{"id":372184,"date":"2023-08-18T23:30:33","date_gmt":"2023-08-18T15:30:33","guid":{"rendered":"https:\/\/www.idc.net\/help\/372184\/"},"modified":"2023-08-18T23:30:33","modified_gmt":"2023-08-18T15:30:33","slug":"%e6%97%a5%e5%bf%97%ef%bc%9a%e6%af%8f%e4%b8%aa%e8%bd%af%e4%bb%b6%e5%b7%a5%e7%a8%8b%e5%b8%88%e9%83%bd%e5%ba%94%e8%af%a5%e7%9f%a5%e7%9a%84%e5%ae%9e%e6%97%b6%e6%95%b0%e6%8d%ae%e7%bb%9f%e4%b8%80%e6%a6%82","status":"publish","type":"post","link":"https:\/\/idc.net\/help\/372184\/","title":{"rendered":"\u65e5\u5fd7\uff1a\u6bcf\u4e2a\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u90fd\u5e94\u8be5\u77e5\u7684\u5b9e\u65f6\u6570\u636e\u7edf\u4e00\u6982\u5ff5"},"content":{"rendered":"<p><span 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style=\"font-size:14px\">\u5305\u62ec\u65e5\u5fd7\u662f\u4ec0\u4e48\uff0c\u5982\u4f55\u5728\u6570\u636e\u96c6\u6210\u3001\u5b9e\u65f6\u5904\u7406\u548c\u7cfb\u7edf\u6784\u5efa\u4e2d\u4f7f\u7528\u65e5\u5fd7\u7b49\u3002<\/span><\/p>\n<p><strong>\u7b2c\u4e00\u90e8\u5206\uff1a\u65e5\u5fd7\u662f\u4ec0\u4e48\uff1f<\/strong><\/p>\n<p><span style=\"font-size:14px\">\u65e5\u5fd7\u662f\u4e00\u79cd\u7b80\u5355\u7684\u4e0d\u80fd\u518d\u7b80\u5355\u7684\u5b58\u50a8\u62bd\u8c61\u3002\u5b83\u662f\u4e00\u4e2a\u53ea\u80fd\u589e\u52a0\u7684\uff0c\u5b8c\u5168\u6309\u7167\u65f6\u95f4\u6392\u5e8f\u7684\u4e00\u7cfb\u5217\u8bb0\u5f55\u3002\u65e5\u5fd7\u770b\u8d77\u6765\u5982\u4e0b\uff1a<\/span><\/p>\n<p style=\"text-align: center\"><img decoding=\"async\" src=\"http:\/\/s4.\/wyfs02\/M00\/12\/22\/wKioL1L6z4_jlv4hAAAijCuheCw417.jpg\" class=\"aligncenter\"><\/p>\n<p><span style=\"font-size:14px\">\u6211\u4eec\u53ef\u4ee5\u7ed9\u65e5\u5fd7\u7684\u672b\u5c3e\u6dfb\u52a0\u8bb0\u5f55\uff0c\u5e76\u4e14\u53ef\u4ee5<span style=\"font-size:14px\">\u4ece\u5de6\u5230\u53f3<\/span>\u8bfb\u53d6\u65e5\u5fd7\u8bb0\u5f55\u3002\u6bcf\u4e00\u6761\u8bb0\u5f55\u90fd\u6307\u5b9a\u4e86\u4e00\u4e2a\u552f\u4e00\u7684\u6709\u4e00\u5b9a\u987a\u5e8f\u7684\u65e5\u5fd7\u8bb0\u5f55\u7f16\u53f7\u3002<\/span> <span style=\"font-size:14px\"><br \/> <\/span><\/p>\n<p><span style=\"font-size:14px\">\u65e5\u5fd7\u8bb0\u5f55\u7684\u6392\u5e8f\u662f\u7531\u201c\u65f6\u95f4\u201d\u6765\u786e\u5b9a\u7684\uff0c\u8fd9\u662f\u56e0\u4e3a\u4f4d\u4e8e\u5de6\u8fb9\u7684\u65e5\u5fd7\u8bb0\u5f55\u6bd4\u4f4d\u4e8e\u53f3\u8fb9\u7684\u8981\u65e9\u4e9b\u3002\u65e5\u5fd7\u8bb0\u5f55\u7f16\u53f7\u53ef\u4ee5\u770b\u4f5c\u662f\u8fd9\u6761\u65e5\u5fd7<\/span> <span style=\"font-size:14px\">\u8bb0\u5f55\u7684\u201c\u65f6\u95f4\u6233\u201d\u3002<span style=\"font-size:14px\">\u5728\u4e00\u5f00\u59cb\u5c31<\/span>\u628a\u8fd9\u79cd\u6392\u5e8f\u8bf4\u6210\u662f\u6309\u65f6\u95f4\u6392\u5e8f\u663e\u5f97\u6709\u70b9\u591a\u4f59 \uff0c\u4e0d\u8fc7 \uff0c\u4e0e\u4efb\u4f55\u4e00\u4e2a\u5177\u4f53\u7684\u7269\u7406\u65f6\u949f\u76f8\u6bd4\uff0c\u65f6\u95f4<\/span> <span style=\"font-size:14px\">\u5c5e\u6027\u662f\u975e\u5e38\u4fbf\u4e8e\u4f7f\u7528\u7684\u5c5e\u6027\u3002\u5728\u6211\u4eec\u8fd0\u884c\u591a\u4e2a\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u65f6\u5019\uff0c\u8fd9\u4e2a\u5c5e\u6027\u5c31\u663e\u5f97\u975e\u5e38\u91cd\u8981\u3002<\/span> <span style=\"font-size:14px\"><br \/> <\/span><\/p>\n<p><span style=\"font-size:14px\">\u5bf9\u4e8e\u8fd9\u7bc7\u8ba8\u8bba\u7684\u76ee\u6807\u800c\u8a00\uff0c\u65e5\u5fd7\u8bb0\u5f55\u7684\u5185\u5bb9\u548c\u683c\u5f0f\u4e0d\u600e\u4e48\u91cd\u8981\u3002\u53e6\u5916\u63d0\u9192\u4e00\u4e0b\uff0c\u5728\u5b8c\u5168\u8017\u5c3d\u5b58\u50a8\u7a7a\u95f4\u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u4e0d\u53ef\u80fd<\/span> <span style=\"font-size:14px\">\u518d\u7ed9\u65e5\u5fd7\u6dfb\u52a0\u8bb0\u5f55\u3002\u7a0d\u540e\u6211\u4eec\u5c06\u4f1a\u63d0\u5230\u8fd9\u4e2a\u95ee\u9898\u3002 <\/span> <span style=\"font-size:14px\"><br \/> <\/span><\/p>\n<p><span style=\"font-size:14px\">\u65e5\u5fd7\u5e76\u4e0d\u662f\u5b8c\u5168\u4e0d\u540c\u4e8e\u6587\u4ef6\u6216\u8005\u6570\u636e\u8868\u7684\u3002\u6587\u4ef6\u662f\u7531\u4e00\u7cfb\u5217\u5b57\u8282\u7ec4\u6210\uff0c\u8868\u662f\u7531\u4e00\u7cfb\u5217\u8bb0\u5f55\u7ec4\u6210\uff0c\u800c\u65e5\u5fd7\u5b9e\u9645\u4e0a\u53ea\u662f\u6309\u7167\u65f6\u95f4\u987a\u5e8f\u5b58\u50a8\u8bb0\u5f55\u7684<\/span> <span style=\"font-size:14px\">\u4e00\u79cd\u6570\u636e\u8868\u6216\u8005\u6587\u4ef6\u3002<\/span><\/p>\n<p><span style=\"font-size:14px\">\u6b64\u65f6\uff0c\u4f60\u53ef\u80fd\u5947\u602a\u4e3a\u4ec0\u4e48\u8981\u8ba8\u8bba\u8fd9\u4e48\u7b80\u5355\u7684\u4e8b\u60c5\u5462\uff1f \u4e0d\u540c\u73af\u5883\u4e0b\u7684\u4e00\u4e2a\u53ea\u53ef\u589e\u52a0\u7684\u6709\u4e00\u5b9a\u987a\u5e8f\u7684\u65e5\u5fd7\u8bb0\u5f55\u662f\u600e\u6837\u4e0e\u6570\u636e\u7cfb\u7edf\u5173\u8054\u8d77\u6765\u7684\u5462\uff1f\u7b54\u6848\u662f\u65e5\u5fd7\u6709\u5176\u7279\u5b9a\u7684\u5e94\u7528\u76ee\u6807\uff1a\u5b83\u8bb0\u5f55\u4e86\u4ec0\u4e48\u65f6\u95f4\u53d1\u751f\u4e86\u4ec0\u4e48\u4e8b\u60c5\u3002 \u800c\u5bf9\u5206\u5e03\u5f0f\u6570\u636e\u7cfb\u7edf\u8bb8\u591a\u65b9\u9762\u800c\u8a00\uff0c \u8fd9\u624d\u662f\u95ee\u9898\u7684\u771f\u6b63\u6838\u5fc3\u3002<\/span><\/p>\n<p><span style=\"font-size:14px\">\u4e0d\u8fc7\uff0c\u5728\u6211\u4eec\u8fdb\u884c\u66f4\u52a0\u6df1\u5165\u7684\u8ba8\u8bba\u4e4b\u524d\uff0c\u8ba9\u6211\u5148\u6f84\u6e05\u6709\u4e9b\u8ba9\u4eba\u6df7\u6dc6\u7684\u6982\u5ff5\u3002\u6bcf\u4e2a\u7f16\u7a0b\u4eba\u5458 \u90fd\u719f\u6089\u53e6\u4e00\u79cd\u65e5\u5fd7\u8bb0\u5f55-\u5e94\u7528\u4f7f\u7528syslog\u6216\u8005log4j\u53ef\u80fd\u5199\u5165\u5230\u672c\u5730\u6587\u4ef6\u91cc\u7684\u6ca1\u6709\u7ed3\u6784\u7684\u9519\u8bef\u4fe1\u606f\u6216\u8005\u8ffd\u8e2a\u4fe1\u606f\u3002\u4e3a\u4e86\u533a\u5206\u5f00\u6765\uff0c\u6211\u4eec\u628a\u8fd9\u79cd\u60c5\u5f62\u7684\u65e5\u5fd7 \u8bb0\u5f55\u79f0\u4e3a\u201c\u5e94\u7528\u65e5\u5fd7\u8bb0\u5f55\u201d\u3002\u5e94\u7528\u65e5\u5fd7\u8bb0\u5f55\u662f\u6211\u5728\u8fd9\u513f\u6240\u8bf4\u7684\u65e5\u5fd7\u7684\u4e00\u79cd\u4f4e\u7ea7\u7684\u53d8\u79cd\u3002\u6700\u5927\u7684\u533a\u522b\u662f\uff1a\u6587\u672c\u65e5\u5fd7\u610f\u5473\u7740\u4e3b\u8981\u7528\u6765\u65b9\u4fbf\u4eba\u4eec\u9605\u8bfb\uff0c\u800c\u6211\u6240\u8bf4\u660e\u7684\u201c\u65e5 \u5fd7\u201d\u6216\u8005\u201c\u6570\u636e\u65e5\u5fd7\u201d\u7684\u5efa\u7acb\u662f\u65b9\u4fbf\u7a0b\u5e8f\u8bbf\u95ee\u3002<\/span><\/p>\n<p><span style=\"font-size:14px\">\uff08\u5b9e\u9645\u4e0a\uff0c\u5982\u679c\u4f60\u5bf9\u5b83\u8fdb\u884c\u6df1\u5165\u7684\u601d\u8003\uff0c\u90a3\u4e48\u4eba\u4eec\u8bfb\u53d6\u67d0\u4e2a\u673a\u5668\u4e0a\u7684\u65e5\u5fd7\u8fd9\u79cd\u7406\u5ff5\u6709\u4e9b\u4e0d \u987a\u5e94\u65f6\u4ee3\u6f6e\u6d41\u3002\u5f53\u6d89\u53ca\u5230\u8bb8\u591a\u670d\u52a1\u548c\u670d\u52a1\u5668\u7684\u65f6\u5019\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5f88\u5feb\u5c31\u53d8\u6210\u4e00\u4e2a\u96be\u4e8e\u7ba1\u7406\u7684\u65b9\u5f0f\uff0c\u800c\u4e14\u4e3a\u4e86\u8ba4\u8bc6\u591a\u4e2a\u673a\u5668\u7684\u884c\u4e3a\uff0c\u65e5\u5fd7\u7684\u76ee\u6807\u5f88\u5feb\u5c31\u53d8\u6210\u67e5\u8be2\u548c\u56fe\u5f62\u5316 \u8fd9\u4e9b\u884c\u4e3a\u7684\u8f93\u5165\u4e86-\u5bf9\u591a\u4e2a\u673a\u5668\u7684\u67d0\u4e9b\u884c\u4e3a\u800c\u8a00\uff0c\u6587\u4ef6\u91cc\u7684\u82f1\u6587\u5f62\u5f0f\u7684\u6587\u672c\u540c\u8fd9\u513f\u6240\u63cf\u8ff0\u7684\u8fd9\u79cd\u7ed3\u6784\u5316\u7684\u65e5\u5fd7\u76f8\u6bd4\u51e0\u4e4e\u5c31\u4e0d\u9002\u5408\u4e86\u3002\uff09<\/span><\/p>\n<p><strong>\u6570\u636e\u5e93\u65e5\u5fd7<\/strong><\/p>\n<p><span style=\"font-size:14px\">\u6211\u4e0d\u77e5\u9053\u65e5\u5fd7\u6982\u5ff5\u8d77\u6e90\u4e8e\u4f55\u5904-\u53ef\u80fd\u5b83\u5c31\u50cf\u4e8c\u8fdb\u5236\u641c\u7d22\u4e00\u6837\uff1a\u53d1\u660e\u8005\u8ba4\u4e3a\u5b83\u592a\u7b80\u5355\u800c\u4e0d\u80fd\u5f53\u4f5c\u4e00\u9879\u53d1\u660e\u3002\u5b83\u65e9\u5728IBM\u7684\u7cfb\u7edfR\u51fa\u73b0\u65f6\u5019\u5c31\u51fa\u73b0\u4e86\u3002<\/span><span style=\"font-size:14px\">\u6570\u636e\u5e93\u91cc\u7684\u7528\u6cd5\u662f\u5728\u5d29\u6e83\u7684\u65f6\u5019\u7528\u5b83\u6765\u540c\u6b65\u5404\u79cd\u6570\u636e\u7ed3\u6784\u548c\u7d22\u5f15\u3002\u4e3a\u4e86\u4fdd\u8bc1\u64cd\u4f5c\u7684\u539f\u5b50\u6027\u548c\u6301\u4e45\u6027\uff0c\u5728\u5bf9\u6570\u636e\u5e93\u7ef4\u62a4\u7684\u6240\u6709\u5404\u79cd\u6570\u636e\u7ed3\u6784\u505a\u66f4\u6539\u4e4b\u524d\uff0c<\/span><span style=\"font-size:14px\">\u6570\u636e\u5e93\u628a\u5373\u5c06\u4fee\u6539\u7684\u4fe1\u606f\u8a8a\u5199\u5230\u65e5\u5fd7\u91cc\u3002\u65e5\u5fd7\u8bb0\u5f55\u4e86\u53d1\u751f\u4e86\u4ec0\u4e48\uff0c\u800c\u4e14\u5176\u4e2d\u7684\u6bcf\u4e2a\u8868\u6216\u8005\u7d22\u5f15\u90fd\u662f\u4e00\u4e9b\u6570\u636e\u7ed3\u6784\u6216\u8005\u7d22\u5f15\u7684\u5386\u53f2\u6620\u5c04\u3002\u7531\u4e8e<\/span><span style=\"font-size:14px\">\u65e5\u5fd7\u662f\u5373\u523b\u6c38\u4e45\u5316\u7684\uff0c\u53ef\u4ee5\u628a\u5b83\u5f53\u4f5c\u5d29\u6e83\u53d1\u751f\u65f6\u7528\u6765\u6062\u590d\u5176\u4ed6\u6240\u6709\u6c38\u4e45\u6027\u7ed3\u6784\u7684\u53ef\u4fe1\u8d56\u6570\u636e\u6e90\u3002<\/span><\/p>\n<p><span style=\"font-size:14px\">\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u65e5\u5fd7\u7684\u7528\u9014\u4ece\u5b9e\u73b0ACID\u7ec6\u8282\u6210\u957f\u4e3a\u6570\u636e\u5e93\u95f4\u590d\u5236\u6570\u636e\u7684\u4e00\u79cd\u65b9\u6cd5\u3002\u5229\u7528\u65e5\u5fd7\u7684\u7ed3\u679c\u5c31\u662f\u53d1\u751f\u5728\u6570\u636e\u5e93\u4e0a\u7684\u66f4\u6539\u987a\u5e8f<\/span><span style=\"font-size:14px\">\u4e0e\u8fdc\u7aef\u590d\u5236\u6570\u636e\u5e93\u4e0a\u7684\u66f4\u6539\u987a\u5e8f\u9700\u8981\u4fdd\u6301\u5b8c\u5168\u540c\u6b65\u3002Oracle,MySQL \u548cPostgreSQL\u90fd\u5305\u62ec\u7528\u4e8e\u7ed9\u5907\u7528\u7684\u590d\u5236\u6570\u636e\u5e93\u4f20\u8f93\u65e5\u5fd7\u7684\u65e5\u5fd7\u4f20\u8f93<\/span><span style=\"font-size:14px\">\u534f\u8bae\u3002Oracle\u8fd8\u628a\u65e5\u5fd7\u4ea7\u54c1\u5316\u4e3a\u4e00\u4e2a\u901a\u7528\u7684\u6570\u636e\u8ba2\u9605\u673a\u5236\uff0c\u8fd9\u6837\u975eOracle\u6570\u636e\u8ba2\u9605\u7528\u6237\u5c31\u53ef\u4ee5\u4f7f\u7528XStreams\u548cGoldenGate\u8ba2\u9605\u6570\u636e\u4e86\uff0c<\/span><span