{"id":2141,"date":"2014-04-02T09:27:31","date_gmt":"2014-04-02T01:27:31","guid":{"rendered":"http:\/\/www.banbanli.net\/blog\/?p=2141"},"modified":"2014-04-02T09:27:31","modified_gmt":"2014-04-02T01:27:31","slug":"%e8%bd%89%e8%b2%bcbig-data-%e6%99%82%e4%bb%a3%ef%bc%8c%e6%88%91%e5%80%91%e9%9c%80%e8%a6%81%e6%9c%89%e8%b6%85%e8%b6%8a-hadoop-%e5%92%8c-mapreduce-%e7%9a%84%e6%ae%ba%e6%89%8b%e7%b4%9a%e6%8a%80","status":"publish","type":"post","link":"http:\/\/www.banbanli.net\/blog\/?p=2141","title":{"rendered":"[\u8f49\u8cbc]Big Data \u6642\u4ee3\uff0c\u6211\u5011\u9700\u8981\u6709\u8d85\u8d8a Hadoop \u548c MapReduce \u7684\u6bba\u624b\u7d1a\u6280\u8853"},"content":{"rendered":"<p>http:\/\/techorange.com\/2013\/05\/02\/beyond-hadoop-next-generation-big-data-architectures\/<\/p>\n<p>&nbsp;<\/p>\n<p>\u904e\u53bb 25 \u5e74\u4f86\uff0c\u4f4d\u5c45\u4e3b\u6d41\u5730\u4f4d\u7684\u95dc\u806f\u5f0f\u8cc7\u6599\u5eab\uff08Relational Databases\uff09\uff0c\u5728\u96f2\u7aef\u8a08\u7b97\u8207 Big Data \u7684\u767c\u5c55\u4e2d\u7a81\u986f\u4e86\u5176\u4e0d\u8db3\u4e4b\u8655\uff0c\u6240\u4ee5\u5728\u6700\u8fd1\u5e7e\u5e74\u53d7\u5230\u4e86\u300cNoSQL\u300d\u767c\u5c55\u7684\u6311\u91c1\u8207\u5a01\u8105\u3002<\/p>\n<p>\u50cf Facebook\u3001Google\u3001Twitter \u7b49\u5927\u578b\u7db2\u8def\u4f01\u696d\uff0c\u70ba\u4e86\u89e3\u6c7a\u5927\u91cf\u7684\u8cc7\u6599\u5b58\u53d6\u554f\u984c\uff0c\u7d1b\u7d1b\u6368\u68c4\u4e86\u95dc\u806f\u5f0f\u8cc7\u6599\u5eab\u6280\u8853\uff0c\u6539\u4ee5\u5176\u5b83\u7684\u76f8\u95dc\u6280\u8853\uff0c\u5982\u300cNoSQL\u300d\u6216\u662f\u300cNot Only SQL\u300d\u7b49\u6280\u8853\uff0c\u4ee5\u63d0\u5347\u8655\u7406\u8cc7\u6599\u7684\u6548\u80fd\u8207\u64f4\u5145\u7684\u5f48\u6027\u3002<\/p>\n<p>\u800c\u5728\u6b64\u8b8a\u9077\u4e2d\uff0cHadoop \u9010\u6f38\u6210\u70ba\u4e00\u500b\u95dc\u9375\u7684\u91cd\u8981\u89d2\u8272\u3002Hadoop\u00a0\u662f Apache \u8edf\u9ad4\u57fa\u91d1\u6703\u6240\u767c\u5c55\u7684\u96f2\u7aef\u8a08\u7b97\u6280\u8853\uff0c\u4f7f\u7528 Java \u64b0\u5beb\u4e26\u514d\u8cbb\u958b\u653e\u539f\u59cb\u78bc\uff0c\u512a\u9ede\u5728\u65bc\u6709\u826f\u597d\u7684\u64f4\u5145\u6027\uff0c\u7a0b\u5f0f\u90e8\u7f72\u5feb\u901f\u7b49\uff0c\u540c\u6642\u80fd\u6709\u6548\u5730\u5206\u6563\u7cfb\u7d71\u7684\u8ca0\u8377\u3002<!