5668\u5b66\u4e60\u5e73\u53f0\u3002\u201d\u7531\u4e8e\u5b83\u7684\u5185\u5b58\u6280\u672f\uff0c\u5b83\u63d0\u4f9b\u4e86\u6781\u5176\u51fa\u8272\u7684\u6027\u80fd\u3002\u5b83\u8fd8\u4e0eHadoop\u548cSpark\u4e4b\u7c7b\u7684\u5176\u4ed6\u8bb8\u591a\u5f00\u6e90\u6570\u636e\u5206\u6790\u5de5\u5177\u6574\u5408\u8d77\u6765\uff0c\u652f\u6301\u6240\u6709\u4e3b\u8981\u7684\u6d41\u884c\u6570\u636e\u5e93\uff0c\u63d0\u4f9b\u6536\u8d39\u7684\u652f\u6301\u670d\u52a1\u3002<\/p>\n<p>\u9664\u4e86\u6807\u51c6\u7248\u7684H2O\u5916\uff0c\u8be5\u516c\u53f8\u8fd8\u63d0\u4f9bSparkling Water\uff0c\u8fd9\u4e2a\u7248\u672c\u6574\u5408\u4e86Spark\u548cSteam\uff0c\u540e\u8005\u662f\u4e00\u79cd\u7aef\u5230\u7aef\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u5f15\u64ce\u3002<\/p>\n<div   id="j6sjwn9j3u"    style=\"font-size: 14pt; color: white; background-color: black; border-left: red 10px solid; padding-left: 14px; margin-bottom: 20px; margin-top: 20px;\"><strong>9. Lumify<\/strong><\/div>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2016\/10\/wKiom1gGv-PximWLAAAoCpYjuNc389.jpg\" alt=\"\u503c\u5f97\u5173\u6ce8\u768412\u5927\u5f00\u6e90\u6570\u636e\u5206\u6790\u5e94\u7528\u8f6f\u4ef6\" border=\"0\" \/><\/p>\n<p>Lumify\u7531\u4e00\u5bb6\u540d\u4e3aAltamira \u79d1\u6280\u7684\u516c\u53f8\u5f00\u53d1\uff0c\u81ea\u79f0\u662f\u201c\u5f00\u6e90\u5927\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\u5e73\u53f0\u3002\u201d\u5b83\u8ba9\u7528\u6237\u6613\u4e8e\u521b\u5efa\u4e8c\u7ef4\u6216\u4e09\u7ef4\u56fe\u5f62\uff0c\u53ef\u663e\u793a\u5b9e\u4f53\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u6216\u5728\u5730\u56fe\u4e0a\u8986\u76d6\u6570\u636e\u3002\u5bf9\u4e8e\u6709\u5174\u8da3\u6df1\u5165\u4e86\u89e3\u5b83\u7684\u5de5\u4f5c\u539f\u7406\u7684\u90a3\u4e9b\u4eba\u6765\u8bf4\uff0c\u5b98\u65b9\u7f51\u7ad9\u63d0\u4f9b\u4e86\u51e0\u4e2a\u89c6\u9891\uff0c\u663e\u793a\u4e86Lumify\u7684\u5b9e\u9645\u8fd0\u884c\uff0c\u4e0a\u9762\u8fd8\u6709\u4e00\u4e2a\u6f14\u793a\u7f51\u7ad9\uff0c\u8ba9\u7528\u6237\u53ef\u4ee5\u4e0a\u4f20\u81ea\u5df1\u7684\u6570\u636e\uff0c\u5e76\u8bd5\u7528\u8f6f\u4ef6\u3002<\/p>\n<div   id="j6sjwn9j3u"    style=\"font-size: 14pt; color: white; background-color: black; border-left: red 10px solid; padding-left: 14px; margin-bottom: 20px; margin-top: 20px;\"><strong>10. Drill<\/strong><\/div>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2016\/10\/wKiom1gGv_Wx0tcGAAAjhVho5pw144.jpg\" alt=\"\u503c\u5f97\u5173\u6ce8\u768412\u5927\u5f00\u6e90\u6570\u636e\u5206\u6790\u5e94\u7528\u8f6f\u4ef6\" border=\"0\" \/><\/p>\n<p>Apache