style=\"font-size:14px\">MySQL\u548cPostgreSQL\u4e0a\u7684\u7c7b\u4f3c\u7684\u5b9e\u73b0\u5219\u6210\u4e3a\u8bb8\u591a\u6570\u636e\u7ed3\u6784\u7684\u5173\u952e\u7ec4\u4ef6\u3002<\/span><\/p>\n<p><span style=\"font-size:14px\">\u6b63\u662f\u7531\u4e8e\u8fd9\u6837\u7684\u8d77\u6e90\uff0c\u673a\u5668\u53ef\u8bc6\u522b\u7684\u65e5\u5fd7\u7684\u6982\u5ff5\u5927\u90e8\u5206\u90fd\u88ab\u5c40\u9650\u5728\u6570\u636e\u5e93\u5185\u90e8\u3002\u65e5\u5fd7\u7528\u505a\u6570\u636e\u8ba2\u9605\u7684\u673a\u5236\u4f3c\u4e4e\u662f\u5076\u7136\u51fa\u73b0\u7684\uff0c\u4e0d\u8fc7\u8981\u628a\u8fd9\u79cd<\/span> <span style=\"font-size:14px\">\u62bd\u8c61\u7528\u4e8e\u652f\u6301\u6240\u6709\u7c7b\u578b\u7684\u6d88\u606f\u4f20\u8f93\u3001\u6570\u636e\u6d41\u548c\u5b9e\u65f6\u6570\u636e\u5904\u7406\u662f\u4e0d\u5207\u5b9e\u9645\u7684\u3002<\/span><\/p>\n<p><strong>\u5206\u5e03\u5f0f\u7cfb\u7edf\u65e5\u5fd7<\/strong><\/p>\n<p><span style=\"font-size:14px\">\u65e5\u5fd7\u89e3\u51b3\u4e86\u4e24\u4e2a\u95ee\u9898\uff1a\u66f4\u6539\u52a8\u4f5c\u7684\u6392\u5e8f\u548c\u6570\u636e\u7684\u5206\u53d1\uff0c\u8fd9\u4e24\u4e2a\u95ee\u9898\u5728\u5206\u5e03\u5f0f\u6570\u636e\u7cfb\u7edf\u91cc\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002\u534f\u5546\u51fa\u4e00\u81f4\u7684\u66f4\u6539\u52a8\u4f5c\u7684\u987a\u5e8f\uff08\u6216\u8005\u8bf4\u4fdd\u6301\u5404\u4e2a\u5b50\u7cfb\u7edf\u672c\u8eab\u7684\u505a\u6cd5\uff0c\u4f46\u53ef\u4ee5\u8fdb\u884c\u5b58\u5728\u526f\u4f5c\u7528\u7684\u6570\u636e\u62f7\u8d1d\uff09\u662f\u5206\u5e03\u5f0f\u7cfb\u7edf\u8bbe\u8ba1\u7684\u6838\u5fc3\u95ee\u9898\u4e4b\u4e00\u3002<\/span><\/p>\n<p><span style=\"font-size:14px\">\u4ee5\u65e5\u5fd7\u4e3a\u4e2d\u5fc3\u5b9e\u73b0\u5206\u5e03\u5f0f\u7cfb\u7edf\u662f\u53d7\u5230\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u7ecf\u9a8c\u5e38\u8bc6\u7684\u542f\u53d1\uff0c\u6211\u628a\u8fd9\u4e2a\u7ecf\u9a8c\u5e38\u8bc6\u79f0\u4e3a\u72b6\u6001\u673a\u590d\u5236\u539f\u7406\uff1a<strong>\u5982\u679c\u4e24\u4e2a\u76f8\u540c\u7684\u3001\u786e\u5b9a\u6027\u7684\u8fdb\u7a0b\u4ece\u540c\u4e00\u72b6\u6001\u5f00\u59cb\uff0c\u5e76\u4e14\u4ee5\u76f8\u540c\u7684\u987a\u5e8f\u83b7\u5f97\u76f8\u540c\u7684\u8f93\u5165\uff0c\u90a3\u4e48\u8fd9\u4e24\u4e2a\u8fdb\u7a0b\u5c06\u4f1a\u751f\u6210\u76f8\u540c\u7684\u8f93\u51fa\uff0c\u5e76\u4e14\u7ed3\u675f\u5728\u76f8\u540c\u7684\u72b6\u6001\u3002<\/strong><\/span><\/p>\n<p><span style=\"font-size:14px\">\u8fd9\u4e5f\u8bb8\u6709\u70b9\u96be\u4ee5\u7406\u89e3\uff0c\u8ba9\u6211\u4eec\u66f4\u52a0\u6df1\u5165\u7684\u63a2\u8ba8\uff0c\u5f04\u61c2\u5b83\u7684\u771f\u6b63\u542b\u4e49\u3002<\/span><\/p>\n<p><span style=\"font-size:14px\">\u786e\u5b9a\u6027\u610f\u5473\u7740\u5904\u7406\u8fc7\u7a0b\u662f\u4e0e\u65f6\u95f4\u65e0\u5173\u7684\uff0c\u800c\u4e14\u4efb\u4f55\u5176\u4ed6\u201c\u5916\u90e8\u7684\u201c\u8f93\u5165\u4e0d\u4f1a\u5f71\u54cd\u5230\u5904\u7406\u7ed3\u679c\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4e00\u4e2a\u7a0b\u5e8f\u7684\u8f93\u51fa\u4f1a\u53d7\u5230\u7ebf\u7a0b\u6267\u884c\u7684\u5177\u4f53\u987a\u5e8f\u5f71\u54cd\uff0c\u6216\u8005\u53d7\u5230gettimeofday\u8c03\u7528\u3001\u6216\u8005\u5176\u4ed6\u4e00\u4e9b\u975e\u91cd\u590d\u6027\u4e8b\u4ef6\u7684\u5f71\u54cd\uff0c\u90a3\u4e48\u8fd9\u6837\u7684\u7a0b\u5e8f\u4e00\u822c\u6700\u6709\u53ef\u80fd\u88ab\u8ba4\u4e3a\u662f\u975e\u786e\u5b9a\u6027\u7684\u3002<\/span><\/p>\n<p>#p#<\/p>\n<p><span style=\"font-size:14px\">\u8fdb\u7a0b\u72b6\u6001\u662f\u8fdb\u7a0b\u4fdd\u5b58\u5728\u673a\u5668\u4e0a\u7684\u4efb\u4f55\u6570\u636e\uff0c\u5728\u8fdb\u7a0b\u5904\u7406\u7ed3\u675f\u7684\u65f6\u5019\uff0c\u8fd9\u4e9b\u6570\u636e\u8981\u4e48\u4fdd\u5b58\u5728\u5185\u5b58\u91cc\uff0c\u8981\u4e48\u4fdd\u5b58\u5728\u78c1\u76d8\u4e0a\u3002<\/span><\/p>\n<p><span style=\"font-size:14px\">\u4ee5\u76f8\u540c\u7684\u987a\u5e8f\u83b7\u5f97\u76f8\u540c\u8f93\u5165\u7684\u5730\u65b9\u5e94\u5f53\u5f15\u8d77\u6ce8\u610f-\u8fd9\u5c31\u662f\u5f15\u5165\u65e5\u5fd7\u7684\u5730\u65b9\u3002\u8fd9\u513f\u6709\u4e00\u4e2a\u91cd\u8981\u7684\u5e38\u8bc6\uff1a\u5982\u679c\u7ed9\u4e24\u6bb5\u786e\u5b9a\u6027<\/span><span style=\"font-size:14px\">\u4ee3\u7801\u76f8\u540c\u7684\u65e5\u5fd7<span style=\"font-size:14px\">\u8f93\u5165<\/span>\uff0c\u90a3\u4e48\u5b83\u4eec\u5c31\u4f1a\u751f\u6210\u76f8\u540c\u7684\u8f93\u51fa\u3002<\/span><\/p>\n<p><span style=\"font-size:14px\">\u5206\u5e03\u5f0f\u8ba1\u7b97\u8fd9\u65b9\u9762\u7684\u5e94\u7528\u5c31\u683c\u5916\u660e\u663e\u3002\u4f60\u53ef\u4ee5\u628a\u7528\u591a\u53f0\u673a\u5668\u4e00\u8d77\u6267\u884c\u540c\u4e00\u4ef6\u4e8b\u60c5\u7684\u95ee\u9898\u7f29\u51cf\u4e3a\u5b9e\u73b0\u5206\u5e03\u5f0f\u4e00\u81f4\u6027\u65e5\u5fd7\u4e3a<\/span><span style=\"font-size:14px\">\u8fd9\u4e9b\u8fdb\u7a0b\u8f93\u5165\u7684\u95ee\u9898\u3002\u8fd9\u513f\u65e5\u5fd7\u7684\u76ee\u7684\u662f\u628a\u6240\u6709\u975e\u786e\u5b9a\u6027\u7684\u4e1c\u897f\u6392\u9664\u5728\u8f93\u5165\u6d41\u4e4b\u5916\uff0c\u6765\u786e\u4fdd\u6bcf\u4e2a\u590d\u5236\u8fdb\u7a0b\u80fd\u591f\u540c\u6b65\u5730\u5904\u7406<\/span><span style=\"font-size:14px\">\u8f93\u5165\u3002<\/span><\/p>\n<p><span style=\"font-size:14px\">\u5f53\u4f60\u7406\u89e3\u4e86\u8fd9\u4e2a\u4ee5\u540e\uff0c\u72b6\u6001\u673a\u590d\u5236\u539f\u7406\u5c31\u4e0d\u518d\u590d\u6742\u6216\u8005\u8bf4\u4e0d\u518d\u6df1\u5965\u4e86\uff1a\u8fd9\u6216\u591a\u6216\u5c11\u7684\u610f\u5473\u7740\u201c\u786e\u5b9a\u6027\u7684\u5904\u7406\u8fc7\u7a0b\u5c31\u662f\u786e\u5b9a\u6027\u7684\u201d\u3002<\/span><span style=\"font-size:14px\">\u4e0d\u7ba1\u600e\u6837\uff0c\u6211\u90fd\u8ba4\u4e3a\u5b83\u662f\u5206\u5e03\u5f0f\u7cfb\u7edf\u8bbe\u8ba1\u91cc\u8f83\u5e38\u7528\u7684\u5de5\u5177\u4e4b\u4e00\u3002<\/span><\/p>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u7684\u4e00\u4e2a\u7f8e\u5999\u4e4b\u5904\u5c31\u5728\u4e8e\u7d22\u5f15\u65e5\u5fd7\u7684\u65f6\u95f4\u6233\u5c31\u50cf\u65f6\u949f\u72b6\u6001\u7684\u4e00\u4e2a\u526f\u672c\u2014\u2014\u4f60\u53ef\u4ee5\u7528\u4e00\u4e2a\u5355\u72ec\u7684\u6570\u5b57\u63cf\u8ff0\u6bcf\u4e00\u4e2a\u526f\u672c\uff0c\u8fd9\u5c31\u662f\u7ecf\u8fc7\u5904\u7406\u7684\u65e5\u5fd7\u7684\u65f6\u95f4\u6233\u3002\u65f6\u95f4\u6233\u4e0e\u65e5\u5fd7\u4e00\u4e00\u5bf9\u5e94\u7740\u6574\u4e2a\u526f\u672c\u7684\u72b6\u6001\u3002<\/p>\n<p>\u7531\u4e8e\u5199\u8fdb\u65e5\u5fd7\u7684\u5185\u5bb9\u7684\u4e0d\u540c\uff0c\u4e5f\u5c31\u6709\u8bb8\u591a\u5728\u7cfb\u7edf\u4e2d\u5e94\u7528\u8fd9\u4e2a\u539f\u5219\u7684\u4e0d\u540c\u65b9\u5f0f\u3002\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6211\u4eec\u8bb0\u5f55\u4e00\u4e2a\u670d\u52a1\u7684\u8bf7\u6c42\uff0c\u6216\u8005\u670d\u52a1\u4ece\u8bf7\u6c42\u5230\u54cd\u5e94\u7684\u72b6\u6001\u53d8\u5316\uff0c\u6216\u8005 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\u4e0e\u5176\u4ed6\u5206\u5e03\u5f0f\u72b6\u6001\u5316\u7cfb\u7edf\u7c7b\u4f3c\uff0c\u7248\u672c\u63a7\u5236\u7cfb\u7edf \u5f53\u4f60\u66f4\u65b0\u65f6\u4f1a\u590d\u5236\u65e5\u5fd7\uff0c\u4f60\u5e0c\u671b\u7684\u53ea\u662f\u66f4\u65b0\u8865\u4e01\u5e76\u5c06\u5b83\u4eec\u5e94\u7528\u5230\u4f60\u7684\u5f53\u524d\u5feb\u7167\u4e2d\u3002<\/p>\n<p>\u6700\u8fd1\uff0c\u6709\u4e9b\u4eba\u4eceDatomic --\u4e00\u5bb6\u9500\u552e\u65e5\u5fd7\u6570\u636e\u5e93\u7684\u516c\u53f8\u5f97\u5230\u4e86\u4e00\u4e9b\u60f3\u6cd5\u3002\u8fd9\u4e9b\u60f3\u6cd5\u4f7f\u4ed6\u4eec\u5bf9\u5982\u4f55 \u5728\u4ed6\u4eec\u7684\u7cfb\u7edf\u5e94\u7528\u8fd9\u4e9b\u60f3\u6cd5\u6709\u4e86\u5f00\u9614\u7684\u8ba4\u8bc6\u3002 \u5f53\u7136\u8fd9\u4e9b\u60f3\u6cd5\u4e0d\u662f\u53ea\u9488\u5bf9\u8fd9\u4e2a\u7cfb\u7edf\uff0c\u4ed6\u4eec\u4f1a\u6210\u4e3a \u5341\u591a\u5e74\u5206\u5e03\u5f0f\u7cfb\u7edf\u548c\u6570\u636e\u5e93\u6587\u732e\u7684\u4e00\u90e8\u5206\u3002<\/p>\n<p>\u8fd9\u53ef\u80fd\u4f3c\u4e4e\u6709\u70b9\u8fc7\u4e8e\u7406\u60f3\u5316\u3002\u4f46\u662f\u4e0d\u8981\u60b2\u89c2\uff01\u6211\u4eec\u4f1a\u5f88\u5feb\u628a\u5b83\u5b9e\u73b0\u3002<\/p>\n<p><strong>\u63a5\u4e0b\u6765\u7684\u5185\u5bb9<\/strong><\/p>\n<p><span style=\"font-size:14px\">\u5728\u8fd9\u7bc7\u6587\u7ae0\u7684\u5176\u4f59\u90e8\u5206\uff0c\u6211\u5c06\u8bd5\u56fe\u8bf4\u660e\u65e5\u5fd7\u9664\u4e86\u53ef\u7528\u5728\u5206\u5e03\u5f0f\u8ba1\u7b97\u6216\u8005\u62bd\u8c61\u5206\u5e03\u5f0f\u8ba1\u7b97\u6a21\u578b\u5185\u90e8\u4e4b\u5916\uff0c\u8fd8\u53ef\u7528\u5728\u54ea\u4e9b\u65b9\u9762\u3002\u5176\u4e2d\u5305\u62ec\uff1a<\/span><\/p>\n<ol>\n<li>\n<p><span style=\"font-size:14px\">\u6570\u636e\u96c6\u6210-\u8ba9\u673a\u6784\u7684\u5168\u90e8\u5b58\u50a8\u548c\u5904\u7406\u7cfb\u7edf\u91cc\u7684\u6240\u6709\u6570\u636e\u5f88\u5bb9\u6613\u5730\u5f97\u5230\u8bbf\u95ee\u3002<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"font-size:14px\">\u5b9e\u65f6\u6570\u636e\u5904\u7406-\u8ba1\u7b97\u751f\u6210\u7684\u6570\u636e\u6d41\u3002<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"font-size:14px\">\u5206\u5e03\u5f0f\u7cfb\u7edf\u8bbe\u8ba1-\u5b9e\u9645\u5e94\u7528\u7684\u7cfb\u7edf\u662f\u5982\u4f55\u901a\u8fc7\u4f7f\u7528\u96c6\u4e2d\u5f0f\u65e5\u5fd7\u6765\u7b80\u5316\u8bbe\u8ba1\u7684\u3002<\/span><\/p>\n<\/li>\n<\/ol>\n<p><span style=\"font-size:14px\">\u6240\u6709\u8fd9\u4e9b\u7528\u6cd5\u90fd\u662f\u901a\u8fc7\u628a\u65e5\u5fd7\u7528\u505a\u5355\u72ec\u670d\u52a1\u6765\u5b9e\u73b0\u7684\u3002<\/span> <\/p>\n<p> <span style=\"font-size:14px\">\u5728\u4e0a\u9762\u4efb\u4f55\u4e00\u79cd\u7528\u6cd5\u91cc\uff0c\u65e5\u5fd7\u7684\u7528\u9014\u5f00\u59cb\u90fd\u662f\u4f7f\u7528\u4e86\u65e5\u5fd7\u6240\u80fd\u63d0\u4f9b\u7684\u67d0\u4e2a\u7b80\u5355\u529f\u80fd\uff1a\u751f\u6210\u6c38\u4e45\u7684\u3001\u53ef\u91cd\u73b0\u7684\u5386\u53f2\u8bb0\u5f55\u3002\u4ee4\u4eba\u610f\u5916\u7684\u662f\uff0c\u95ee\u9898\u7684\u6838\u5fc3\u662f\u53ef\u4ee5\u8ba9\u591a\u5c11\u53f0\u673a\u5668\u4ee5\u7279\u5b9a\u7684\u65b9\u5f0f\uff0c\u6309\u7167\u81ea\u8eab\u7684\u901f\u5ea6\u91cd\u73b0\u5386\u53f2\u8bb0\u5f55\u7684\u80fd\u529b\u3002<\/span><\/p>\n<p><strong>\u7b2c\u4e8c\u90e8\u5206:\u6570\u636e\u96c6\u6210<\/strong><\/p>\n<p>\u8bf7\u8ba9\u6211\u9996\u5148\u89e3\u91ca \u4e00\u4e0b\u201c\u6570\u636e\u96c6\u6210\u201d\u662f\u4ec0\u4e48\u610f\u601d\uff0c\u8fd8\u6709\u4e3a\u4ec0\u4e48\u6211\u89c9\u5f97\u5b83\u5f88\u91cd\u8981\uff0c\u4e4b\u540e\u6211\u4eec\u518d\u6765\u770b\u770b\u5b83\u548c\u65e5\u5fd7\u6709\u4ec0\u4e48\u5173\u7cfb\u3002<\/p>\n<p style=\"text-align: center\">\u6570\u636e\u96c6\u6210\u5c31\u662f\u5c06\u6570\u636e\u7ec4\u7ec7\u8d77\u6765\uff0c\u4f7f\u5f97\u5728\u4e0e\u5176\u6709\u5173\u7684\u670d\u52a1\u548c\u7cfb\u7edf\u4e2d\u53ef\u4ee5\u8bbf\u95ee\u5b83\u4eec\u3002\u201c\u6570\u636e\u96c6\u6210\u201d\uff08data integration\uff09\u8fd9\u4e2a\u77ed\u8bed\u5e94\u8be5\u4e0d\u6b62\u8fd9\u4e48\u7b80\u5355\uff0c\u4f46\u662f\u6211\u627e\u4e0d\u5230\u4e00\u4e2a\u66f4\u597d\u7684\u89e3\u91ca\u3002\u800c\u66f4\u5e38\u89c1\u7684\u672f\u8bed ETL \u901a\u5e38\u53ea\u662f\u8986\u76d6\u4e86\u6570\u636e\u96c6\u6210\u7684\u4e00\u4e2a\u6709\u9650\u5b50\u96c6(\u8bd1\u6ce8\uff1aETL\uff0cExtraction-Transformation-Loading\u7684\u7f29\u5199\uff0c\u5373\u6570\u636e\u63d0\u53d6\u3001\u8f6c\u6362\u548c\u52a0\u8f7d)\u2014\u2014\u76f8\u5bf9\u4e8e\u5173\u7cfb\u578b\u6570\u636e\u4ed3\u5e93\u3002\u4f46\u6211\u63cf\u8ff0\u7684\u4e1c\u897f\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53ef\u4ee5\u7406\u89e3\u4e3a\uff0c\u5c06ETL\u63a8\u5e7f\u81f3\u5b9e\u65f6\u7cfb\u7edf\u548c\u5904\u7406\u6d41\u7a0b\u3002 <br \/> <span>[[108420]]<\/span><\/p>\n<p>\u4f60\u4e00\u5b9a\u4e0d\u4f1a\u542c\u5230\u6570\u636e\u96c6\u6210\u5c31\u5174\u8da3\u76ce\u7136\u5c4f\u4f4f\u547c\u5438\uff0c\u5e76\u4e14\u5929\u82b1\u4e71\u5760\u7684\u60f3\u5230\u5173\u4e8e<em>\u5927\u6570\u636e<\/em>\u7684\u6982\u5ff5\uff0c\u4e0d\u8fc7\uff0c\u6211\u76f8\u4fe1\u4e16\u4fd7\u7684\u95ee\u9898\u201c\u8ba9\u6570\u636e\u53ef\u88ab\u8bbf\u95ee\u201d \u662f\u4e00\u4e2a\u7ec4\u7ec7\u5e94\u8be5\u5173\u6ce8\u7684\u6709\u4ef7\u503c\u7684\u4e8b\u60c5\u3002<\/p>\n<p>\u5bf9\u6570\u636e\u7684\u9ad8\u6548\u4f7f\u7528\u9075\u5faa\u4e00\u79cd\u9a6c\u65af\u6d1b\u7684\u9700\u8981\u5c42\u6b21\u7406\u8bba \u3002\u91d1\u5b57\u5854\u7684\u57fa\u7840\u90e8\u5206\u5305\u62ec\u6355\u83b7\u6240\u6709\u76f8\u5173\u6570\u636e\uff0c\u80fd\u591f\u5c06\u5b83\u4eec\u5168\u90e8\u653e\u5230\u9002\u5f53\u7684\u5904\u7406\u73af\u5883\uff08\u90a3\u4e2a\u73af\u5883\u5e94\u8be5\u662f\u4e00\u4e2a\u5947\u5999\u7684\u5b9e\u65f6\u67e5\u8be2\u7cfb\u7edf\uff0c\u6216\u8005\u4ec5\u4ec5\u662f\u6587\u672c\u6587\u4ef6\u548cpython \u811a\u672c\uff09\u3002\u8fd9\u4e9b\u6570\u636e\u9700\u8981\u4ee5\u7edf\u4e00\u7684\u65b9\u5f0f\u5efa\u6a21\uff0c\u8fd9\u6837\u5c31\u53ef\u4ee5\u65b9\u4fbf\u8bfb\u53d6\u548c\u6570\u636e\u5904\u7406\u3002\u5982\u679c\u8fd9\u79cd\u4ee5\u7edf\u4e00\u7684\u65b9\u5f0f\u6355\u83b7\u6570\u636e\u7684\u57fa\u672c\u9700\u6c42\u5f97\u5230\u6ee1\u8db3\uff0c\u90a3\u4e48\u5c31\u53ef\u4ee5\u5728\u57fa\u7840\u8bbe\u65bd\u4e0a\u4ee5\u82e5\u5e72 \u79cd\u65b9\u6cd5\u5904\u7406\u8fd9\u4e9b\u6570\u636e\u2014\u2014\u6620\u5c04\u5316\u7b80\uff08MapReduce\uff09\uff0c\u5b9e\u65f6\u67e5\u8be2\u7cfb\u7edf\uff0c\u7b49\u7b49\u3002<\/p>\n<p><span style=\"font-size:14px\">\u5f88\u660e\u663e\uff0c\u6709\u4e00\u70b9\u503c\u5f97\u6ce8\u610f\uff1a\u5982\u679c \u6ca1\u6709\u53ef\u9760\u7684\u3001\u5b8c\u6574\u7684\u6570\u636e\u6d41\uff0cHadoop\u96c6\u7fa4\u9664\u4e86\u8c61\u6602\u8d35\u7684\u4e14\u96be\u4e8e\u5b89\u88c5\u7684\u7a7a\u95f4\u53d6\u6696\u5668\u54ea\u6837\u5916\u4e0d\u4f1a\u505a\u66f4\u591a\u4e8b\u60c5\u4e86\u3002\u4e00\u65e6\u6570\u636e\u548c\u5904\u7406\u53ef\u7528\uff0c\u4eba\u4eec\u5c31\u4f1a\u5173\u5fc3\u826f\u597d\u6570\u636e\u6a21\u578b \u548c\u4e00\u81f4\u5730\u6613\u4e8e\u7406\u89e3\u7684\u8bed\u6cd5\u54ea\u4e9b\u66f4\u7ec6\u81f4\u7684\u95ee\u9898\u3002\u6700\u540e\uff0c\u4eba\u4eec\u624d\u4f1a\u5173\u6ce8\u66f4\u52a0\u9ad8\u7ea7\u7684\u5904\u7406-\u66f4\u597d\u7684\u53ef\u89c6\u5316\u3001\u62a5\u8868\u4ee5\u53ca\u5904\u7406\u548c\u9884\u6d4b\u7b97\u6cd5\u3002<\/span><\/p>\n<p><span style=\"font-size:14px\">\u4ee5\u6211\u7684\u7ecf\u9a8c\uff0c\u5927\u591a\u6570\u673a\u6784\u5728\u6570\u636e\u91d1\u5b57\u5854\u7684\u5e95\u90e8\u5b58\u5728\u5de8\u5927\u7684\u6f0f\u6d1e-\u5b83\u4eec\u7f3a\u4e4f\u53ef\u9760\u7684\u3001\u5b8c\u6574\u7684\u6570\u636e\u6d41-\u800c\u662f\u6253\u7b97\u76f4\u63a5\u8df3\u5230\u9ad8\u7ea7\u6570\u636e\u6a21\u578b\u6280\u672f\u4e0a\u3002\u8fd9\u6837\u505a\u5b8c\u5168\u662f\u53cd\u7740\u6765\u505a\u7684\u3002<\/span><\/p>\n<p><span style=\"font-size:14px\">\u56e0\u6b64\uff0c\u95ee\u9898\u662f\u6211\u4eec\u5982\u4f55\u6784\u5efa\u901a\u8fc7\u673a\u6784\u5185\u6240\u6709\u6570\u636e\u7cfb\u7edf\u7684\u53ef\u9760\u7684\u6570\u636e\u6d41\u3002<\/span><\/p>\n<p><strong>\u6570\u636e\u96c6\u6210:\u4e24\u4e2a\u5e76\u53d1\u75c7<\/strong><\/p>\n<p>\u4e24\u79cd\u8d8b\u52bf\u4f7f\u6570\u636e\u96c6\u6210\u53d8\u5f97\u66f4\u56f0\u96be\u3002<\/p>\n<p><strong>\u4e8b\u4ef6\u6570\u636e\u7ba1\u9053<\/strong><\/p>\n<p>\u7b2c\u4e00\u4e2a\u8d8b\u52bf\u662f\u589e\u957f\u7684\u4e8b\u4ef6\u6570\u636e(event data)\u3002\u4e8b\u4ef6\u6570\u636e\u8bb0\u5f55\u7684\u662f\u53d1\u751f\u7684\u4e8b\u60c5\uff0c\u800c\u4e0d\u662f\u5b58\u5728\u7684\u4e1c\u897f\u3002\u5728web\u7cfb\u7edf\u4e2d\uff0c\u8fd9\u5c31\u610f\u5473\u7740\u7528\u6237\u6d3b\u52a8\u65e5\u5fd7\uff0c\u8fd8\u6709\u4e3a\u4e86\u53ef\u9760\u7684\u64cd\u4f5c\u4ee5\u53ca\u76d1\u63a7\u6570\u636e\u4e2d\u5fc3\u7684\u673a\u5668\u7684\u76ee \u7684\uff0c\u6240\u9700\u8981\u8bb0\u5f55\u7684\u673a\u5668\u7ea7\u522b\u7684\u4e8b\u4ef6\u548c\u7edf\u8ba1\u6570\u5b57\u3002\u4eba\u4eec\u503e\u5411\u79f0\u5b83\u4eec\u4e3a\u201c\u65e5\u5fd7\u6570\u636e\u201d\uff0c\u56e0\u4e3a\u5b83\u4eec\u7ecf\u5e38\u88ab\u5199\u5230\u5e94\u7528\u7684\u65e5\u5fd7\u4e2d\uff0c\u4f46\u662f\u8fd9\u6df7\u6dc6\u4e86\u5f62\u5f0f\u4e0e\u529f\u80fd\u3002\u8fd9\u79cd\u6570\u636e\u4f4d\u4e8e\u73b0\u4ee3 web\u7684\u4e2d\u5fc3\uff1a\u5f52\u6839\u7ed3\u5e95\uff0cGoogle\u7684\u8d44\u4ea7\u662f\u7531\u8fd9\u6837\u4e00\u4e9b\u5efa\u7acb\u5728\u70b9\u51fb\u548c\u6620\u50cf\u57fa\u7840\u4e4b\u4e0a\u7684\u76f8\u5173\u7ba1\u9053\u6240\u751f\u6210\u7684\u2014\u2014\u90a3\u4e5f\u5c31\u662f\u4e8b\u4ef6\u3002<\/p>\n<p>\u8fd9\u4e9b\u4e1c\u897f\u5e76\u4e0d\u662f\u4ec5\u9650\u4e8e\u7f51\u7edc\u516c\u53f8\uff0c\u53ea\u662f\u7f51\u7edc\u516c\u53f8\u5df2\u7ecf\u5b8c\u5168\u6570\u5b57\u5316\uff0c\u6240\u4ee5\u5b83\u4eec\u66f4\u5bb9\u6613\u7528\u8bbe\u5907\u8bb0\u5f55\u3002\u8d22\u52a1\u6570\u636e\u4e00\u76f4\u662f\u9762\u5411\u4e8b\u4ef6\u7684\u3002RFID(\u65e0\u7ebf\u5c04\u9891\u8bc6\u522b)\u5c06\u8fd9\u79cd\u8ddf\u8e2a\u80fd\u529b\u8d4b\u4e88\u7269\u7406\u5bf9\u8c61\u3002\u6211\u8ba4\u4e3a\u8fd9\u79cd\u8d8b\u52bf\u4ecd\u5c06\u7ee7\u7eed\uff0c\u4f34\u968f\u7740\u8fd9\u4e2a\u8fc7\u7a0b\u7684\u662f\u4f20\u7edf\u5546\u52a1\u6d3b\u52a8\u7684\u6570\u5b57\u5316\u3002<\/p>\n<p>\u8fd9\u79cd\u7c7b\u578b\u7684\u4e8b\u4ef6\u6570\u636e\u8bb0\u5f55\u4e0b\u53d1\u751f\u7684\u4e8b\u60c5\uff0c\u800c\u4e14\u5f80\u5f80\u6bd4\u4f20\u7edf\u6570\u636e\u5e93\u5e94\u7528\u8981\u5927\u597d\u51e0\u4e2a\u6570\u91cf\u7ea7\u3002\u8fd9\u5bf9\u4e8e\u5904\u7406\u63d0\u51fa\u4e86\u91cd\u5927\u6311\u6218\u3002<\/p>\n<p>#p#<\/p>\n<p><strong>\u4e13\u95e8\u7684\u6570\u636e\u7cfb\u7edf\u7684\u7206\u53d1<\/strong><\/p>\n<p>\u7b2c\u4e8c\u4e2a\u8d8b\u52bf\u6765\u81ea\u4e8e\u4e13\u95e8\u7684\u6570\u636e\u7cfb\u7edf\u7684\u7206\u53d1\uff0c\u901a\u5e38\u8fd9\u4e9b\u6570\u636e\u7cfb\u7edf\u5728\u6700\u8fd1\u7684\u4e94\u5e74\u4e2d\u5f00\u59cb\u53d8\u5f97\u6d41\u884c\uff0c\u5e76\u4e14\u53ef\u4ee5\u514d\u8d39\u83b7\u5f97\u3002\u4e13\u95e8\u7684\u6570\u636e\u7cfb\u7edf\u662f\u4e3aOLAP, \u641c\u7d22, \u7b80\u5355\u5728\u7ebf\u5b58\u50a8, \u6279\u5904\u7406, \u56fe\u50cf\u5206\u6790, \u7b49\u800c\u5b58\u5728\u7684\u3002<\/p>\n<p>\u66f4\u591a\u7684\u4e0d\u540c\u7c7b\u578b\u6570\u636e\u7684\u7ec4\u5408\uff0c\u4ee5\u53ca\u5c06\u8fd9\u4e9b\u6570\u636e\u5b58\u653e\u5230\u66f4\u591a\u7684\u7cfb\u7edf\u4e2d\u7684\u613f\u671b\uff0c\u5bfc\u81f4\u4e86\u4e00\u4e2a\u5de8\u5927\u7684\u6570\u636e\u96c6\u6210\u95ee\u9898\u3002<\/p>\n<p><strong>\u65e5\u5fd7\u7ed3\u6784\u6570\u636e\u6d41<\/strong><\/p>\n<p>\u4e3a\u4e86\u5904\u7406\u7cfb\u7edf\u4e4b\u95f4\u7684\u6570\u636e\u6d41\uff0c\u65e5\u5fd7\u662f\u6700\u81ea\u7136\u7684\u6570\u636e\u7ed3\u6784\u3002\u5176\u4e2d\u7684\u79d8\u8bc0\u5f88\u7b80\u5355\uff1a<\/p>\n<p>\u5c06\u6240\u6709\u7ec4\u7ec7\u7684\u6570\u636e\u63d0\u53d6\u51fa\u6765\uff0c\u5e76\u5c06\u5b83\u4eec\u653e\u5230\u4e00\u4e2a\u4e2d\u5fc3\u65e5\u5fd7\uff0c\u4ee5\u4fbf\u5b9e\u65f6\u67e5\u9605\u3002<\/p>\n<p>\u6bcf\u4e2a\u903b\u8f91\u6570\u636e\u6e90\u90fd\u53ef\u4ee5\u5efa\u6a21\u4e3a\u5b83\u81ea\u5df1\u7684\u65e5\u5fd7\u3002\u4e00\u4e2a\u6570\u636e\u6e90\u53ef\u4ee5\u662f\u4e00\u4e2a\u5e94\u7528\u7a0b\u5e8f\u7684\u4e8b\u4ef6\u65e5\u5fd7\uff08\u5982\u70b9\u51fb\u91cf\u6216\u8005\u9875\u9762\u6d4f\u89c8\u91cf\uff09\uff0c\u6216\u8005\u662f\u4e00\u4e2a\u63a5\u53d7\u4fee\u6539\u7684\u6570\u636e\u5e93\u8868\u3002\u6bcf \u4e2a\u8ba2\u9605\u6d88\u606f\u7684\u7cfb\u7edf\u90fd\u5c3d\u53ef\u80fd\u5feb\u7684\u4ece\u65e5\u5fd7\u8bfb\u53d6\u4fe1\u606f\uff0c\u5c06\u6bcf\u6761\u65b0\u7684\u8bb0\u5f55\u4fdd\u5b58\u5230\u81ea\u5df1\u7684\u5b58\u50a8\uff0c\u5e76\u4e14\u63d0\u5347\u5176\u5728\u65e5\u5fd7\u4e2d\u7684\u5730\u4f4d\u3002\u8ba2\u9605\u65b9\u53ef\u4ee5\u662f\u4efb\u610f\u4e00\u79cd\u6570\u636e\u7cfb\u7edf \u2014\u2014 \u4e00\u4e2a\u7f13\u5b58\uff0cHadoop\uff0c\u53e6\u4e00\u4e2a\u7f51\u7ad9\u4e2d\u7684\u53e6\u4e00\u4e2a\u6570\u636e\u5e93\uff0c\u4e00\u4e2a\u641c\u7d22\u7cfb\u7edf\uff0c\u7b49\u7b49\u3002<\/p>\n<p style=\"text-align: center\"><img decoding=\"async\" src=\"http:\/\/s6.