--more--><\/p>\n<p>Google \u4e5f\u70ba\u6b64\u63d0\u51fa\u4e86MapReduce \u8edf\u9ad4\u7de8\u7a0b\u67b6\u69cb\uff0c\u9019\u662f\u4e00\u7a2e\u80fd\u4ee5\u9ad8\u53ef\u9760\u6027\u8207\u9ad8\u5bb9\u932f\u7684\u65b9\u5f0f\uff0c\u904b\u4f5c\u5728\u7531\u5927\u898f\u6a21\u96fb\u8166\u6240\u7d44\u6210\u7684\u53e2\u96c6\u4e0a\u7684\u6280\u8853\uff0c\u4e26\u53ef\u900f\u904e\u5e73\u884c\u8655\u7406\u65b9\u5f0f\u4f86\u8655\u7406 PB\uff08Peta-Bytes\uff09\u7b49\u7d1a\u7684\u8cc7\u6599\u91cf\u3002<\/p>\n<p>\u800c\u5728\u6b64\u7af6\u722d\u4e2d\uff0c\u6211\u5011\u9084\u4e0d\u6e05\u695a\u5230\u5e95\u662f\u300cSQL\u300d\u3001\u300cNo SQL\u300d\u6216\u662f\u300cNot Only SQL\u300d\u80fd\u5920\u52dd\u51fa\uff0c\u4f46\u662f\uff0c\u6709\u4e00\u9ede\u662f\u975e\u5e38\u660e\u78ba\u7684 \uff0d\uff0d \u5982\u679c\u4f60\u6b63\u9762\u81e8 Big Data \u7684\u6311\u6230\uff0c\u90a3\u9ebc Hadoop \u5c07\u662f\u4f60\u7528\u4f86\u958b\u767c\u7cfb\u7d71\u7684\u9078\u64c7\u3002<\/p>\n<ul>\n<li><strong>MapReduce \u548c Hadoop \u4e5f\u4e0d\u662f\u842c\u80fd\uff0c\u300cNoHadoop\u300d\u6642\u4ee3\u7684\u4f86\u81e8<\/strong><\/li>\n<\/ul>\n<p>\u4f46\u76ee\u524d\u6709\u500b\u5f88\u91cd\u8981\u7684\u554f\u984c\u662f\uff0c\u6709\u4e9b\u4eba\u6ce8\u610f\u5230\u4e86 MapReduce \u8207 Hadoop \u5728\u529f\u80fd\u4e0a\u7684\u4e0d\u8db3\u8207\u9650\u5236\u6027\uff0c\u65bc\u662f\u7e31\u4f7f\u4ed6\u5011\u9700\u8981\u80fd\u5920\u63d0\u4f9b\u9ad8\u6548\u80fd\u8207\u64f4\u5c55\u6027\u4f73\u7684\u61c9\u7528\u5de5\u5177\uff0c\u4ed6\u5011\u4ecd\u6452\u68c4\u4e86 MapReduce \u8207 Hadoop\uff0c\u6709\u4e9b\u4eba\u751a\u81f3\u56de\u982d\u4f7f\u7528\u4e86\u95dc\u806f\u5f0f\u8cc7\u6599\u5eab\u3002<\/p>\n<p>\u96d6\u7136 Hadoop \u64c5\u9577\u65bc\u8655\u7406\u6279\u6b21\u7684\u8cc7\u6599\u91cf\uff0c\u4f46\u5728\u591a\u7dad\u5ea6\u7684\u8cc7\u6599\u8655\u7406\u5206\u6790\u4e0a\u7684\u8868\u73fe\u4e26\u4e0d\u4f73\u3002\u4f8b\u5982\uff0c\u5927\u591a\u6578\u7684\u4f01\u696d\u7e3d\u662f\u6703\u9762\u5c0d\u66f4\u8907\u96dc\u7684\u8cc7\u6599\u9023\u7d50\uff08Complex Joins\uff09\u3001ACID \u6a5f\u5236\u7684\u8981\u6c42\uff08Atomicity-Consistency-Isolation-Durability\uff0c\u9019\u662f\u95dc\u806f\u5f0f\u8cc7\u6599\u5eab\u70ba\u4e86\u78ba\u4fdd\u8cc7\u6599\u7684\u5b8c\u6574\u6027\uff0c\u6240\u63a1\u7528\u7684 \u6a5f\u5236\uff0c\u4ee5\u4f7f\u8cc7\u6599\u5728\u5b58\u53d6\u6216\u7570\u52d5\u7684\u904e\u7a0b\u4e2d\u4e0d\u6703\u53d7\u5230\u5e72\u64fe\uff09\u3001\u5373\u6642\u5206\u6790\uff08Real-Time Requirements\uff09\u3001\u91cf\u5b50\u96fb\u8166\u6f14\u7b97\u6cd5\uff08SuperComputing Algorithms\uff09\u3001\u5716\u578b\u8a08\u7b97\uff08Graph Computing\uff09 \u6216\u662f\u8cc7\u6599\u7684\u6301\u7e8c\u66f4\u65b0\uff0c\u800c Hadoop\u5728\u8655\u7406\u9019\u4e9b\u8cc7\u6599\u7684\u8868\u73fe\u4e0a\u9084\u7a31\u4e0d\u4e0a\u4ee4\u4eba\u6eff\u610f\u7684\u6a19\u6e96\u3002<\/p>\n<p>\u57fa\u65bc\u7a2e\u7a2e\u539f\u56e0\uff0c\u300cPost-Hadoop \u67b6\u69cb\u300d\u88ab\u63d0\u51fa\u4e86\uff0c\u800c\u6b64\u65b0\u67b6\u69cb\u5728\u8655\u7406\u8cc7\u6599\u7684\u80fd\u529b\u4e0a\u6709\u4e86\u66f4\u4f73\u7684\u6548\u80fd\u3002<\/p>\n<p>\u672c\u7bc7\u6587\u7ae0\u60f3\u8207\u5404\u4f4d\u8b80\u8005\u5206\u4eab\u7684\u4e5f\u662f\u4e00\u500b\u65b0\u7684\u300cNoHadoop\u300d\u6642\u4ee3\u7684\u4f86\u81e8\u3002\u56e0\u70ba\u6709\u6108\u4f86\u6108\u591a\u7684\u4f01\u696d\u610f\u8b58\u5230\uff0cBig Data \u9700\u8981\u7684\u4e0d\u53ea\u662f Hadoop\u3002<\/p>\n<ul>\n<li><strong>\u90a3\u9ebc\uff0c\u6211\u5011\u61c9\u8a72\u600e\u6a23\u770b\u5f85 <\/strong><strong>\u300cNoHadoop<\/strong><strong>\u300d <\/strong><strong>\u6216\u662f\u300cPost-Hadoop<\/strong><strong>\u300d\uff1f <\/strong><\/li>\n<\/ul>\n<p>\u55ae\u5c31\u6548\u80fd\u9762\u4f86\u8aaa\uff0c\u65b0\u4e00\u4ee3\u7684\u67b6\u69cb\u9700\u8981\u5728 MapReduce\uff0fHadoop \u7684\u57fa\u790e\u4e0a\u6709 10 \u5230 10000 \u500d\u6548\u80fd\u7684\u63d0\u5347\u3002<\/p>\n<p>\u63a5\u8457\uff0c\u6211\u5011\u4e00\u8d77\u4f86\u8a8d\u8b58\u4e00\u4e0b\u76ee\u524d\u5e02\u5834\u4e0a\u53d7\u4eba\u95dc\u6ce8\u7684\u5e7e\u500b\u61c9\u7528\u65b9\u6cd5\u8207\u5de5\u5177\u3002<\/p>\n<ul>\n<li><strong>SQL<\/strong><\/li>\n<\/ul>\n<p>SQL \u61c9\u7528\u5728\uff1a\u696d\u52d9\u8cc7\u6599\u67e5\u8a62\uff08Complex Business Queries\uff09\u3001\u7dda\u4e0a\u4ea4\u6613\u8655\u7406\uff08OnLine Transaction Processing\uff09\u3002<\/p>\n<p>SQL \u5df2\u7d93\u767c\u5c55 25 \u5e74\u4e86\uff0c\u800c\u76ee\u524d\u6709\u5f88\u591a\u7684\u5275\u65b0\u90fd\u570d\u7e5e\u8457\u4e0b\u4e00\u4ee3\u7684\u8cc7\u6599\u5eab\u6280\u8853\uff08SQL Next-Gen\uff09\u5ef6\u4f38\uff0c\u50cf\u662f VoltDB\u3001Clustrix \u9019\u4e9b\u516c\u53f8\uff0c\u5df2\u7d93\u6709\u4e86\u4e00\u4e9b\u6210\u679c\u3002<\/p>\n<p>\u5982\u679c\u4f60\u9700\u8981\u505a\u8907\u96dc\u7684 Joins \u8a9e\u6cd5\u5206\u6790\uff0c\u6216\u662f\u9700\u8981 ACID \u6a5f\u5236\u4ee5\u7dad\u6301\u8cc7\u6599\u7684\u5b8c\u6574\u6027\u6642\uff0cSQL \u4f9d\u7136\u6703\u662f\u6700\u597d\u7684\u9078\u64c7\u3002<\/p>\n<ul>\n<li><strong><a title=\"Cloudscale\" href=\"http:\/\/cloudscale.com\" target=\"_blank\">Cloudscale<\/a><\/strong><\/li>\n<\/ul>\n<p>\u61c9\u7528\u5728\uff1a\u6f14\u7b97\u6cd5\u4ea4\u6613\uff08Algorithmic