Dril\u8ba9\u7528\u6237\u5f97\u4ee5\u4f7f\u7528SQL\u67e5\u8be2\u7528\u4e8e\u975e\u5173\u7cfb\u578b\u6570\u636e\u5b58\u50a8\u7cfb\u7edf\u3002\u5b83\u652f\u6301\u4e00\u7cfb\u5217NoSQL\u548c\u57fa\u4e8e\u4e91\u7684\u6570\u636e\u5b58\u50a8\u7cfb\u7edf\uff0c\u5305\u62ecHBase\u3001MongoDB\u3001MapR-DB\u3001HDFS\u3001MapR-FS\u3001\u4e9a\u9a6c\u900aS3\u3001Azure Blob Storage\u3001\u8c37\u6b4c\u4e91\u5b58\u50a8\u548cSwift\u3002\u5b83\u8fd8\u8ba9\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u5355\u4e00\u67e5\u8be2\uff0c\u5373\u53ef\u641c\u7d22\u7528\u4e0d\u540c\u6280\u672f\u5b58\u50a8\u8d77\u6765\u7684\u591a\u4e2a\u6570\u636e\u96c6\u3002\u6b64\u5916\uff0c\u5b83\u652f\u6301\u8bb8\u591a\u6d41\u884c\u7684\u5546\u4e1a\u667a\u80fd\u5de5\u5177\u3002<\/p>\n<div   id="j6sjwn9j3u"    style=\"font-size: 14pt; color: white; background-color: black; border-left: red 10px solid; padding-left: 14px; margin-bottom: 20px; margin-top: 20px;\"><strong>11. MongoDB<\/strong><\/div>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2016\/10\/wKioL1gGwAyzDECYAAAdqsb_tI4736.jpg\" alt=\"\u503c\u5f97\u5173\u6ce8\u768412\u5927\u5f00\u6e90\u6570\u636e\u5206\u6790\u5e94\u7528\u8f6f\u4ef6\" border=\"0\" \/><\/p>\n<p>\u4f5c\u4e3a\u6700\u77e5\u540d\u7684NoSQL\u6570\u636e\u5e93\u4e4b\u4e00\uff0cMongoDB\u662f\u4e00\u79cd\u5f00\u6e90\u975e\u5173\u7cfb\u578b\u6570\u636e\u5b58\u50a8\u89e3\u51b3\u65b9\u6848\u3002\u5ba2\u6237\u5305\u62ec\u5927\u90fd\u4f1a\u4eba\u5bff(MetLife)\u3001\u829d\u52a0\u54e5\u5e02\u3001Expedia\u3001\u8c37\u6b4c\u3001\u6c14\u8c61\u9891\u9053\u3001BuzzFeed\u548cFacebook\u3002\u9664\u4e86\u514d\u8d39\u5f00\u6e90\u7248\u5916\uff0c\u8be5\u516c\u53f8\u8fd8\u63d0\u4f9b\u4e00\u6b3e\u6536\u8d39\u7684\u4f01\u4e1a\u7248\u548c\u4e91\u6258\u7ba1\u7684\u7248\u672cMongoDB Atlas\u3002\u77e5\u540d\u5e02\u573a\u7814\u7a76\u673a\u6784\u5f17\u96f7\u65af\u7279\u7814\u7a76\u516c\u53f8\u5c06MongoDB\u8bc4\u4e3a\u5927\u6570\u636eNoSQL\u9886\u57df\u7684\u201c\u9886\u5bfc\u8005\u201d\u3002<\/p>\n<div   id="j6sjwn9j3u"    style=\"font-size: 14pt; color: white; background-color: black; border-left: red 10px solid; padding-left: 14px; margin-bottom: 20px; margin-top: 20px;\"><strong>12. SpagoBI<\/strong><\/div>\n<p style=\"text-align: center;\"><img decoding=\"async\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2016\/10\/wKioL1gGwByTCVnzAAAn1UJC4wo273.jpg\" alt=\"\u503c\u5f97\u5173\u6ce8\u768412\u5927\u5f00\u6e90\u6570\u636e\u5206\u6790\u5e94\u7528\u8f6f\u4ef6\" border=\"0\" \/><\/p>\n<p>SpagoBI\u662f\u4e00\u6b3e\u5f00\u6e90\u5546\u4e1a\u667a\u80fd\u548c\u5927\u6570\u636e\u5206\u6790\u5e73\u53f0\u3002\u8be5\u8f6f\u4ef6\u5b8c\u5168\u514d\u8