\/wyfs02\/M02\/12\/22\/wKioL1L6z5HhetI5AAAvjycPFOw304.jpg\" class=\"aligncenter\"><\/p>\n<p>\u4f8b\u5982\uff0c\u65e5\u5fd7\u9488\u5bf9\u6bcf\u4e2a\u66f4\u6539\u7ed9\u51fa\u4e86\u903b\u8f91\u65f6\u949f\u7684\u6982\u5ff5\uff0c\u8fd9\u6837\u6240\u6709\u7684\u8ba2\u9605\u65b9\u90fd\u53ef\u4ee5\u88ab\u6d4b\u91cf\u3002\u63a8\u5bfc\u4e0d\u540c\u7684\u8ba2\u9605\u7cfb\u7edf\u7684\u72b6\u6001\u4e5f\u56e0\u6b64\u53d8\u5f97\u76f8\u5bf9\u7b80\u5355\u7684\u591a\uff0c\u56e0\u4e3a\u6bcf\u4e2a\u7cfb\u7edf\u90fd\u6709\u4e00\u4e2a\u8bfb\u53d6\u52a8\u4f5c\u7684\u201c\u65f6\u95f4\u70b9\u201d\u3002<\/p>\n<p>\u4e3a\u4e86\u8ba9\u8fd9\u4e2a\u663e\u5f97\u66f4\u5177\u4f53\uff0c\u6211\u4eec\u8003\u8651\u4e00\u4e2a\u7b80\u5355\u7684\u6848\u4f8b\uff0c\u6709\u4e00\u4e2a\u6570\u636e\u5e93\u548c\u4e00\u7ec4\u7f13\u5b58\u670d\u52a1\u5668\u96c6\u7fa4\u3002\u65e5\u5fd7\u63d0\u4f9b\u4e86\u4e00\u79cd\u540c\u6b65\u66f4\u65b0\u6240\u6709\u8fd9\u4e9b\u7cfb\u7edf\uff0c\u5e76\u63a8\u5bfc\u51fa\u6bcf\u4e00\u4e2a\u7cfb\u7edf\u7684\u63a5 \u89e6\u65f6\u95f4\u70b9\u7684\u65b9\u6cd5\u3002\u6211\u4eec\u5047\u8bbe\u5199\u4e86\u4e00\u6761\u65e5\u5fd7X\uff0c\u7136\u540e\u9700\u8981\u4ece\u7f13\u5b58\u505a\u4e00\u6b21\u8bfb\u53d6\u3002\u5982\u679c\u6211\u4eec\u60f3\u4fdd\u8bc1\u770b\u5230\u7684\u4e0d\u662f\u9648\u65e7\u7684\u6570\u636e\uff0c\u6211\u4eec\u53ea\u9700\u4fdd\u8bc1\u6ca1\u6709\u4ece\u4efb\u4f55\u5c1a\u672a\u590d\u5236X\u7684\u7f13\u5b58\u4e2d\u8bfb \u53d6\u5373\u53ef\u3002<\/p>\n<p>\u65e5\u5fd7\u4e5f\u8d77\u5230\u7f13\u5b58\u7684\u4f5c\u7528\uff0c\u4f7f\u6570\u636e\u751f\u4ea7\u4e0e\u6570\u636e\u6d88\u8d39\u76f8\u540c\u6b65\u3002\u7531\u4e8e\u8bb8\u591a\u539f\u56e0\u8fd9\u4e2a\u529f\u80fd\u5f88\u91cd\u8981\uff0c\u7279\u522b\u662f\u5728\u591a \u4e2a\u8ba2\u9605\u65b9\u6d88\u8d39\u6570\u636e\u7684\u901f\u5ea6\u5404\u4e0d\u76f8\u540c\u7684\u65f6\u5019\u3002\u8fd9\u610f\u5473\u7740\u4e00\u4e2a\u8ba2\u9605\u6570\u636e\u7cfb\u7edf\u53ef\u4ee5\u5b95\u673a\uff0c\u6216\u8005\u4e0b\u7ebf\u7ef4\u62a4\uff0c\u4e4b\u540e\u91cd\u65b0\u4e0a\u7ebf\u4ee5\u540e\u518d\u8d76\u4e0a\u6765\uff1a\u8ba2\u9605\u65b9\u6309\u7167\u81ea\u5df1\u63a7\u5236\u7684\u8282\u62cd\u6765\u6d88\u8d39\u6570 \u636e\u3002\u6279\u5904\u7406\u7cfb\u7edf\uff0c\u5982Hadoop\u6216\u8005\u662f\u4e00\u4e2a\u6570\u636e\u4ed3\u5e93\uff0c\u6216\u8bb8\u53ea\u662f\u6bcf\u5c0f\u65f6\u6216\u8005\u6bcf\u5929\u6d88\u8d39\u4e00\u6b21\u6570\u636e\uff0c\u800c\u5b9e\u65f6\u67e5\u8be2\u7cfb\u7edf\u53ef\u80fd\u9700\u8981\u53ca\u65f6\u5230\u79d2\u3002\u7531\u4e8e\u65e0\u8bba\u662f\u539f\u59cb\u6570\u636e\u6e90\u8fd8\u662f\u65e5 \u5fd7\uff0c\u90fd\u6ca1\u6709\u5404\u79cd\u76ee\u6807\u6570\u636e\u7cfb\u7edf\u7684\u76f8\u5173\u77e5\u8bc6\uff0c\u56e0\u6b64\u6d88\u8d39\u65b9\u7cfb\u7edf\u53ef\u4ee5\u88ab\u6dfb\u52a0\u548c\u5220\u9664\uff0c\u800c\u65e0\u9700\u4f20\u8f93\u7ba1\u9053\u7684\u53d8\u5316\u3002<\/p>\n<p style=\"text-align: center\"><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/en.wikipedia.org\/wiki\/Anna_Karenina_principle\"><span>[[108421]]<\/span> &nbsp;<\/a> &nbsp;<\/p>\n<p>&nbsp;\"\u6bcf\u4e2a\u5de5\u4f5c\u6570\u636e\u7ba1\u9053\u8bbe\u8ba1\u5f97\u5c31\u50cf\u662f\u4e00\u4e2a\u65e5\u5fd7\uff1b\u6bcf\u4e2a\u635f\u574f\u7684\u6570\u636e\u7ba1\u9053\u4ee5\u5176\u81ea\u5df1\u7684\u65b9\u5f0f\u635f\u574f\u3002\"\u2014Count Leo Tolstoy (\u7531\u4f5c\u8005\u7ffb\u8bd1) &nbsp;<\/p>\n<p>\u7279\u522b\u91cd\u8981\u7684\u662f\uff1a\u76ee\u6807\u7cfb\u7edf\u53ea\u77e5\u9053\u65e5\u5fd7\uff0c\u4e0d\u77e5\u9053\u6570\u636e\u6e90\u7cfb\u7edf\u7684\u4efb\u4f55\u7ec6\u8282\u3002\u6d88\u8d39\u65b9\u7cfb\u7edf\u81ea\u8eab\u65e0\u9700\u8003\u8651\u6570\u636e\u5230\u5e95\u662f\u6765\u81ea\u4e8e\u4e00\u4e2aRDBMS\uff08\u5173\u7cfb\u578b\u6570\u636e\u5e93\u7ba1\u7406\u7cfb\u7edf Relational Database Management System\uff09\uff0c\u4e00\u79cd\u65b0\u578b\u7684\u952e\u503c\u5b58\u50a8\uff0c\u6216\u8005\u5b83\u4e0d\u662f\u7531\u4efb\u4f55\u5f62\u5f0f\u7684\u5b9e\u65f6\u67e5\u8be2\u7cfb\u7edf\u6240\u751f\u6210\u7684\u3002\u8fd9\u4f3c\u4e4e\u662f\u4e00\u4e2a\u5c0f\u95ee\u9898\uff0c\u4f46\u5b9e\u9645\u4e0a\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002<\/p>\n<p>\u8fd9\u91cc\u6211\u4f7f\u7528\u672f\u8bed\u201c\u65e5\u5fd7\u201d\u53d6\u4ee3\u4e86\u201c\u6d88\u606f\u7cfb\u7edf\u201d\u6216\u8005\u201c\u53d1\u5e03-\u8ba2\u9605\u201d\uff0c\u56e0\u4e3a\u5b83\u5728\u8bed\u4e49\u4e0a\u66f4\u660e\u786e\uff0c\u5e76\u4e14\u5bf9 \u652f\u6301\u6570\u636e\u590d\u5236\u7684\u5b9e\u9645\u5b9e\u73b0\u8fd9\u6837\u7684\u9700\u6c42\uff0c\u6709\u7740\u66f4\u63a5\u8fd1\u7684\u63cf\u8ff0\u3002\u6211\u53d1\u73b0\u201c\u53d1\u5e03\u8ba2\u9605\u201d\u5e76\u4e0d\u6bd4\u95f4\u63a5\u5bfb\u5740\u7684\u6d88\u606f\u5177\u6709\u66f4\u591a\u7684\u542b\u4e49\u2014\u2014\u5982\u679c\u4f60\u6bd4\u8f83\u4efb\u4f55\u4e24\u4e2a\u53d1\u5e03-\u8ba2\u9605\u7684\u6d88\u606f\u4f20 \u9012\u7cfb\u7edf\u7684\u8bdd\uff0c\u4f60\u4f1a\u53d1\u73b0\u4ed6\u4eec\u627f\u8bfa\u7684\u662f\u5b8c\u5168\u4e0d\u540c\u7684\u4e1c\u897f\uff0c\u800c\u4e14\u5927\u591a\u6570\u6a21\u578b\u5728\u8fd9\u4e00\u9886\u57df\u90fd\u4e0d\u662f\u6709\u7528\u7684\u3002\u4f60\u53ef\u4ee5\u8ba4\u4e3a\u65e5\u5fd7\u662f\u4e00\u79cd\u6d88\u606f\u7cfb\u7edf\uff0c\u5b83\u5177\u6709\u6301\u4e45\u6027\u4fdd\u8bc1\u548c\u5f3a\u5927\u7684\u8ba2\u9605 \u8bed\u4e49\u3002\u5728\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\uff0c\u8fd9\u4e2a\u901a\u4fe1\u6a21\u578b\u6709\u65f6\u6709\u4e2a(\u6709\u4e9b\u53ef\u6015\u7684)\u540d\u5b57\u53eb\u505a\u539f\u5b50\u5e7f\u64ad\u3002<\/p>\n<p>\u503c\u5f97\u5f3a\u8c03\u7684\u662f\uff0c\u65e5\u5fd7\u4ecd\u7136\u53ea\u662f\u57fa\u7840\u8bbe\u65bd\u3002\u8fd9\u5e76\u4e0d\u662f\u7ba1\u7406\u6570\u636e\u6d41\u8fd9\u4e2a\u6545\u4e8b\u7684\u7ed3\u675f\uff1a\u6545\u4e8b\u7684\u5176\u4f59\u90e8\u5206\u56f4\u7ed5\u7740\u5143\u6570\u636e\uff0c\u6a21\u5f0f\uff0c\u517c\u5bb9\u6027\uff0c\u4ee5\u53ca\u5904\u7406\u6570\u636e\u7ed3\u6784\u7684\u6240\u6709\u7ec6\u8282\u53ca\u5176\u6f14\u5316\u3002\u9664\u975e\u6709\u4e00\u79cd\u53ef\u9760\u7684\uff0c\u4e00\u822c\u7684\u65b9\u6cd5\u6765\u5904\u7406\u6570\u636e\u6d41\u8fd0\u4f5c\uff0c\u8bed\u4e49\u5728\u5176\u4e2d\u603b\u662f\u6b21\u8981\u7684\u7ec6\u8282\u3002<\/p>\n<p>#p#<\/p>\n<p><strong>\u5728 LinkedIn\uff08SNS\u793e\u4ea4\u7f51\u7ad9\uff09 <\/strong><\/p>\n<p>\u5728LinkedIn\u4ece\u96c6\u4e2d\u5f0f\u5173\u7cfb\u6570\u636e\u5e93\u5411\u5206\u5e03\u5f0f\u7cfb\u7edf\u96c6\u5408\u8f6c\u5316\u7684\u8fc7\u7a0b\u4e2d\uff0c\u6211\u770b\u5230\u8fd9\u4e2a\u6570\u636e\u96c6\u6210\u95ee\u9898\u8fc5\u901f\u6f14\u53d8\u3002<\/p>\n<p>\u73b0\u5728\u4e3b\u8981\u7684\u6570\u636e\u7cfb\u7edf\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\n<p style=\"text-align: left\">\u641c\u7d22<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">\u793e\u4ea4\u56fe\u8c31<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">Voldemort (\u952e\u503c\u5b58\u50a8)(\u8bd1\u6ce8\uff1a\u4e00\u79cd\u5206\u5e03\u5f0f\u6570\u636e\u5e93)<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">Espresso (\u6587\u6863\u5b58\u50a8)<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">\u63a8\u4e3e\u5f15\u64ce<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">OLAP\u67e5\u8be2\u5f15\u64ce(\u8bd1\u6ce8\uff1aOLAP\u8054\u673a\u5206\u6790\u6280\u672f)<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">Hadoop<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">Terradata<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">Ingraphs (\u76d1\u63a7\u56fe\u8868\u548c\u6307\u6807\u670d\u52a1)<\/p>\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u90fd\u662f\u4e13\u95e8\u7684\u5206\u5e03\u5f0f\u7cfb\u7edf\uff0c\u5728\u5176\u4e13\u4e1a\u9886\u57df\u63d0\u4f9b\u5148\u8fdb\u7684\u529f\u80fd\u3002<\/p>\n<p style=\"text-align: center\"><span>[[108422]]<\/span><\/p>\n<p>\u8fd9\u79cd\u4f7f\u7528\u65e5\u5fd7\u4f5c\u4e3a\u6570\u636e\u6d41\u7684\u601d\u60f3\uff0c\u751a\u81f3\u5728\u6211\u5230\u8fd9\u91cc\u4e4b\u524d\u5c31\u5df2\u7ecf\u4e0eLinkedIn\u76f8\u4f34\u4e86\u3002\u6211\u4eec\u5f00\u53d1\u7684\u4e00\u4e2a\u6700\u65e9\u7684\u57fa\u7840\u8bbe\u65bd\u4e4b\u4e00\uff0c\u662f\u4e00\u79cd\u79f0\u4e3adatabus \u7684\u670d\u52a1\uff0c\u5b83\u5728\u6211\u4eec\u65e9\u671f\u7684Oracle\u8868\u4e0a\u63d0\u4f9b\u4e86\u4e00\u79cd\u65e5\u5fd7\u7f13\u5b58\u62bd\u8c61\uff0c\u53ef\u4f38\u7f29\u8ba2\u9605\u6570\u636e\u5e93\u4fee\u6539,\u8fd9\u6837\u6211\u4eec\u5c31\u53ef\u4ee5\u5f88\u597d\u652f\u6301\u6211\u4eec\u7684\u793e\u4ea4\u7f51\u7edc\u548c\u641c\u7d22\u7d22\u5f15\u3002<\/p>\n<p>\u6211\u4f1a\u7ed9\u51fa\u4e00\u4e9b\u5386\u53f2\u5e76\u4ea4\u4ee3\u4e00\u4e0b\u4e0a\u4e0b\u6587\u3002\u6211\u9996\u6b21\u53c2\u4e0e\u5230\u8fd9\u4e9b\u5927\u7ea6\u662f\u57282008\u5e74\u5de6\u53f3\uff0c\u5728\u6211\u4eec\u8f6c\u79fb\u952e\u503c \u5b58\u50a8\u4e4b\u540e\u3002\u6211\u7684\u4e0b\u4e00\u4e2a\u9879\u76ee\u662f\u8ba9\u4e00\u4e2a\u5de5\u4f5c\u4e2d\u7684Hadoop\u914d\u7f6e\u6f14\u8fdb\uff0c\u5e76\u7ed9\u5176\u589e\u52a0\u4e00\u4e9b\u6211\u4eec\u7684\u63a8\u8350\u6d41\u7a0b\u3002\u7531\u4e8e\u7f3a\u4e4f\u8fd9\u65b9\u9762\u7684\u7ecf\u9a8c\uff0c\u6211\u4eec\u81ea\u7136\u800c\u7136\u7684\u5b89\u6392\u4e86\u6570\u5468\u8ba1\u5212\u5728 \u6570\u636e\u7684\u5bfc\u5165\u5bfc\u51fa\u65b9\u9762\uff0c\u5269\u4e0b\u7684\u65f6\u95f4\u5219\u7528\u6765\u5b9e\u73b0\u5947\u5999\u7684\u9884\u6d4b\u7b97\u6cd5\u3002\u8fd9\u6837\u6211\u4eec\u5c31\u5f00\u59cb\u4e86\u957f\u9014\u8dcb\u6d89\u3002<\/p>\n<p>\u6211\u4eec\u672c\u6765\u8ba1\u5212\u662f\u4ec5\u4ec5\u5c06\u6570\u636e\u4ece\u73b0\u5b58\u7684Oracle\u6570\u636e\u4ed3\u5e93\u4e2d\u5256\u79bb\u3002\u4f46\u662f\u6211\u4eec\u9996\u5148\u53d1\u73b0\u5c06\u6570\u636e\u4eceOracle\u4e2d\u8fc5\u901f\u53d6\u51fa\u662f\u4e00\u79cd\u9ed1\u6697\u827a\u672f\u3002\u66f4\u7cdf\u7684\u662f\uff0c\u6570\u636e\u4ed3 \u5e93\u7684\u5904\u7406\u8fc7\u7a0b\u4e0e\u6211\u4eec\u4e3aHadoop\u800c\u8ba1\u5212\u7684\u6279\u5904\u7406\u751f\u4ea7\u8fc7\u7a0b\u4e0d\u9002\u5408\u2014\u2014\u5176\u5927\u90e8\u5206\u5904\u7406\u90fd\u662f\u4e0d\u53ef\u9006\u8f6c\u7684\uff0c\u5e76\u4e14\u4e0e\u5373\u5c06\u751f\u6210\u7684\u62a5\u544a\u5177\u4f53\u76f8\u5173\u3002\u6700\u7ec8\u6211\u4eec\u91c7\u53d6\u7684\u529e\u6cd5\u662f\uff0c \u907f\u514d\u4f7f\u7528\u6570\u636e\u4ed3\u5e93\uff0c\u76f4\u63a5\u8bbf\u95ee\u6e90\u6570\u636e\u5e93\u548c\u65e5\u5fd7\u6587\u4ef6\u3002\u6700\u540e\uff0c\u6211\u4eec\u4e3a\u4e86\u52a0\u8f7d\u6570\u636e\u5230\u952e\u503c\u5b58\u50a8 \u5e76\u751f\u6210\u7ed3\u679c\uff0c\u5b9e\u73b0\u4e86\u53e6\u5916\u4e00\u79cd\u7ba1\u9053\u3002<\/p>\n<p>\u8fd9\u79cd\u666e\u901a\u7684\u6570\u636e\u590d\u5236\u6700\u7ec8\u6210\u4e3a\u539f\u59cb\u5f00\u53d1\u9879\u76ee\u7684\u4e3b\u8981\u5185\u5bb9\u4e4b\u4e00\u3002\u7cdf\u7cd5\u7684\u662f\uff0c\u5728\u4efb\u4f55\u65f6\u95f4\u4efb\u610f\u7ba1\u9053\u90fd\u6709\u4e00\u4e2a\u95ee\u9898\uff0cHadoop\u7cfb\u7edf\u5f88\u5927\u7a0b\u5ea6\u4e0a\u662f\u65e0\u7528\u7684\u2014\u2014\u5728\u9519\u8bef\u7684\u6570\u636e\u57fa\u7840\u4e0a\u8fd0\u884c\u5947\u7279\u7684\u7b97\u6cd5\uff0c\u53ea\u4f1a\u4ea7\u751f\u66f4\u591a\u7684\u9519\u8bef\u6570\u636e\u3002<\/p>\n<p>\u867d\u7136\u6211\u4eec\u5df2\u7ecf\u4ee5\u4e00\u79cd\u901a\u7528\u7684\u65b9\u5f0f\u521b\u5efa\u4e8b\u7269\uff0c\u4f46\u662f\u6bcf\u4e2a\u6570\u636e\u6e90\u90fd\u9700\u8981\u81ea\u5b9a\u4e49\u914d\u7f6e\u5b89\u88c5\u3002\u8fd9\u4e5f\u88ab\u8bc1\u660e\u662f\u5de8\u91cf\u9519\u8bef\u4e0e\u5931\u8d25\u7684\u6839\u6e90\u3002\u6211\u4eec\u5728Hadoop\u4e0a\u5b9e\u73b0\u7684\u7f51\u7ad9 \u529f\u80fd\u5df2\u7ecf\u5f00\u59cb\u6d41\u884c\u8d77\u6765\uff0c\u540c\u65f6\u6211\u4eec\u53d1\u73b0\u6211\u4eec\u6709\u4e00\u957f\u4e32\u611f\u5174\u8da3\u7684\u5de5\u7a0b\u5e08\u3002\u6bcf\u4e2a\u7528\u6237\u90fd\u6709\u4ed6\u4eec\u60f3\u8981\u96c6\u6210\u7684\u4e00\u7cfb\u5217\u7cfb\u7edf\uff0c\u4ed6\u4eec\u60f3\u8981\u7684\u4e00\u7cfb\u5217\u65b0\u6570\u636e\u6e90\u3002<\/p>\n<p style=\"text-align: center\"><a rel=\"nofollow noopener\" target=\"_blank\" href=\"http:\/\/en.wikipedia.org\/wiki\/Sisyphus\"><span>[[108423]]<\/span> &nbsp;<\/a> &nbsp;<\/p>\n<p>\u53e4\u5e0c\u814a\u65f6\u4ee3\u7684&nbsp; ETL\uff08\u63d0\u53d6\u8f6c\u6362\u52a0\u8f7dExtract Transform and Load\uff09\u3002\u5e76\u6ca1\u6709\u592a\u591a\u53d8\u5316\u3002<\/p>\n<p>\u6709\u4e9b\u4e1c\u897f\u5728\u6211\u9762\u524d\u5f00\u59cb\u6e10\u6e10\u6e05\u6670\u8d77\u6765\u3002<\/p>\n<p>\u9996\u5148\uff0c\u6211\u4eec\u5df2\u5efa\u6210\u7684\u901a\u9053\u867d\u7136\u6709\u4e00\u4e9b\u6742\u4e71\uff0c\u4f46\u5b9e\u8d28\u4e0a\u5b83\u4eec\u662f\u5f88\u6709\u4ef7\u503c\u7684\u3002\u5728\u91c7\u7528\u8bf8\u5982Hadoop\u7684 \u65b0\u7684\u5904\u7406\u7cfb\u7edf\u751f\u6210\u53ef\u7528\u6570\u636e\u7684\u8fc7\u7a0b\uff0c\u5b83\u5f00\u542f\u4e86\u5927\u91cf\u7684\u53ef\u80fd\u6027\u3002 \u57fa\u4e8e\u8fd9\u4e9b\u6570\u636e\u8fc7\u53bb\u5f88\u96be\u5b9e\u73b0\u7684\u8ba1\u7b97\uff0c\u5982\u4eca\u53d8\u4e3a\u53ef\u80fd\u3002 \u8bb8\u591a\u65b0\u7684\u4ea7\u54c1\u548c\u5206\u6790\u6280\u672f\u90fd\u6765\u6e90\u4e8e\u628a\u5206\u7247\u7684\u6570\u636e\u653e\u5728\u4e00\u8d77\uff0c\u8fd9\u4e9b\u6570\u636e\u8fc7\u88ab\u9501\u5b9a\u5728\u7279\u5b9a\u7684\u7cfb\u7edf\u4e2d\u3002<\/p>\n<p>\u7b2c\u4e8c\uff0c \u4f17\u6240\u5468\u77e5\uff0c\u53ef\u9760\u7684\u6570\u636e\u52a0\u8f7d\u9700\u8981\u6570\u636e\u901a\u9053\u7684\u6df1\u5ea6\u652f\u6301\u3002\u5982\u679c\u6211\u4eec\u53ef\u4ee5\u6355\u83b7\u6240\u6709\u6211\u4eec\u9700\u8981\u7684\u7ed3\u6784\uff0c\u6211\u5c31\u5c31\u53ef\u4ee5\u4f7f\u5f97Hadoop\u6570\u636e\u5168\u81ea\u52a8\u7684\u52a0\u8f7d\uff0c\u8fd9\u6837\u5c31\u4e0d\u9700\u8981\u989d\u5916 \u7684\u64cd\u4f5c\u6765\u589e\u52a0\u65b0\u7684\u6570\u636e\u6e90\u6216\u8005\u5904\u7406\u6a21\u5f0f\u53d8\u66f4--\u6570\u636e\u5c31\u4f1a\u81ea\u52a8\u7684\u51fa\u73b0\u5728HDFS\uff0cHive\u8868\u5c31\u4f1a\u81ea\u52a8\u7684\u751f\u6210\u5bf9\u5e94\u4e8e\u65b0\u6570\u636e\u6e90\u7684\u6070\u5f53\u7684\u5217\u3002<\/p>\n<p>#p#<\/p>\n<p>\u4e09\uff0c\u6211\u4eec\u7684\u6570\u636e\u8986\u76d6\u7387\u4ecd\u7136\u975e\u5e38\u4f4e\u3002\u5982\u679c\u4f60\u67e5\u770b\u5b58\u50a8\u4e8eHadoop\u4e2d\u7684\u53ef\u7528\u7684Linked \u6570\u636e\u7684\u5168\u90e8\u767e\u5206\u6bd4\uff0c\u5b83\u4ecd\u7136\u662f\u4e0d\u5b8c\u6574\u7684\u3002\u82b1\u8d39\u5927\u91cf\u7684\u52aa\u529b\u53bb\u4f7f\u5f97\u5404\u4e2a\u65b0\u7684\u6570\u636e\u6e90\u8fd0\u8f6c\u8d77\u6765\uff0c\u4f7f\u5f97\u6570\u636e\u8986\u76d6\u5ea6\u5b8c\u6574\u4e0d\u662f\u4e00\u4ef6\u5bb9\u6613\u7684\u4e8b\u60c5\u3002<\/p>\n<p>\u6211\u4eec\u6b63\u5728\u63a8\u884c\u7684\uff0c\u4e3a\u6bcf\u4e2a\u6570\u636e\u6e90\u548c\u76ee\u6807\u589e\u5efa\u5ba2\u6237\u5316\u6570\u636e\u52a0\u8f7d\uff0c\u8fd9\u79cd\u65b9\u5f0f\u5f88\u663e\u7136\u662f\u4e0d\u53ef\u884c\u7684\u3002\u6211\u4eec\u6709\u5927\u91cf\u7684\u6570\u636e\u7cfb\u7edf\u548c\u6570\u636e\u4ed3\u5e93\u3002\u628a\u8fd9\u4e9b\u7cfb\u7edf\u548c\u4ed3\u5e93\u8054\u7cfb\u8d77\u6765\uff0c\u5c31\u4f1a\u5bfc\u81f4\u4efb\u610f\u4e00\u5bf9\u7cfb\u7edf\u4f1a\u4ea7\u751f\u5982\u4e0b\u6240\u793a\u7684\u5ba2\u6237\u5316\u901a\u9053\u3002&nbsp;<img decoding=\"async\" src=\"http:\/\/s1.\/wyfs02\/M00\/12\/22\/wKioL1L6z5Lgnjm-AACQXVYbCsE727.jpg\" class=\"aligncenter\"><\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff1a\u6570\u636e\u662f\u53cc\u5411\u6d41\u52a8\u7684\uff1a\u4f8b\u5982\u8bb8\u591a\u7cfb\u7edf\u8bf8\u5982\u6570\u636e\u5e93\u548cHadoop\u65e2\u662f\u6570\u636e\u8f6c\u5316\u7684\u6765\u6e90\u53c8\u662f\u6570\u636e\u8f6c\u5316\u7684\u76ee\u7684\u5730\u3002\u8fd9\u5c31\u610f\u5473\u7740\u6211\u4eec\u6211\u4eec\u4e0d\u5fc5\u4e3a\u6bcf\u4e2a\u7cfb\u7edf\u5efa\u7acb\u4e24\u4e2a\u901a\u9053\uff1a\u4e00\u4e2a\u7528\u4e8e\u6570\u636e\u8f93\u5165\uff0c\u4e00\u4e2a\u7528\u4e8e\u6570\u636e\u8f93\u51fa\u3002<\/p>\n<p style=\"text-align: center\"><img decoding=\"async\" src=\"http:\/\/s9.\/wyfs02\/M01\/12\/21\/wKiom1L6z7eQxDiQAAB6UOj3eCo432.jpg\" class=\"aligncenter\"><\/p>\n<p>\u6211\u4eec\u9700\u8981\u5c3d\u53ef\u80fd\u7684\u5c06\u6bcf\u4e2a\u6d88\u8d39\u8005\u4e0e\u6570\u636e\u6e90\u9694\u79bb\u3002\u7406\u60f3\u60c5\u5f62\u4e0b\uff0c\u5b83\u4eec\u5e94\u8be5\u53ea\u4e0e\u4e00\u4e2a\u5355\u72ec\u7684\u6570\u636e\u4ed3\u5e93\u96c6\u6210\uff0c\u5e76\u7531\u6b64\u8ba9\u4ed6\u4eec\u80fd\u8bbf\u95ee\u5230\u6240\u6709\u4e1c\u897f\u3002<\/p>\n<p>\u8fd9\u4e2a\u601d\u60f3\u662f\u589e\u52a0\u4e00\u4e2a\u65b0\u7684\u6570\u636e\u7cfb\u7edf\u2014\u2014\u6216\u8005\u5b83\u662f\u4e00\u4e2a\u6570\u636e\u6e90\u6216\u8005\u5b83\u662f\u4e00\u4e2a\u6570\u636e\u76ee\u7684\u5730\u2014\u2014\u8ba9\u96c6\u6210\u5de5\u4f5c\u53ea\u9700\u8fde\u63a5\u5230\u4e00\u4e2a\u5355\u72ec\u7684\u7ba1\u9053\uff0c\u800c\u65e0\u9700\u8fde\u63a5\u5230\u6bcf\u4e2a\u6570\u636e\u6d88\u8d39\u65b9\u3002<\/p>\n<p>\u8fd9\u79cd\u7ecf\u5386\u4f7f\u5f97\u6211\u5173\u6ce8\u521b\u5efaKafka\u6765\u5173\u8054\u6211\u4eec\u5728\u6d88\u606f\u7cfb\u7edf\u6240\u89c1\u7684\u4e0e\u6570\u636e\u5e93\u548c\u5206\u5e03\u5f0f\u7cfb\u7edf\u5185\u6838\u6240\u53d1\u5e03\u7684\u65e5\u5fd7\u3002\u6211\u4eec\u5e0c\u671b\u4e00\u4e9b\u5b9e\u4f53\u4f5c\u4e3a\u4e2d\u5fc3\u7684\u901a\u9053\uff0c\u9996\u5148\u7528\u4e8e\u6240\u6709\u7684\u6d3b\u52a8\u6570\u636e\uff0c\u9010\u6b65\u7684\u6269\u5c55\u5230\u5176\u4ed6\u7528\u9014\uff0c\u4f8b\u5982Hadoop\u5916\u7684\u6570\u636e\u5b9e\u65bd\uff0c\u6570\u636e\u76d1\u63a7\u7b49\u3002<\/p>\n<p>\u5728\u76f8\u5f53\u957f\u7684\u65f6\u95f4\u5185\uff0cKafka\u662f\u72ec\u4e00\u65e0\u4e8c\u7684\u5e95\u5c42\u4ea7\u54c1\uff0c\u5b83\u65e2\u4e0d\u662f\u6570\u636e\u5e93\uff0c\u4e5f\u4e0d\u662f\u65e5\u5fd7\u6587\u4ef6\u6536\u96c6\u7cfb\u7edf\uff0c\u66f4\u4e0d\u662f\u4f20\u7edf\u7684\u6d88\u606f\u7cfb\u7edf\u3002\u4f46\u662f\u6700\u8fd1Amazon\u63d0\u4f9b\u4e86 \u975e\u5e38\u7c7b\u4f3cKafka\u7684\u670d\u52a1\uff0c\u79f0\u4e4b\u4e3aKinesis.\u76f8\u4f3c\u5ea6\u5305\u62ec\u4e86\u5206\u7247\u5904\u7406\u7684\u65b9\u5f0f\uff0c\u6570\u636e\u7684\u4fdd\u6301\uff0c\u751a\u81f3\u5305\u62ec\u5728Kafka API\u4e2d\uff0c\u6709\u70b9\u7279\u522b\u7684\u9ad8\u7aef\u548c\u4f4e\u7aef\u6d88\u8d39\u8005\u5206\u7c7b\u3002\u6211\u5f88\u5f00\u5fc3\u770b\u5230\u8fd9\u4e9b\uff0c\u8fd9\u8868\u660e\u4e86\u4f60\u5df2\u7ecf\u521b\u5efa\u4e86\u5f88\u597d\u7684\u5e95\u5c42\u534f\u8bae\uff0cAWS\u5df2\u7ecf\u628a\u5b83\u4f5c\u4e3a\u670d\u52a1\u63d0\u4f9b\u3002\u4ed6\u4eec\u5bf9\u6b64\u7684\u671f\u5f85\u4e0e\u6211\u6240 \u63cf\u8ff0\u7684\u543b\u5408\uff1a\u901a\u9053\u8054\u901a\u4e86\u6240\u6709\u7684\u5206\u5e03\u5f0f\u7cfb\u7edf\uff0c\u8bf8\u5982DynamoDB, RedShift, S3\u7b49\uff0c\u5b83\u540c\u65f6\u4f5c\u4e3a\u4f7f\u7528EC2\u8fdb\u884c\u5206\u5e03\u5f0f\u6d41\u5904\u7406\u7684\u57fa\u7840\u3002<\/p>\n<p><strong>\u4e0eETL<\/strong><strong>\u548c\u6570\u636e\u4ed3\u5e93\u7684\u5173\u7cfb<\/strong><\/p>\n<p>\u6211\u4eec\u518d\u6765\u804a\u804a\u6570\u636e\u4ed3\u5e93\u3002\u6570\u636e\u4ed3\u5e93\u662f\u6e05\u6d17\u548c\u5f52\u4e00\u6570\u636e\u7ed3\u6784\u7528\u4e8e\u652f\u6491\u6570\u636e\u5206\u6790\u7684\u4ed3\u5e93\u3002\u8fd9\u662f\u4e00\u4e2a\u4f1f\u5927\u7684\u7406\u5ff5\u3002\u5bf9\u4e0d\u719f\u6089\u6570\u636e\u4ed3\u5e93\u6982\u5ff5\u7684\u4eba\u6765\u8bf4\uff0c\u6570\u636e\u4ed3\u5e93\u65b9\u6cd5\u8bba \u5305\u62ec\u4e86\uff1a\u5468\u671f\u6027\u7684\u4ece\u6570\u636e\u6e90\u62bd\u53d6\u6570\u636e\uff0c\u628a\u5b83\u4eec\u8f6c\u5316\u4e3a\u53ef\u7406\u89e3\u7684\u5f62\u5f0f\uff0c\u7136\u540e\u628a\u5b83\u5bfc\u5165\u4e2d\u5fc3\u6570\u636e\u4ed3\u5e93\u3002\u5bf9\u4e8e\u6570\u636e\u96c6\u4e2d\u5206\u6790\u548c\u5904\u7406\uff0c\u62e5\u6709\u9ad8\u5ea6\u96c6\u4e2d\u7684\u4f4d\u7f6e\u5b58\u653e\u5168\u90e8\u6570\u636e\u7684\u539f \u59cb\u526f\u672c\u662f\u975e\u5e38\u5b9d\u8d35\u7684\u8d44\u4ea7\u3002\u5728\u9ad8\u5c42\u7ea7\u4e0a\uff0c\u4e5f\u8bb8\u4f60\u62bd\u53d6\u548c\u52a0\u8f7d\u6570\u636e\u7684\u987a\u5e8f\u7565\u5fae\u8c03\u6574\uff0c\u8fd9\u4e2a\u65b9\u6cd5\u8bba\u4e0d\u4f1a\u6709\u592a\u591a\u53d8\u5316,\u65e0\u8bba\u4f60\u4f7f\u7528\u4f20\u7edf\u7684\u6570\u636e\u4ed3\u5e93Oracle\u8fd8\u662f Teradata\u6216\u8005Hadoop\u3002<\/p>\n<p>\u6570\u636e\u4ed3\u5e93\u662f\u6781\u5176\u91cd\u8981\u7684\u8d44\u4ea7\uff0c\u5b83\u5305\u542b\u4e86\u539f\u59cb\u7684\u548c\u89c4\u6574\u7684\u6570\u636e\uff0c\u4f46\u662f\u5b9e\u73b0\u6b64\u76ee\u6807\u7684\u673a\u5236\u6709\u70b9\u8fc7\u65f6\u4e86\u3002<\/p>\n<p style=\"text-align: center\"><span>[[108424]]<\/span><\/p>\n<p>\u5bf9\u4ee5\u6570\u636e\u4e3a\u4e2d\u5fc3\u7684\u7ec4\u7ec7\u5173\u952e\u95ee\u9898\u662f\u628a\u539f\u59cb\u7684\u5f52\u4e00\u6570\u636e\u8054\u7ed3\u5230\u6570\u636e\u4ed3\u5e93\u3002\u6570\u636e\u4ed3\u5e93\u662f\u6279\u5904\u7406\u7684\u57fa\u7840\u67e5\u8be2\uff1a\u5b83\u4eec\u9002\u7528\u4e8e\u5404\u7c7b\u62a5\u8868\u548c\u4e34\u65f6\u6027\u5206\u6790\uff0c\u7279\u522b\u662f\u5f53\u67e5\u8be2\u5305\u542b 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src=\"http:\/\/s3.