Trading\uff09\u3001\u6b3a\u8a50\u5075\u6e2c\uff08Fraud Detection\uff09\u3001\u884c\u52d5\u5ee3\u544a\uff08Mobile Advertising\uff09\u3001\u5b9a\u4f4d\u670d\u52d9\uff08Location Services\uff09\u3001\u884c\u92b7\u667a\u80fd\uff08Marketing Intelligence\uff09\u3002<\/p>\n<p>\u5728 Big Data \u7684\u5373\u6642\u5206\u6790\u4e0a\uff0cCloudscale \u6253\u7834\u4e86\u4e00\u822c\u6279\u6b21\u8655\u7406\u7684\u9650\u5236\u3002\u4f8b\u5982\uff0c\u7576\u4f60\u6253\u7b97\u5206\u6790\u4e00\u53f0\u4f3a\u670d\u5668\u4e0a\u6bcf\u79d2\u767e\u842c\u6b21\u7684\u8cc7\u6599\u4e8b\u4ef6\uff0c\u800c\u7cfb\u7d71\u6240\u5141\u8a31\u7684\u50b3\u9001\u7d50\u679c\u5ef6\u9072\u6642\u9593\u70ba 5 \u79d2\uff0c\u90a3\u9ebc\u4f60\u5c31\u9700\u8981\u4e00\u500b\u5373\u6642\u8655\u7406\u8cc7\u6599\u7684\u67b6\u69cb\u3002\u800c Cloudscale \u5c31\u53ef\u4ee5\u63d0\u4f9b\u9019\u7a2e\u5373\u6642\u8cc7\u6599\u5206\u6790\u7684\u80fd\u529b\uff0c\u5b83\u6bd4 Hadoop \u7684\u6279\u6b21\u8655\u7406\u5feb\u4e86\u8fd1 1 \u842c\u500d\u3002<\/p>\n<ul>\n<li><strong><a title=\"MPI\" href=\"http:\/\/www.open-mpi.org\/\" target=\"_blank\">MPI<\/a> <\/strong><strong>\u8207 <a title=\"BSP\" href=\"http:\/\/www.bsp-worldwide.org\/\" target=\"_blank\">BSP<\/a><\/strong><\/li>\n<\/ul>\n<p>\u61c9\u7528\u5728\uff1a\u5efa\u6a21\u8207\u6a21\u64ec \uff08Modelling and Simulation\uff09\u3001\u6d41\u9ad4\u529b\u5b78 \uff08Fluid Dynamics\uff09\u3002<\/p>\n<p>\u5728\u8a31\u591a\u7684\u8d85\u7d1a\u96fb\u8166\u61c9\u7528\u4e2d\uff0c\u5f80\u5f80\u9700\u8981\u5728 Big Data \u4e0a\u5efa\u7acb\u8907\u96dc\u7684\u6f14\u7b97\u6cd5\uff0c\u800c\u70ba\u4e86\u63d0\u5347\u6548\u80fd\uff0c\u90fd\u662f\u4f9d\u8cf4\u8655\u7406\u5668\u76f4\u63a5\u5b58\u53d6\u8cc7\u6599\u3002\u50cf MPI \u548c BSP \u9019\u4e9b\u5e73\u884c\u7de8\u7a0b\u5de5\u5177\uff0c\u5c31\u975e\u5e38\u9069\u5408\u9019\u985e\u9700\u8981\u9ad8\u6548\u80fd\u8a08\u7b97\u7684\u61c9\u7528\u3002<\/p>\n<ul>\n<li><strong><a title=\"Pregel\" href=\"http:\/\/googleresearch.blogspot.com\/2009\/06\/large-scale-graph-computing-at-google.html\" target=\"_blank\">Pregel<\/a><\/strong><\/li>\n<\/ul>\n<p>\u61c9\u7528\u5728\uff1a\u7db2\u8def\u6f14\u7b97\u6cd5\uff08Web Algorithms\uff09\u3001\u793e\u4ea4\u7d50\u69cb\u6f14\u7b97\u6cd5\uff08Social Graph Algorithms\uff09\u3001\u4f4d\u7f6e\u7d50\u69cb\uff08Location Graphs\uff09\u3001\u6a5f\u5668\u5b78\u7fd2\u548c\u767c\u73fe\uff08Learning and