d39\uff0c\u4f46\u8fd8\u63d0\u4f9b\u6536\u8d39\u7684\u7528\u6237\u652f\u6301\u3001\u7ef4\u62a4\u3001\u54a8\u8be2\u548c\u57f9\u8bad\u7b49\u670d\u52a1\u3002\u5b83\u5305\u62ec\u4e86\u7528\u4e8e\u62a5\u544a\u3001\u591a\u7ef4\u5206\u6790(OLAP)\u3001\u56fe\u8868\u3001\u4f4d\u7f6e\u60c5\u62a5\u3001\u6570\u636e\u6316\u6398\u3001ETL(\u62bd\u53d6\u8f6c\u6362\u548c\u52a0\u8f7d)\u53ca\u66f4\u591a\u5176\u4ed6\u65b9\u9762\u7684\u5de5\u5177\u3002\u5b83\u8fd8\u4e0e\u6d41\u884c\u7684\u5185\u5b58\u5904\u7406\u5f15\u64ce\u6574\u5408\u8d77\u6765\uff0c\u80fd\u591f\u5b9e\u73b0\u5b9e\u65f6\u5904\u7406\u3002<\/p>\n<blockquote>\n<p style=\"text-align: left; color: #88a6a4;\">\u539f\u6587\u6765\u81ea\uff1a<a href=\"http:\/\/os.51cto.com\/art\/201610\/519014.htm\" target=\"_blank\" rel=\"noopener\">http:\/\/os.51cto.com\/art\/201610\/519014.htm<\/a><\/p>\n<p style=\"text-align: left; color: #88a6a4;\">\u672c\u6587\u5730\u5740\uff1a<a href=\"http:\/\/lrxjmw.cn\/12-valuable-data-analysis.html\" target=\"_blank\" rel=\"noopener\">http:\/\/lrxjmw.cn\/12-valuable-data-analysis.html<\/a><span style=\"float: right;\">\u7f16\u8f91\u5458\uff1a\u6768\u9e4f\u98de\uff0c\u5ba1\u6838\u5458\uff1a\u6768\u5e06<\/span><\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>\u301051CTO.com\u5feb\u8bd1\u3011\u672c\u6587\u4ecb\u7ecd\u7684\u8fd9\u4e9b\u5f00\u6e90\u5de5\u5177\u662f\u5927\u6570\u636e\u5904\u7406\u3001\u5546\u4e1a\u667a\u80fd\u3001\u673a\u5668\u5b66\u4e60\u548c\u9884\u6d4b\u5206\u6790\u7b49\u9886\u57df\u7684\u4f7c\u4f7c\u8005\u3002<\/p>\n","protected":false},"author":63,"featured_media":6458,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[55],"tags":[],"class_list":["post-37772","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-thread"],"acf":[],"_links":{"self":[{"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/posts\/37772","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/users\/63"}],"replies":[{"embeddable":true,"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/comments?post=37772"}],"version-history":[{"count":6,"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/posts\/37772\/revisions"}],"predecessor-version":[{"id":262956,"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/posts\/37772\/revisions\/262956"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/media\/6458"}],"wp:attachment":[{"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/media?parent=37772"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/categories?post=37772"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/tags?post=37772"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}