\/wyfs02\/M00\/12\/22\/wKioL1L6z5PgYWjSAABbK_8oN1w269.jpg\" class=\"aligncenter\"><\/p>\n<p>\u5982\u56fe\u6240\u793a\uff1a\u5f53\u8003\u8651\u5728\u4f20\u7edf\u7684\u6570\u636e\u4ed3\u5e93\u4e4b\u5916\u589e\u52a0\u989d\u5916\u7684\u6570\u636e\u7cfb\u7edf\u65f6\uff0c\u7ec4\u7ec7\u7ed3\u6784\u7684\u53ef\u6269\u5c55\u6027\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u8003\u8651\u4e3a\u7ec4\u7ec7\u7684\u5b8c\u6574\u7684\u6570\u636e\u96c6\u63d0\u4f9b\u641c\u7d22\u529f\u80fd\u3002 \u6216\u8005\u63d0\u4f9b\u4e8c\u7ea7\u7684\u6570\u636e\u6d41\u76d1\u63a7\u5b9e\u65f6\u6570\u636e\u8d8b\u52bf\u548c\u544a\u8b66\u3002\u65e0\u8bba\u662f\u8fd9\u4e24\u8005\u4e2d\u7684\u54ea\u4e00\u4e2a\uff0c\u4f20\u7edf\u7684\u6570\u636e\u4ed3\u5e93\u67b6\u6784\u751a\u81f3\u4e8eHadoop\u805a\u7c07\u90fd\u4e0d\u518d\u9002\u7528\u3002\u66f4\u7cdf\u7684\u662f\uff0cETL\u7684\u6d41\u7a0b\u901a 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style=\"line-height:27px;font-size:14px\">\u6211\u4eec\u518d\u6765\u804a\u804a\u8fd9\u79cd\u67b6\u6784\u7684\u4f18\u52bf\uff1a\u5b83\u652f\u6301\u89e3\u8026\u548c\u4e8b\u4ef6\u9a71\u52a8\u7684\u7cfb\u7edf\u3002<\/span><\/p>\n<p><span style=\"font-size:14px;line-height:27px\">\u5728\u7f51\u7edc\u884c\u4e1a\u53d6\u5f97\u6d3b\u52a8\u6570\u636e\u7684<span style=\"font-size:14px;line-height:27px\">\u5178\u578b<\/span>\u65b9\u6cd5\u662f\u628a\u5b83\u8bb0\u4e3a\u6587\u672c\u5f62\u5f0f\u7684\u65e5\u5fd7\uff0c\u8fd9\u4e9b\u6587\u672c\u6587\u4ef6\u662f\u53ef\u5206\u89e3\u8fdb\u5165\u6570\u636e\u4ed3\u5e93\u6216\u8005Hadoop\uff0c\u7528\u4e8e\u805a\u5408\u548c\u67e5\u8be2\u5904\u7406\u7684\u3002\u7531\u6b64\u4ea7\u751f\u7684\u95ee\u9898\u4e0e\u6240\u6709\u6279\u5904\u7406\u7684ETL\u7684\u95ee\u9898\u662f\u76f8\u540c\u7684\uff1a\u5b83\u8026\u5408\u4e86\u6570\u636e\u6d41\u8fdb\u5165\u6570\u636e\u4ed3\u5e93\u7cfb\u7edf\u7684\u80fd\u529b\u548c\u6d41\u7a0b\u7684\u8c03\u5ea6\u3002<\/span><\/p>\n<p><span 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style=\"font-size:14px\">\u9996\u5148\uff0c\u5b83\u786e\u4fdd\u6bcf\u4e2a\u6570\u636e\u96c6\u90fd\u6709\u591a\u4e2a\u8ba2\u9605\u8005\u548c\u6709\u5e8f\u7684\u3002\u8ba9\u6211\u4eec\u56de\u987e\u4e00\u4e0b\u72b6\u6001\u590d\u5236\u539f\u5219\u6765\u8bb0\u4f4f\u987a\u5e8f\u7684\u91cd\u8981\u6027\u3002\u4e3a\u4e86\u4f7f\u8fd9\u4e2a\u66f4\u52a0\u5177\u4f53\uff0c\u8bbe\u60f3\u4e00\u4e0b\u4ece\u6570\u636e\u5e93\u4e2d\u66f4\u65b0\u6570\u636e\u6d41--\u5982\u679c\u5728\u5904\u7406\u8fc7\u7a0b\u4e2d\u6211\u4eec\u628a\u5bf9\u540c\u4e00\u8bb0\u5f55\u7684\u4e24\u6b21\u66f4\u65b0\u91cd\u65b0\u6392\u5e8f\uff0c\u53ef\u80fd\u4f1a\u4ea7\u751f\u9519\u8bef\u7684\u8f93\u51fa\u3002<\/span> <span style=\"font-size:14px\">TCP\u4e4b\u7c7b\u7684\u94fe\u63a5\u4ec5\u4ec5\u5c40\u9650\u4e8e\u5355\u4e00\u7684\u70b9\u5bf9\u70b9\u94fe\u63a5\uff0c\u8fd9\u4e00\u987a\u5e8f\u7684\u6301\u4e45\u6027\u8981\u4f18\u4e8eTCP\u4e4b\u7c7b\u7684\u94fe\u63a5\uff0c\u5b83\u53ef\u4ee5\u5728\u6d41\u7a0b\u5904\u7406\u5931\u8d25\u548c\u91cd\u8fde\u65f6\u4ecd\u7136\u5b58\u5728\u3002<\/span><\/p>\n<p><span style=\"font-size:14px\">\u7b2c\u4e8c\uff0c\u65e5\u5fd7\u63d0\u4f9b\u4e86\u6d41\u7a0b\u7684\u7f13\u51b2\u3002\u8fd9\u662f\u975e\u5e38\u57fa\u7840\u7684\u3002\u5982\u679c\u5904\u7406\u6d41\u7a0b\u662f\u975e\u540c\u6b65\u7684\uff0c\u90a3\u4e48\u4e0a\u884c\u751f\u6210\u6d41\u6570\u636e\u7684\u4f5c\u4e1a\u6bd4\u4e0b\u884c\u6d88\u8d39\u6d41\u6570\u636e\u7684\u4f5c\u4e1a\u8fd0\u884c\u7684\u66f4\u5feb\u3002\u8fd9\u5c06\u4f1a\u5bfc\u81f4\u5904\u7406\u6d41\u7a0b\u963b\u585e\uff0c\u6216\u8005\u7f13\u51b2\u6570\u636e\uff0c\u6216\u8005\u4e22\u5f03\u6570\u636e\u3002\u4e22\u5f03\u6570\u636e\u5e76\u4e0d\u662f\u53ef\u884c\u7684\u65b9\u6cd5\uff0c\u963b\u585e\u5c06\u4f1a\u5bfc\u81f4\u6574\u4e2a\u6d41\u7a0b\u56fe\u7acb\u5373\u505c\u6b62\u3002<\/span> <span style=\"font-size:14px\">\u65e5 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style=\"font-size:14px\">Storm\u548cSama\u8fd9\u4e24\u8005\u90fd\u662f\u6309\u975e\u540c\u6b65\u65b9\u5f0f\u8bbe\u8ba1\u7684\uff0c\u53ef\u4ee5\u4f7f\u7528Kafka\u6216\u8005\u5176\u5b83\u7c7b\u4f3c\u7684\u7cfb\u7edf\u4f5c\u4e3a\u5b83\u4eec\u7684\u65e5\u5fd7\u3002<\/span><\/p>\n<p>#p#<\/p>\n<p><strong>\u6709\u72b6\u6001\u7684\u5b9e\u65f6\u6d41\u5904\u7406<\/strong><\/p>\n<p>\u4e00\u4e9b\u5b9e\u65f6\u6d41\u5904\u7406\u5728\u8f6c\u5316\u65f6\u662f\u65e0\u72b6\u6001\u7684\u8bb0\u5f55\u3002\u5728\u6d41\u5904\u7406\u4e2d\u5927\u90e8\u5206\u7684\u5e94\u7528\u4f1a\u662f\u76f8\u5f53\u590d\u6742\u7684\u7edf\u8ba1\u3001\u805a\u5408\u3001\u4e0d\u540c\u7a97\u53e3\u4e4b\u95f4\u7684\u5173\u8054\u3002\u4f8b\u5982\u6709\u65f6\u4eba\u4eec\u60f3\u6269\u5927\u5305\u542b\u7528\u6237\u64cd\u4f5c\u4fe1\u606f\u7684\u4e8b\u4ef6\u6d41\uff08\u4e00\u7cfb\u5217\u7684\u5355\u51fb\u52a8\u4f5c\uff09--\u5b9e\u9645\u4e0a\u5173\u8054\u4e86\u7528\u6237\u7684\u5355\u51fb\u52a8\u4f5c\u6d41\u4e0e\u7528\u6237\u7684\u8d26\u6237\u4fe1\u606f\u6570\u636e\u5e93\u3002\u4e0d\u53d8\u7684\u662f\u8fd9\u7c7b\u6d41\u7a0b\u6700\u7ec8\u4f1a\u9700\u8981\u7531\u5904\u7406\u5668\u7ef4\u62a4\u7684\u4e00\u4e9b\u72b6\u6001\u4fe1\u606f\u3002\u4f8b\u5982\u6570\u636e\u7edf\u8ba1\u65f6\uff0c\u4f60\u9700\u8981\u7edf\u8ba1\u5230\u76ee\u524d\u4e3a\u6b62\u9700\u8981\u7ef4\u62a4\u7684\u8ba1\u6570\u5668\u3002\u5982\u679c\u5904\u7406\u5668\u672c\u8eab\u5931\u8d25\u4e86\uff0c\u5982\u4f55\u6b63\u786e\u7684\u7ef4\u62a4\u8fd9\u4e9b\u72b6\u6001\u4fe1\u606f\u5462\uff1f<\/p>\n<p>\u6700\u7b80\u5355\u7684\u66ff\u6362\u65b9\u6848\u662f\u628a\u8fd9\u4e9b\u72b6\u6001\u4fe1\u606f\u4fdd\u5b58\u5728\u5185\u5b58\u4e2d\u3002\u4f46\u662f\u5982\u679c\u6d41\u7a0b\u5d29\u6e83\uff0c\u5b83\u5c31\u4f1a\u4e22\u5931\u4e2d\u95f4\u72b6\u6001\u3002\u5982\u679c\u72b6\u6001\u662f\u6309\u7a97\u53e3\u7ef4\u62a4\u7684\uff0c\u6d41\u7a0b\u5c31\u4f1a\u56de\u9000\u5230\u65e5\u5fd7\u4e2d\u7a97\u53e3\u5f00\u59cb\u7684\u65f6\u95f4\u70b9\u4e0a\u3002\u4f46\u662f\uff0c\u5982\u679c\u7edf\u8ba1\u662f\u6309\u5c0f\u65f6\u8fdb\u884c\u7684\uff0c\u90a3\u4e48\u8fd9\u79cd\u65b9\u5f0f\u5c31\u4f1a\u53d8\u5f97\u4e0d\u53ef\u884c\u3002<\/p>\n<p>\u53e6\u4e00\u4e2a\u66ff\u6362\u65b9\u6848\u662f\u7b80\u5355\u7684\u5b58\u50a8\u6240\u6709\u7684\u72b6\u6001\u4fe1\u606f\u5230\u8fdc\u7a0b\u7684\u5b58\u50a8\u7cfb\u7edf\uff0c\u901a\u8fc7\u7f51\u7edc\u4e0e\u8fd9\u4e9b\u5b58\u50a8\u5173\u8054\u8d77\u6765\u3002\u8fd9\u79cd\u673a\u5236\u7684\u95ee\u9898\u662f\u6ca1\u6709\u672c\u5730\u6570\u636e\u548c\u5927\u91cf\u7684\u7f51\u7edc\u95f4\u901a\u4fe1\u3002<\/p>\n<p>\u6211\u4eec\u5982\u4f55\u652f\u6301\u5904\u7406\u8fc7\u7a0b\u53ef\u4ee5\u50cf\u8868\u4e00\u6837\u5206\u533a\u7684\u6570\u636e\u5462?<\/p>\n<p>\u56de\u987e\u4e00\u4e0b\u5173\u4e8e\u8868\u548c\u65e5\u5fd7\u4e8c\u76f8\u6027\u7684\u8ba8\u8bba\u3002\u8fd9\u4e00\u673a\u5236\u63d0\u4f9b\u4e86\u5de5\u5177\u628a\u6570\u636e\u6d41\u8f6c\u5316\u4e3a\u4e0e\u5904\u7406\u8fc7\u7a0b\u534f\u540c\u5b9a\u4f4d\u7684\u8868\uff0c\u540c\u65f6\u4e5f\u63d0\u4f9b\u4e86\u8fd9\u4e9b\u8868\u7684\u5bb9\u9519\u5904\u7406\u7684\u673a\u5236\u3002<\/p>\n<p>\u6d41\u5904\u7406\u5668\u53ef\u4ee5\u628a\u5b83\u7684\u72b6\u6001\u4fdd\u5b58\u5728\u672c\u5730\u7684\u8868\u6216\u7d22\u5f15--bdb,\u6216\u8005leveldb,\u751a\u81f3\u4e8e\u7c7b\u4f3c\u4e8eLucene 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style=\"font-size:14px\">\u5f53\u7136\uff0c\u6211\u4eec\u4e0d\u80fd\u5962\u671b\u4fdd\u5b58\u5168\u90e8\u53d8\u66f4\u7684\u5b8c\u6574\u65e5\u5fd7\u3002\u9664\u975e\u60f3\u8981\u4f7f\u7528\u65e0\u9650\u7a7a\u95f4\uff0c\u65e5\u5fd7\u4e0d\u53ef\u80fd\u5b8c\u5168 \u6e05\u9664\u3002\u4e3a\u4e86\u6f84\u6e05\u5b83\uff0c\u6211\u4eec\u518d\u6765\u804a\u804aKafka\u7684\u5b9e\u73b0\u3002\u5728Kafka\u4e2d,\u6e05\u7406\u6709\u4e24\u79cd\u9009\u62e9\uff0c\u8fd9\u53d6\u51b3\u4e8e\u6570\u636e\u662f\u5426\u5305\u62ec\u5173\u952e\u66f4\u65b0\u548c\u4e8b\u4ef6\u6570\u636e\u3002\u5bf9\u4e8e\u4e8b\u4ef6\u6570\u636e\uff0cKafka \u652f\u6301\u4ec5\u7ef4\u62a4\u4e00\u4e2a\u7a97\u53e3\u7684\u6570\u636e\u3002\u901a\u5e38\uff0c\u914d\u7f6e\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\uff0c\u7a97\u53e3\u53ef\u4ee5\u6309\u65f6\u95f4\u6216\u7a7a\u95f4\u5b9a\u4e49\u3002\u867d\u7136\u5bf9\u4e8e\u5173\u952e\u6570\u636e\u800c\u8a00\uff0c\u5b8c\u6574\u65e5\u5fd7\u7684\u91cd\u8981\u7279\u5f81\u662f\u4f60\u53ef\u4ee5\u91cd\u73b0\u6e90\u7cfb\u7edf\u7684\u72b6\u6001\u4fe1 \u606f\uff0c\u6216\u8005\u5728\u5176\u5b83\u7684\u7cfb\u7edf\u91cd\u73b0\u3002<\/span><\/p>\n<p><span style=\"font-size:14px\">\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u4fdd\u6301\u5b8c\u6574\u7684\u65e5\u5fd7\u4f1a\u4f7f\u7528\u8d8a\u6765\u8d8a\u591a\u7684\u7a7a\u95f4\uff0c\u91cd\u73b0\u6240\u8017\u8d39\u7684\u65f6\u95f4\u8d8a\u6765\u8d8a\u957f\u3002 \u56e0\u4e9b\u5728Kafka\u4e2d,\u6211\u4eec\u652f\u6301\u4e0d\u540c\u7c7b\u578b\u7684\u4fdd\u7559\u3002\u6211\u4eec\u79fb\u9664\u4e86\u5e9f\u5f03\u7684\u8bb0\u5f55(\u8fd9\u4e9b\u8bb0\u5f55\u7684\u4e3b\u952e\u6700\u8fd1\u66f4\u65b0\u8fc7)\u800c\u4e0d\u662f\u7b80\u5355\u7684\u4e22\u5f03\u65e7\u65e5\u5fd7\u3002\u6211\u4eec\u4ecd\u7136\u4fdd\u8bc1\u65e5\u5fd7\u5305\u542b\u4e86\u6e90\u7cfb\u7edf \u7684\u5b8c\u6574\u5907\u4efd\uff0c\u4f46\u662f\u73b0\u5728\u6211\u4eec\u4e0d\u518d\u91cd\u73b0\u539f\u7cfb\u7edf\u7684\u5168\u90e8\u72b6\u6001\uff0c\u800c\u662f\u4ec5\u4ec5\u91cd\u73b0\u6700\u8fd1\u7684\u72b6\u6001\u3002\u6211\u4eec\u628a\u8fd9\u4e00\u7279\u5f81\u79f0\u4e3a\u65e5\u5fd7\u538b\u7f29\u3002<\/span><\/p>\n<p><strong>\u7b2c\u56db\u90e8\u5206\uff1a\u7cfb\u7edf\u5efa\u8bbe<\/strong><\/p>\n<p><span style=\"font-size:14px\">\u6211\u4eec<span style=\"font-size:14px;line-height:21px\">\u6700\u540e<\/span>\u8981\u8ba8\u8bba\u7684\u662f\u5728\u7ebf\u6570\u636e\u7cfb\u7edf\u8bbe\u8ba1\u4e2d\u65e5\u5fd7\u7684\u89d2\u8272\u3002<\/span><\/p>\n<p><span style=\"font-size:14px\">\u5728\u5206\u5e03\u5f0f\u6570\u636e\u5e93\u6570\u636e\u6d41\u4e2d\u65e5\u5fd7\u7684\u89d2\u8272\u548c\u5728\u5927\u578b\u7ec4\u7ec7\u673a\u6784\u6570\u636e\u5b8c\u6574\u4e2d\u65e5\u5fd7\u7684\u89d2\u8272\u662f\u76f8\u4f3c\u7684\u3002\u5728\u8fd9\u4e24\u4e2a\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u65e5\u5fd7\u662f\u5bf9\u4e8e\u6570\u636e\u6e90\u662f\u53ef\u9760\u7684\uff0c\u4e00\u81f4\u7684\u548c\u53ef\u6062\u590d\u7684\u3002\u7ec4\u7ec7\u5982\u679c\u4e0d\u662f\u4e00\u4e2a\u590d\u6742\u7684\u5206\u5e03\u5f0f\u6570\u636e\u7cfb\u7edf\u5462\uff0c\u5b83\u7a76\u7adf\u662f\u4ec0\u4e48\uff1f<\/span><\/p>\n<p><strong>\u5206\u7c7b\u8ba1\u4ef7\u5417\uff1f<\/strong><\/p>\n<p><span