Discovery\uff09\u3001\u7db2\u8def\u6700\u4f73\u5316\uff08Network Optimisation\uff09\u3001\u7db2\u969b\u7db2\u8def\uff08Internet\uff09\u3002<\/p>\n<p>\u4f60\u9700\u8981\u5206\u6790\u4e00\u500b\u5728\u8907\u96dc\u74b0\u5883\u4e2d\u7684\u793e\u4ea4\u95dc\u4fc2\u7db2\u7d61\u55ce\uff1f\u5982\u679c\u662f\u7684\u8a71\uff0c\u4f60\u6240\u9762\u5c0d\u7684\u4e0d\u6b62\u662f\u8cc7\u6599\u7684\u554f\u984c\u800c\u5df2\uff0c\u800c\u662f\u4e00\u500b\u7d50\u69cb\u7684\u554f\u984c\u3002<\/p>\n<p>\u5728\u6578\u4ee5\u5104\u842c\u8a08\u7684\u7db2\u8def\u7bc0\u9ede\u548c\u8def\u5f91\u7684\u74b0\u5883\u4e2d\uff0c\u5e38\u5e38\u9700\u8981\u5229\u7528\u52d5\u614b\u7d50\u69cb\u548c\u7db2\u8def\u5206\u6790\u65b9\u6cd5\u7684\u61c9\u7528\uff0c\u800c\u6211\u5011\u4e5f\u5728\u6108\u4f86\u6108\u591a\u7684\u79d1\u6280\u767c\u5c55\u4e2d\u611f\u53d7\u5230\u9019\u4e9b\u7d50\u69cb\u5206\u6790\u65b9\u6cd5\u7684\u91cd\u8981 \u6027\uff0c\u5176\u4e2d\uff0cGoogle \u7684 Pregel \u67b6\u69cb\uff0c\u5c31\u662f\u4f7f\u7528 BSP\uff08Bulk Synchronous Parallel\uff09\u6a21\u578b\u4f86\u9032\u884c\u5927\u7bc4\u570d\u7684\u9ad8\u6548\u80fd\u7d50\u69cb\u8a08\u7b97\u3002<\/p>\n<ul>\n<li><strong><a title=\"Dremel\" href=\"http:\/\/research.google.com\/pubs\/pub36632.html\" target=\"_blank\">Dremel<\/a><\/strong><\/li>\n<\/ul>\n<p>\u61c9\u7528\u5728\uff1a\u8cc7\u6599\u63a2\u52d8\uff08Data Exploration\uff09\u3001\u5ba2\u6236\u652f\u63f4 \uff08Customer Support\uff09\u3001\u8cc7\u6599\u4e2d\u5fc3\u76e3\u6e2c\uff08Data Center Monitoring\uff09\u3002<\/p>\n<p>\u4f60\u9700\u8981\u67e5\u8a62\u7db2\u8def\u4e0a\u5927\u898f\u6a21\u7684\u8cc7\u6599\u55ce\uff1f\u5982\u679c\u7b54\u6848\u662f\u80af\u5b9a\u7684\uff0c\u4f60\u5c31\u9700\u8981 Google \u7684 Dremel \u67b6\u69cb\u3002\u5b83\u7684\u8a2d\u8a08\u539f\u7406\u5c31\u5728\u65bc\u652f\u63f4\u4f7f\u7528\u8005\u5728\u67e5\u8a62\u5132\u5b58\u4e86\u5104\u842c\u7b46\u8a18\u9304\u7684\u8cc7\u6599\u8868\u6642\uff0c\u80fd\u5728\u6578\u79d2\u7684\u6642\u9593\u5167\u50b3\u56de\u7d50\u679c\u3002<\/p>\n<p>Dremel \u7684\u67e5\u8a62\u6307\u4ee4\u7684\u57f7\u884c\uff0c\u4e26\u4e0d\u9700\u8981\u8f49\u63db\u6210 MapReduce \u7684\u4efb\u52d9\uff08Job\uff09\u3002Google \u5728 2006 \u5e74\u5c31\u628a Dremel \u7522\u54c1\u5316\u4e86\uff0c\u5230\u76ee\u524d\u70ba\u6b62\u5df2\u7d93\u64c1\u6709\u6578\u5343\u540d\u4f7f\u7528\u8005\u3002<\/p>\n<ul>\n<li><strong><a title=\"Percolator (Caffeine)\" href=\"http:\/\/www.theregister.co.uk\/2010\/09\/24\/google_percolator\/\" target=\"_blank\">Percolator (Caffeine)<\/a><\/strong><\/li>\n<\/ul>\n<p>\u61c9\u7528\u5728\uff1a\u5373\u6642\u67e5\u8a62\uff08Real Time Search\uff09\u3002<\/p>\n<p>\u5982\u679c\u4f60\u9700\u8981\u5c0d\u5927\u91cf\u7684\u8cc7\u6599\u96c6\u9032\u884c\u4e0d\u65b7\u5730\u66f4\u65b0\uff0c\u90a3\u9ebc Percolator \u6703\u662f\u4e00\u500b\u4e0d\u932f\u7684\u61c9\u7528\u9078\u64c7\u3002\u5b83\u662f Google \u61c9\u7528\u5728\u7db2\u8def\u7684\u7d22\u5f15\u67b6\u69cb\uff0c\u751a\u81f3\u6bd4 Hadoop \u66f4\u597d\u7528\uff0c\u800c\u4e14 Google \u7684\u5373\u6642\u67e5\u8a62\u529f\u80fd\u300cGoogle Instant\u300d\u4e0d\u80fd\u5c11\u4e86\u5b83\u3002<\/p>\n<p>\u56e0\u70ba\u7d22\u5f15\u6703\u96a8\u8457\u6642\u9593\u800c\u589e\u52a0\uff0c\u82e5\u61c9\u7528 Percolator \u7684 Google Caffeine \u7cfb\u7d71\u6aa2\u7d22\u8cc7\u6599\u7684\u901f\u5ea6\uff0c\u5c07\u6bd4\u4e4b\u524d\u63a1\u7528 Hadoop \u7684\u8655\u7406\u5feb\u4e0a\u767e\u500d\u3002<\/p>\n<p>\u800c\u76ee\u524d\u7684\u72c0\u6cc1\u662f\uff0cHadoop \u56e0\u70ba\u63a1\u53d6\u514d\u8cbb\u8a66\u7528\u7684\u65b9\u5f0f\u505a\u63a8\u5ee3\uff0c\u9019\u5c07\u4f7f\u5f97\u5b83\u5728\u8a31\u591a\u7684\u5be6\u52d9\u61c9\u7528\u4e2d\u4ecd\u6703\u6301\u7e8c\u626e\u6f14\u91cd\u8981\u7684\u89d2\u8272\u3002\u7136\u800c\uff0c\u5728\u8d8a\u4f86\u8d8a\u591a\u7684 Big Data \u76f8\u95dc\u61c9\u7528\u4e0a\uff0c\u90fd\u5f97\u9762\u5c0d\u6548\u80fd\u4e0a\u7684\u56b4\u683c\u8981\u6c42\uff0c\u6240\u4ee5\uff0c\u6211\u5011\u5fc5\u9808\u3001\u4e5f\u4e00\u5b9a\u53ef\u4ee5\u627e\u5230\u66f4\u65b0\u4e5f\u66f4\u5a01\u7684\u7cfb\u7d71\u67b6\u69cb\u3002<\/p>\n<p>\uff08\u8cc7\u6599\u4f86\u6e90\uff1a<a title=\"Gigaom\" href=\"http:\/\/gigaom.com\/2010\/10\/23\/beyond-hadoop-next-generation-big-data-architectures\/\" target=\"_blank\">Gigaom<\/a>\uff1b\u5716\u7247\u4f86\u6e90\uff1a<a title=\"filmresearch\" href=\"http:\/\/www.flickr.com\/photos\/bieraugel\/8513471114\/sizes\/z\/in\/photostream\/\" target=\"_blank\">filmresearch<\/a>, CC Licensed\uff09<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>http:\/\/techorange.com\/2013\/05\/02\/beyond-hadoop-next-generation-big-data-architectures\/ &nbsp; \u904e\u53bb 25 \u5e74\u4f86\uff0c\u4f4d\u5c45\u4e3b\u6d41\u5730\u4f4d\u7684\u95dc\u806f\u5f0f\u8cc7\u6599\u5eab\uff08Relational Databases\uff09\uff0c\u5728\u96f2\u7aef\u8a08\u7b97\u8207 Big Data \u7684\u767c\u5c55\u4e2d\u7a81\u986f\u4e86\u5176\u4e0d\u8db3\u4e4b\u8655\uff0c\u6240\u4ee5\u5728\u6700\u8fd1\u5e7e\u5e74\u53d7\u5230\u4e86\u300cNoSQL\u300d\u767c\u5c55\u7684\u6311\u91c1\u8207\u5a01\u8105\u3002 \u50cf Facebook\u3001Google\u3001Twitter \u7b49\u5927\u578b\u7db2\u8def\u4f01\u696d\uff0c\u70ba\u4e86\u89e3\u6c7a\u5927\u91cf\u7684\u8cc7\u6599\u5b58\u53d6\u554f\u984c\uff0c\u7d1b\u7d1b\u6368\u68c4\u4e86\u95dc\u806f\u5f0f\u8cc7\u6599\u5eab\u6280\u8853\uff0c\u6539\u4ee5\u5176\u5b83\u7684\u76f8\u95dc\u6280\u8853\uff0c\u5982\u300cNoSQL\u300d\u6216\u662f\u300cNot Only SQL\u300d\u7b49\u6280\u8853\uff0c\u4ee5\u63d0\u5347\u8655\u7406\u8cc7\u6599\u7684\u6548\u80fd\u8207\u64f4\u5145\u7684\u5f48\u6027\u3002 \u800c\u5728\u6b64\u8b8a\u9077\u4e2d\uff0cHadoop \u9010\u6f38\u6210\u70ba\u4e00\u500b\u95dc\u9375\u7684\u91cd\u8981\u89d2\u8272\u3002Hadoop\u00a0\u662f Apache \u8edf\u9ad4\u57fa\u91d1\u6703\u6240\u767c\u5c55\u7684\u96f2\u7aef\u8a08\u7b97\u6280\u8853\uff0c\u4f7f\u7528 Java \u64b0\u5beb\u4e26\u514d\u8cbb\u958b\u653e\u539f\u59cb\u78bc\uff0c\u512a\u9ede\u5728\u65bc\u6709\u826f\u597d\u7684\u64f4\u5145\u6027\uff0c\u7a0b\u5f0f\u90e8\u7f72\u5feb\u901f\u7b49\uff0c\u540c\u6642\u80fd\u6709\u6548\u5730\u5206\u6563\u7cfb\u7d71\u7684\u8ca0\u8377\u3002<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[51],"tags":[],"class_list":["post-2141","post","type-post","status-publish","format-standard","hentry","category-big-data"],"_links":{"self":[{"href":"http:\/\/www.banbanli.net\/blog\/index.php?rest_route=\/wp\/v2\/posts\/2141","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.banbanli.net\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.banbanli.net\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.banbanli.net\/blog\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"http:\/\/www.banbanli.net\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2141"}],"version-history":[{"count":1,"href":"http:\/\/www.banbanli.net\/blog\/index.php?rest_route=\/wp\/v2\/posts\/2141\/revisions"}],"predecessor-version":[{"id":2142,"href":"http:\/\/www.banbanli.net\/blog\/index.php?rest_route=\/wp\/v2\/posts\/2141\/revisions\/2142"}],"wp:attachment":[{"href":"http:\/\/www.banbanli.net\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2141"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.banbanli.net\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2141"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.banbanli.net\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2141"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}