style=\"line-height:24px\"><span style=\"font-size:14px\">\u5982<\/span><span style=\"font-size:14px\">\u679c\u6362\u4e2a\u89d2\u5ea6\uff0c\u4f60\u53ef\u4ee5\u770b\u5230\u628a\u6574\u4e2a\u7ec4\u7ec7\u7cfb\u7edf\u548c\u6570\u636e\u6d41\u770b\u505a\u662f\u5355\u4e00\u7684\u5206\u5e03\u5f0f\u6570\u636e\u7cfb\u7edf\u3002\u4f60\u53ef\u4ee5\u628a\u6240\u6709\u7684\u5b50\u67e5\u8be2\u7cfb\u7edf\uff08\u8bf8\u5982Redis, SOLR,Hive\u8868\u7b49<\/span><span style=\"font-size:14px\">\uff09\u770b\u6210\u662f\u6570\u636e\u7684\u7279\u5b9a\u7d22\u5f15\u3002\u4f60\u53ef\u4ee5\u628aStorm\u6216Samza\u4e00\u6837\u7684\u6d41\u5904\u7406\u7cfb\u7edf\u770b\u6210\u662f\u53d1\u5c55\u826f\u597d\u7684\u89e6\u53d1\u5668\u548c\u89c6\u56fe\u5177\u4f53\u5316\u673a\u5236\u3002\u6211\u5df2\u7ecf\u6ce8\u610f\u5230\uff0c\u4f20\u7edf\u7684\u6570\u636e\u5e93\u7ba1\u7406\u4eba\u5458\u975e\u5e38\u559c\u6b22\u8fd9\u6837\u7684\u89c6\u56fe\uff0c\u56e0\u4e3a\u5b83\u6700\u7ec8\u89e3\u91ca\u4e86\u8fd9\u4e9b\u4e0d\u540c\u7684\u6570\u636e\u7cfb\u7edf\u5230\u5e95\u662f\u505a\u4ec0\u4e48\u7528\u7684--\u5b83\u4eec\u53ea\u662f\u4e0d\u540c\u7684\u7d22\u5f15\u7c7b\u578b\u800c\u5df2\u3002<\/span><\/span><\/p>\n<p>\u4e0d\u53ef\u5426\u8ba4\u8fd9\u7c7b\u6570\u636e\u5e93\u7cfb\u7edf\u73b0\u5728\u5927\u91cf\u7684\u51fa\u73b0\uff0c\u4f46\u662f\u4e8b\u5b9e\u4e0a\uff0c\u8fd9\u79cd\u590d\u6742\u6027\u4e00\u76f4\u90fd\u5b58\u5728\u3002\u5373\u4f7f\u662f\u5728\u5173\u7cfb\u6570\u636e \u5e93\u7cfb\u7edf\u7684\u9f0e\u76db\u65f6\u671f\uff0c\u7ec4\u7ec7\u4e2d\u6709\u5927\u91cf\u7684\u5173\u7cfb\u6570\u636e\u5e93\u7cfb\u7edf\u3002\u6216\u8bb8\u81ea\u5927\u578b\u673a\u65f6\u4ee3\u5f00\u59cb\uff0c\u6240\u6709\u7684\u6570\u636e\u90fd\u5b58\u50a8\u5728\u76f8\u540c\u7684\u4f4d\u7f6e\uff0c\u771f\u6b63\u7684\u96c6\u6210\u662f\u6839\u672c\u4e0d\u5b58\u5728\u7684\u3002\u5b58\u5728\u591a\u79cd\u5916\u5728\u9700\u6c42\uff0c \u9700\u8981\u628a\u6570\u636e\u5206\u89e3\u6210\u591a\u4e2a\u7cfb\u7edf\uff0c\u8fd9\u4e9b\u5916\u5728\u9700\u6c42\u5305\u62ec\uff1a\u89c4\u6a21\u3001\u5730\u7406\u56e0\u7d20\u3001\u5b89\u5168\u6027\uff0c\u6027\u80fd\u9694\u79bb\u662f\u6700\u5e38\u89c1\u7684\u56e0\u7d20\u3002\u8fd9\u4e9b\u9700\u6c42\u90fd\u53ef\u4ee5\u7531\u4e00\u4e2a\u4f18\u8d28\u7684\u7cfb\u7edf\u5b9e\u73b0\uff1a\u4f8b\u5982\uff0c\u7ec4\u7ec7\u53ef\u4ee5\u4f7f \u7528\u5355\u4e00\u7684Hadoop\u805a\u7c07\uff0c\u5b83\u5305\u62ec\u4e86\u5168\u90e8\u7684\u6570\u636e\uff0c\u53ef\u4ee5\u670d\u52a1\u4e8e\u5927\u578b\u7684\u548c\u591a\u6837\u6027\u7684\u5ba2\u6237\u3002<\/p>\n<p>\u56e0\u6b64\u5728\u5411\u5206\u5e03\u5f0f\u7cfb\u7edf\u53d8\u8fc1\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5df2\u7ecf\u5b58\u5728\u4e00\u79cd\u5904\u7406\u6570\u636e\u7684\u7b80\u4fbf\u7684\u65b9\u6cd5\uff1a\u628a\u5927\u91cf\u7684\u4e0d\u540c\u7cfb\u7edf\u7684\u5c0f\u7684\u5b9e\u4f8b\u805a\u5408\u6210\u4e3a\u5927\u7684\u805a\u7c07\u3002\u8bb8\u591a\u7684\u7cfb\u7edf\u8fd8\u4e0d\u8db3\u4ee5\u652f\u6301\u8fd9\u4e00\u65b9\u6cd5\uff1a\u56e0\u4e3a\u5b83\u4eec\u4e0d\u591f\u5b89\u5168\uff0c\u6216\u8005\u6027\u80fd\u9694\u79bb\u6027\u5f97\u4e0d\u5230\u4fdd\u8bc1\uff0c\u6216\u8005\u89c4\u6a21\u4e0d\u7b26\u5408\u8981\u6c42\u3002\u4e0d\u8fc7\u8fd9\u4e9b\u95ee\u9898\u90fd\u662f\u53ef\u4ee5\u89e3\u51b3\u7684\u3002<\/p>\n<p>\u4f9d\u6211\u4e4b\u89c1\uff0c\u4e0d\u540c\u7cfb\u7edf\u5927\u91cf\u51fa\u73b0\u7684\u539f\u56e0\u662f\u5efa\u8bbe\u5206\u5e03\u5f0f\u6570\u636e\u5e93\u7cfb\u7edf\u5f88\u56f0\u96be\u3002\u901a\u8fc7\u524a\u51cf\u5230\u5355\u4e00\u7684\u67e5\u8be2\u6216\u8005\u7528\u4f8b\uff0c\u6bcf\u4e2a\u7cfb\u7edf\u90fd\u53ef\u4ee5\u628a\u89c4\u6a21\u63a7\u5236\u5230\u6613\u4e8e\u5b9e\u73b0\u7684\u7a0b\u5ea6\u3002\u4f46\u662f\u8fd0\u884c\u8fd9\u4e9b\u7cfb\u7edf\u4ea7\u751f\u7684\u590d\u6742\u5ea6\u4f9d\u7136\u5f88\u9ad8\u3002<\/p>\n<p>\u672a\u6765\u8fd9\u7c7b\u95ee\u9898\u53ef\u80fd\u7684\u53d1\u5c55\u8d8b\u52bf\u6709\u4e09\u79cd\uff1a<\/p>\n<p>\u7b2c\u4e00\u79cd\u53ef\u80fd\u662f\u4fdd\u6301\u73b0\u72b6\uff1a\u5b64\u7acb\u7684\u7cfb\u7edf\u8fd8\u4f1a\u6216\u957f\u6216\u77ed\u7684\u6301\u7eed\u4e00\u6bb5\u65f6\u95f4\u3002\u8fd9\u662f\u56e0\u4e3a\u5efa\u8bbe\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u56f0\u96be\u5f88\u96be\u514b\u670d\uff0c\u6216\u8005\u56e0\u4e3a\u5b64\u7acb\u7cfb\u7edf\u7684\u72ec\u7279\u6027\u548c\u4fbf\u6377\u6027\u5f88\u96be\u8fbe\u5230\u3002\u57fa\u4e8e\u8fd9\u4e9b\u539f\u56e0\uff0c\u6570\u636e\u96c6\u6210\u7684\u6838\u5fc3\u95ee\u9898\u4ecd\u7136\u662f\u5982\u4f55\u6070\u5f53\u7684\u4f7f\u7528\u6570\u636e\u3002\u56e0\u6b64\uff0c\u96c6\u6210\u6570\u636e\u7684\u5916\u90e8\u65e5\u5fd7\u975e\u5e38\u7684\u91cd\u8981\u3002<\/p>\n<p>\u7b2c\u4e8c\u79cd\u53ef\u80fd\u662f\u91cd\u6784\uff1a\u5177\u5907\u901a\u7528\u6027\u7684\u5355\u4e00\u7684\u7cfb\u7edf\u9010\u6b65\u878d\u5408\u591a\u4e2a\u529f\u80fd\u5f62\u6210\u8d85\u6781\u7cfb\u7edf\u3002\u8fd9\u4e2a\u8d85\u7ea7\u7cfb\u7edf\u8868\u9762\u770b \u8d77\u6765\u7c7b\u4f3c\u5173\u7cfb\u6570\u636e\u5e93\u7cfb\u7edf\uff0c\u4f46\u662f\u5728\u7ec4\u7ec7\u4e2d\u4f60\u4f7f\u7528\u65f6\u6700\u5927\u7684\u4e0d\u540c\u662f\u4f60\u53ea\u9700\u8981\u4e00\u4e2a\u5927\u7684\u7cfb\u7edf\u800c\u4e0d\u662f\u65e0\u6570\u4e2a\u5c0f\u7cfb\u7edf\u3002\u5728\u8fd9\u4e2a\u4e16\u754c\u91cc\uff0c\u9664\u4e86\u5728\u7cfb\u7edf\u5185\u5df2\u89e3\u51b3\u7684\u8fd9\u4e2a\u95ee\u9898\u4e0d\u5b58\u5728 \u4ec0\u4e48\u771f\u6b63\u7684\u6570\u636e\u96c6\u6210\u95ee\u9898\u3002\u6211\u60f3\u8fd9\u662f\u56e0\u4e3a\u5efa\u8bbe\u8fd9\u6837\u7684\u7cfb\u7edf\u7684\u5b9e\u9645\u56f0\u96be\u3002<\/p>\n<p>\u867d\u7136\u53e6\u4e00\u79cd\u53ef\u80fd\u7684\u7ed3\u679c\u5bf9\u4e8e\u5de5\u7a0b\u5e08\u6765\u8bf4\u662f\u5f88\u6709\u5438\u5f15\u529b\u7684\u3002\u65b0\u4e00\u4ee3\u6570\u636e\u5e93\u7cfb\u7edf\u7684\u7279\u5f81\u4e4b\u4e00\u662f\u5b83\u4eec\u662f\u5b8c\u5168\u5f00\u6e90\u7684\u3002\u5f00\u6e90\u63d0\u4f9b\u4e86\u4e00\u79cd\u53ef\u80fd\u6027\uff1a\u6570\u636e\u57fa\u7840\u67b6\u6784\u4e0d\u5fc5\u6253\u5305\u6210\u670d\u52a1\u96c6\u6216\u8005\u9762\u5411\u5e94\u7528\u7684\u7cfb\u7edf\u63a5\u53e3\u3002\u5728Java\u6808\u4e2d\uff0c\u4f60\u53ef\u4ee5\u770b\u5230\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\uff0c\u8fd9\u79cd\u72b6\u51b5\u5df2\u7ecf\u53d1\u751f\u4e86\u3002<\/p>\n<ul>\n<li>Zookeeper\u7528\u4e8e\u5904\u7406\u591a\u4e2a\u7cfb\u7edf\u4e4b\u95f4\u7684\u534f\u8c03\uff0c\u6216\u8bb8\u4f1a\u4ece\u8bf8\u5982Helix \u6216\u8005Curator\u7b49\u9ad8\u7ea7\u522b\u7684\u62bd\u8c61\u4e2d\u5f97\u5230\u4e00\u4e9b\u5e2e\u52a9\u3002<\/li>\n<li>Mesos\u548cYARN\u7528\u4e8e\u5904\u7406\u6d41\u7a0b\u53ef\u89c6\u5316\u548c\u8d44\u6e90\u7ba1\u7406\u3002<\/li>\n<li>Lucene\u548cLevelDB\u7b49\u5d4c\u5165\u5f0f\u7c7b\u5e93\u505a\u4e3a\u7d22\u5f15\u3002<\/li>\n<li>Netty,Jetty\u548cFinagle,rest.li\u7b49\u5c01\u88c5\u6210\u9ad8\u7ea7\u522b\u7684\u7528\u4e8e\u5904\u7406\u8fdc\u7a0b\u901a\u4fe1\u3002<\/li>\n<li>Avro,Protocol Buffers,Thrift\u548cumpteen zillion\u7b49\u5176\u5b83\u7c7b\u5e93\u7528\u4e8e\u5904\u7406\u5e8f\u5217\u5316\u3002<\/li>\n<li>Kafka\u548cBookeeper\u63d0\u4f9b\u652f\u6301\u65e5\u5fd7\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u628a\u8fd9\u4e9b\u5806\u653e\u5728\u4e00\u8d77\uff0c\u6362\u4e2a\u89d2\u5ea6\u770b\uff0c\u5b83\u6709\u70b9\u50cf\u662f\u7b80\u5316\u7248\u7684\u5206\u5e03\u5f0f\u6570\u636e\u5e93\u7cfb\u7edf\u5de5\u7a0b\u3002\u4f60\u53ef\u4ee5\u628a\u8fd9\u4e9b\u62fc\u88c5\u5728\u4e00\u8d77\uff0c\u521b\u5efa\u5927\u91cf\u7684\u53ef\u80fd\u7684\u7cfb\u7edf\u3002\u663e\u800c\u6613\u89c1\uff0c\u73b0\u5728\u63a2 \u8ba8\u7684\u4e0d\u662f\u6700\u7ec8\u7528\u6237\u6240\u5173\u5fc3\u7684API\u6216\u8005\u5982\u4f55\u5b9e\u73b0\uff0c\u800c\u662f\u5728\u4e0d\u65ad\u591a\u6837\u5316\u548c\u6a21\u5757\u5316\u7684\u8fc7\u7a0b\u4e2d\u5982\u4f55\u8bbe\u8ba1\u5b9e\u73b0\u5355\u4e00\u7cfb\u7edf\u7684\u9014\u5f84\u3002\u56e0\u4e3a\u968f\u7740\u53ef\u9760\u7684\u3001\u7075\u6d3b\u7684\u6a21\u5757\u7684\u51fa\u73b0\uff0c\u5b9e\u65bd\u5206 \u5e03\u5f0f\u7cfb\u7edf\u7684\u65f6\u95f4\u5468\u671f\u7531\u5e74\u7f29\u51cf\u4e3a\u5468\uff0c\u805a\u5408\u5f62\u6210\u5927\u578b\u6574\u4f53\u7cfb\u7edf\u7684\u538b\u529b\u9010\u6b65\u6d88\u5931\u3002<\/p>\n<p>#p#<\/p>\n<p><strong>\u65e5\u5fd7\u6587\u4ef6\u5728\u7cfb\u7edf\u7ed3\u6784\u4e2d\u7684\u5730\u4f4d<\/strong><\/p>\n<p>\u90a3\u4e9b\u63d0\u4f9b\u5916\u90e8\u65e5\u5fd7\u7684\u7cfb\u7edf\u5982\u4eca\u5df2\u5141\u8bb8\u4e2a\u4eba\u7535\u8111\u629b\u5f03\u4ed6\u4eec\u81ea\u8eab\u590d\u6742\u7684\u65e5\u5fd7\u7cfb\u7edf\u8f6c\u800c\u4f7f\u7528\u5171\u4eab\u65e5\u5fd7\u3002\u5728\u6211\u770b\u6765\uff0c\u65e5\u5fd7\u53ef\u4ee5\u505a\u5230\u4ee5\u4e0b\u4e8b\u60c5\uff1a<\/p>\n<ul>\n<li>\u901a\u8fc7\u5bf9\u8282\u70b9\u7684\u5e76\u53d1\u66f4\u65b0\u7684\u6392\u5e8f\u5904\u7406\u6570\u636e\u7684\u4e00\u81f4\u6027\uff08\u65e0\u8bba\u5728\u53ca\u65f6\u8fd8\u662f\u6700\u7ec8\u60c5\u51b5\u4e0b\uff09<\/li>\n<li>\u63d0\u4f9b\u8282\u70b9\u4e4b\u95f4\u7684\u6570\u636e\u590d\u5236<\/li>\n<li>\u63d0\u4f9b\u201dcommit\u201c\u8bed\u6cd5\uff08\u53ea\u6709\u5f53\u5199\u5165\u5668\u786e\u4fdd\u6570\u636e\u4e0d\u4f1a\u4e22\u5931\u65f6\u624d\u4f1a\u5199\u5165\uff09<\/li>\n<li>\u4f4d\u7cfb\u7edf\u63d0\u4f9b\u5916\u90e8\u7684\u6570\u636e\u8ba2\u9605\u8d44\u6e90<\/li>\n<li>\u63d0\u4f9b\u5b58\u50a8\u5931\u8d25\u7684\u590d\u5236\u64cd\u4f5c\u548c\u5f15\u5bfc\u65b0\u7684\u590d\u5236\u64cd\u4f5c\u7684\u80fd\u529b<\/li>\n<li>\u5904\u7406\u8282\u70b9\u95f4\u7684\u6570\u636e\u5e73\u8861<\/li>\n<\/ul>\n<p>\u8fd9\u5b9e\u9645\u4e0a\u662f\u4e00\u4e2a\u6570\u636e\u5206\u53d1\u7cfb\u7edf\u6700\u91cd\u8981\u7684\u90e8\u5206\uff0c\u5269\u4e0b\u7684\u5927\u90e8\u5206\u5185\u5bb9\u4e0e\u7ec8\u7aef\u8c03\u7528\u7684API\u548c\u7d22\u5f15\u7b56\u7565\u76f8\u5173\u3002\u8fd9\u6b63\u662f\u4e0d\u540c\u7cfb\u7edf\u95f4\u7684\u5dee\u5f02\u6240\u5728\uff0c\u4f8b\u5982\uff1a\u4e00\u4e2a\u5168\u6587\u672c\u67e5\u8be2\u8bed\u53e5\u9700\u8981\u67e5\u8be2\u6240\u6709\u7684\u5206\u533a\uff0c\u800c\u4e00\u4e2a\u4e3b\u952e\u67e5\u8be2\u53ea\u9700\u8981\u67e5\u8be2\u8d1f\u8d23\u952e\u6570\u636e\u7684\u5355\u4e2a\u8282\u70b9\u5c31\u53ef\u4ee5\u4e86\u3002<\/p>\n<p>\u4e0b\u9762\u6211\u4eec\u6765\u770b\u4e0b\u8be5\u7cfb\u7edf\u662f\u5982\u4f55\u5de5\u4f5c\u7684\u3002\u7cfb\u7edf\u88ab\u5206\u4e3a\u4e24\u4e2a\u903b\u8f91\u533a\u57df\uff1a\u65e5\u5fd7\u548c\u670d\u52a1\u5c42\u3002\u65e5\u5fd7\u6309\u987a\u5e8f\u6355\u83b7\u72b6 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style=\"text-align: center\"><img decoding=\"async\" src=\"http:\/\/s3.\/wyfs02\/M01\/12\/22\/wKioL1L6z5SQRUrJAAAiBQ7trNk993.jpg\" class=\"aligncenter\"><\/p>\n<p>\u670d\u52a1\u8282\u70b9\u8ba2\u9605\u65e5\u5fd7\u4fe1\u606f\u5e76\u5c06\u5199\u5165\u5668\u6309\u7167\u65e5\u5fd7\u5b58\u50a8\u7684\u987a\u5e8f\u5c3d\u5feb\u5e94\u7528\u5230\u5b83\u7684\u672c\u5730\u7d22\u5f15\u4e0a\u3002<\/p>\n<p>\u5ba2\u6237\u7aef\u53ea\u8981\u5728\u67e5\u8be2\u8bed\u53e5\u4e2d\u63d0\u4f9b\u5bf9\u5e94\u7684\u5199\u5165\u5668\u7684\u65f6\u95f4\u6233\uff0c\u5b83\u5c31\u53ef\u4ee5\u4ece\u4efb\u4f55\u8282\u70b9\u4e2d\u83b7\u53d6\u201d\u8bfb\u5199\u201c\u8bed\u4e49\u3002\u670d\u52a1\u8282\u70b9\u6536\u5230\u8be5\u67e5\u8be2\u8bed\u53e5\u540e\u4f1a\u5c06\u5176\u4e2d\u7684\u65f6\u95f4\u6233\u4e0e\u81ea\u8eab\u7684\u7d22\u5f15\u6bd4\u8f83\uff0c\u5982\u679c\u5fc5\u8981\uff0c\u670d\u52a1\u8282\u70b9\u4f1a\u5ef6\u8fdf\u8bf7\u6c42\u76f4\u5230\u5bf9\u5e94\u65f6\u95f4\u7684\u7d22\u5f15\u5efa\u7acb\u5b8c\u6bd5\uff0c\u4ee5\u514d\u63d0\u4f9b\u65e7\u6570\u636e\u3002<\/p>\n<p>\u670d\u52a1\u8282\u70b9\u6216\u8bb8\u6839\u672c\u65e0\u9700\u77e5\u9053\u201d\u63a7\u5236\u201c\u6216\u201d\u6295\u6807\u9009\u62e9\uff08leader 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style=\"text-align: center\"><img decoding=\"async\" src=\"http:\/\/s5.\/wyfs02\/M02\/12\/22\/wKioL1L6z5SBz1eIAAA-anuFtcs263.jpg\" class=\"aligncenter\"><\/p>\n<p>\u8fd9\u6837\u4e00\u4e2a\u4ee5\u65e5\u5fd7\u4e3a\u4e2d\u5fc3\u7684\u7cfb\u7edf\u662f\u5982\u4f55\u505a\u5230\u65e2\u6570\u636e\u6d41\u7684\u63d0\u4f9b\u8005\u53c8\u540c\u65f6\u52a0\u8f7d\u5176\u5b83\u7cfb\u7edf\u7684\u6570\u636e\u7684\u5462\uff1f\u56e0\u4e3a\u6d41\u5904\u7406\u5668\u65e2\u53ef\u4ee5\u6d88\u8d39\u591a\u4e2a\u8f93\u5165\u7684\u6570\u636e\u6d41\uff0c\u968f\u540e\u53c8\u53ef\u4ee5\u901a\u8fc7\u5176\u5b83\u7cfb\u7edf\u5bf9\u6570\u636e\u505a\u7d22\u5f15\u4e3a\u5b83\u4eec\u63d0\u4f9b\u670d\u52a1\u3002<\/p>\n<p>\u8fd9\u4e2a\u7cfb\u7edf\u7684\u89c6\u56fe\u53ef\u4ee5\u6e05\u6670\u7684\u5206\u89e3\u5230\u65e5\u5fd7\u548c\u67e5\u8be2API,\u56e0\u4e3a\u5b83\u5141\u8bb8\u4f60\u4ece\u7cfb\u7edf\u7684\u53ef\u7528\u6027\u548c\u4e00\u81f4\u6027\u89d2\u5ea6\u5206\u89e3\u67e5\u8be2\u7684\u7279\u5f81\u3002\u8fd9\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u5bf9\u7cfb\u7edf\u8fdb\u884c\u5206\u89e3\uff0c\u5e76\u7406\u89e3\u90a3\u4e9b\u5e76\u6ca1\u6309\u8fd9\u79cd\u65b9\u5f0f\u8bbe\u8ba1\u5b9e\u65bd\u7684\u7cfb\u7edf\u3002<\/p>\n<p>\u867d\u7136Kafka\u548cBookeeper\u90fd\u662f\u4e00\u81f4\u6027\u65e5\u5fd7\uff0c\u4f46\u8fd9\u4e0d\u662f\u5fc5\u987b\u7684\uff0c\u4e5f\u6ca1\u4ec0\u4e48\u610f\u4e49\u3002\u4f60\u53ef\u4ee5\u8f7b\u677e\u7684\u628aDynamo\u4e4b\u7c7b\u7684\u6570\u636e\u6784\u5206\u89e3\u4e3a\u4e00\u81f4\u6027\u7684AP\u65e5\u5fd7\u548c\u952e\u503c\u5bf9\u670d\u52a1\u5c42\u3002\u8fd9\u6837\u7684\u65e5\u5fd7\u4f7f\u7528\u8d77\u6765\u7075\u6d3b\uff0c\u56e0\u4e3a\u5b83\u91cd\u4f20\u4e86\u65e7\u6d88\u606f\uff0c\u50cfDynamo\u4e00\u6837\uff0c\u8fd9\u6837\u7684\u5904\u7406\u53d6\u51b3\u4e8e\u6d88\u606f\u7684\u8ba2\u9605\u8005\u3002<\/p>\n<p>\u5728\u5f88\u591a\u4eba\u770b\u6765\uff0c\u5728\u65e5\u5fd7\u4e2d\u53e6\u5916\u4fdd\u5b58\u4e00\u4efd\u6570\u636e\u7684\u5b8c\u6574\u590d\u672c\u662f\u4e00\u79cd\u6d6a\u8d39\u3002\u4e8b\u5b9e\u4e0a\uff0c\u867d\u7136\u6709\u5f88\u591a\u56e0\u7d20\u4f7f\u5f97\u8fd9\u4ef6\u4e8b\u5e76\u4e0d\u56f0\u96be\u3002\u9996\u5148\uff0c\u65e5\u5fd7\u53ef\u4ee5\u662f\u4e00\u79cd\u6709\u6548\u7684\u5b58\u50a8\u673a\u5236\u3002\u6211\u4eec\u5728 Kafka\u751f\u4ea7\u73af\u5883\u7684\u670d\u52a1\u5668\u4e0a\u5b58\u50a8\u4e865 TB\u7684\u6570\u636e\u3002\u540c\u65f6\u6709\u8bb8\u591a\u7684\u670d\u52a1\u7cfb\u7edf\u9700\u8981\u66f4\u591a\u7684\u5185\u5b58\u6765\u63d0\u4f9b\u6709\u6548\u7684\u6570\u636e\u670d\u52a1\uff0c\u4f8b\u5982\u6587\u672c\u641c\u7d22\uff0c\u5b83\u901a\u5e38\u662f\u5728\u5185\u5b58\u4e2d\u7684\u3002\u670d\u52a1\u7cfb\u7edf\u540c\u6837\u4e5f\u9700\u6837\u786c\u76d8\u7684\u4f18\u5316\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u7684 \u5b9e\u65f6\u6570\u636e\u7cfb\u7edf\u6216\u8005\u5728\u5185\u5b58\u5916\u63d0\u4f9b\u670d\u52a1\u6216\u8005\u4f7f\u7528\u56fa\u6001\u786c\u76d8\u3002\u76f8\u53cd\uff0c\u65e5\u5fd7\u7cfb\u7edf\u53ea\u9700\u8981\u7ebf\u6027\u7684\u8bfb\u5199\uff0c\u56e0\u6b64\uff0c\u5b83\u5f88\u4e50\u4e8e\u4f7f\u7528TB\u91cf\u7ea7\u7684\u786c\u76d8\u3002\u6700\u7ec8\uff0c\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u7531\u591a\u4e2a\u7cfb\u7edf \u63d0\u4f9b\u7684\u6570\u636e\uff0c\u65e5\u5fd7\u7684\u6210\u672c\u5206\u644a\u5230\u591a\u4e2a\u7d22\u5f15\u4e0a\uff0c\u8fd9\u79cd\u805a\u5408\u4f7f\u5f97\u5916\u90e8\u65e5\u5fd7\u7684\u6210\u672c\u964d\u5230\u4e86\u6700\u4f4e\u70b9\u3002<\/p>\n<p>LinkedIn\u5c31\u662f\u4f7f\u7528\u4e86\u8fd9\u79cd\u65b9\u5f0f\u5b9e\u73b0\u5b83\u7684\u591a\u4e2a\u5b9e\u65f6\u67e5\u8be2\u7cfb\u7edf\u7684\u3002\u8fd9\u4e9b\u7cfb\u7edf\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6570\u636e\u5e93 \uff08\u4f7f\u7528\u6570\u636e\u603b\u7ebf\u505a\u4e3a\u65e5\u5fd7\u6458\u8981\uff0c\u6216\u8005\u4eceKafka\u53bb\u6389\u4e13\u7528\u7684\u65e5\u5fd7\uff09\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u5728\u9876\u5c42\u6570\u636e\u6d41\u4e0a\u8fd8\u63d0\u4f9b\u4e86\u7279\u6b8a\u7684\u5206\u7247\u3001\u7d22\u5f15\u548c\u67e5\u8be2\u529f\u80fd\u3002\u8fd9\u4e5f\u662f\u6211\u4eec\u5b9e\u65bd\u641c\u7d22\u3001\u793e\u4ea4 \u7f51\u7edc\u548cOLAP\u67e5\u8be2\u7cfb\u7edf\u7684\u65b9\u5f0f\u3002\u4e8b\u5b9e\u4e0a\u8fd9\u79cd\u65b9\u5f0f\u662f\u76f8\u5f53\u666e\u904d\u7684\uff1a\u4e3a\u591a\u4e2a\u7528\u4e8e\u5b9e\u65f6\u670d\u52a1\u7684\u670d\u52a1\u7cfb\u7edf\u63d0\u4f9b\u5355\u4e00\u7684\u6570\u636e\uff08\u8fd9\u4e9b\u6765\u81eaHadoop\u7684\u6570\u636e\u6216\u662f\u5b9e\u65f6\u7684\u6216\u662f\u884d \u751f\u7684\uff09\u3002\u8fd9\u79cd\u65b9\u5f0f\u5df2\u88ab\u8bc1\u5b9e\u662f\u76f8\u5f53\u7b80\u6d01\u7684\u3002\u8fd9\u4e9b\u7cfb\u7edf\u6839\u672c\u4e0d\u9700\u8981\u5916\u90e8\u53ef\u5199\u5165\u7684API\uff0cKafka\u548c\u6570\u636e\u5e93\u88ab\u7528\u505a\u7cfb\u7edf\u7684\u8bb0\u5f55\u548c\u53d8\u66f4\u6d41\uff0c\u901a\u8fc7\u65e5\u5fd7\u4f60\u53ef\u4ee5\u67e5\u8be2\u7cfb\u7edf\u3002 \u6301\u6709\u7279\u5b9a\u5206\u7247\u7684\u7ed3\u70b9\u5728\u672c\u5730\u5b8c\u6210\u5199\u64cd\u4f5c\u3002\u8fd9\u4e9b\u7ed3\u70b9\u76f2\u76ee\u7684\u628a\u65e5\u5fd7\u63d0\u4f9b\u7684\u6570\u636e\u8f6c\u5f55\u5230\u5b83\u4eec\u81ea\u5df1\u7684\u5b58\u50a8\u7a7a\u95f4\u4e2d\u3002\u901a\u8fc7\u56de\u653e\u4e0a\u884c\u6d41\u65e5\u5fd7\u53ef\u4ee5\u6062\u590d\u8f6c\u5f55\u5931\u8d25\u7684\u7ed3\u70b9\u3002<\/p>\n<p>\u8fd9\u4e9b\u7cfb\u7edf\u7684\u7a0b\u5ea6\u5219\u53d6\u51b3\u4e8e\u65e5\u5fd7\u7684\u591a\u6837\u6027\u3002\u4e00\u4e2a\u5b8c\u5168\u53ef\u9760\u7684\u7cfb\u7edf\u53ef\u4ee5\u7528\u65e5\u5fd7\u6765\u5bf9\u6570\u636e\u5206\u7247\u3001\u5b58\u50a8\u7ed3\u70b9\u3001\u5747\u8861\u8d1f\u8f7d\uff0c\u4ee5\u53ca\u7528\u4e8e\u6570\u636e\u4e00\u81f4\u6027\u548c\u6570\u636e\u590d\u5236\u7b49\u591a\u65b9\u9762\u3002\u5728\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\uff0c\u670d\u52a1\u5c42\u5b9e\u9645\u4e0a\u53ea\u4e0d\u8fc7\u662f\u4e00\u79cd\u7f13\u5b58\u673a\u5236\uff0c\u8fd9\u79cd\u7f13\u5b58\u673a\u5236\u5141\u8bb8\u76f4\u63a5\u5199\u5165\u65e5\u5fd7\u7684\u6d41\u5904\u7406\u3002<\/p>\n<p>#p#<\/p>\n<p style=\"text-align: left\"><strong>\u675f\u8bed<\/strong> &nbsp;<\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">\u5982\u679c\u4f60\u5bf9\u4e8e\u672c\u6587\u4e2d\u6240\u8c08\u5230\u7684\u5173\u4e8e\u65e5\u5fd7\u7684\u5927\u90e8\u5185\u5bb9\uff0c\u5982\u4e0b\u5185\u5bb9\u662f\u60a8\u53ef\u4ee5\u53c2\u8003\u7684\u5176\u5b83\u8d44\u6599\u3002\u5bf9\u4e8e\u540c\u4e00\u4e8b\u52a1\u4eba\u4eec\u4f1a\u7528\u4e0d\u540c\u7684\u672f\u8bed\uff0c\u8fd9\u4f1a\u8ba9\u4eba\u6709\u4e00\u4e9b\u56f0\u60d1\uff0c\u4ece\u6570\u636e\u5e93\u7cfb\u7edf\u5230\u5206\u5e03\u5f0f\u7cfb\u7edf\uff0c\u4ece\u5404\u7c7b\u4f01\u4e1a\u7ea7\u5e94\u7528\u8f6f\u4ef6\u5230\u5e7f\u9614\u7684\u5f00\u6e90\u4e16\u754c\u3002\u65e0\u8bba\u5982\u4f55\uff0c\u5728\u5927\u65b9\u5411\u4e0a\u8fd8\u662f\u6709\u4e00\u4e9b\u5171\u540c\u4e4b\u5904\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">\u5b66\u672f\u8bba\u6587\u3001\u7cfb\u7edf\u3001\u8bc4\u8bba\u548c\u535a\u5ba2\uff1a<\/span><\/p>\n<ul>\n<li><span style=\"line-height:27px\">\u5173\u4e8e\u72b6\u6001\u673a\u548c\u4e3b\u5907\u4efd\u590d\u73b0\u7684\u6982\u8ff0\u3002<\/span><\/li>\n<li><span style=\"line-height:27px\">PacificA\u662f\u5b9e\u65bd\u5fae\u8f6f\u57fa\u4e8e\u65e5\u5fd7\u7684\u5206\u5e03\u5f0f\u5b58\u50a8\u7cfb\u7edf\u7684\u901a\u7528\u67b6\u6784\u3002<\/span><\/li>\n<li><span style=\"line-height:27px\">Spanner-\u5e76\u4e0d\u662f\u6bcf\u4e2a\u4eba\u90fd\u652f\u6301\u628a\u903b\u8f91\u65f6\u95f4\u7528\u4e8e\u4ed6\u4eec\u7684\u65e5\u5fd7\uff0cGoogle\u6700\u65b0\u7684\u6570\u636e\u5e93\u5c31\u5c1d\u8bd5\u4f7f\u7528\u7269\u7406\u65f6\u95f4\uff0c\u5e76\u901a\u8fc7\u628a\u65f6\u95f4\u6233\u76f4\u63a5\u505a\u4e3a\u533a\u95f4\u6765\u76f4\u63a5\u5efa\u65f6\u949f\u8fc1\u79fb\u7684\u4e0d\u786e\u5b9a\u6027\u3002<\/span><\/li>\n<li><span style=\"line-height:27px\">Datanomic:\u89e3\u6784\u6570\u636e\u5e93\uff0c\u5b83\u662fRich Hickey\u5728\u5b83\u7684\u9996\u4e2a\u6570\u636e\u5e93\u4ea7\u54c1\u4e2d\u7684\u7684\u91cd\u8981\u9648\u8ff0\u4e4b\u4e00\uff0cRich Hickey\u662fClojure\u7684\u521b\u5efa\u8005\u3002<\/span><\/li>\n<li><span style=\"line-height:27px\">\u5728\u6d88\u606f\u4f20\u9012\u7cfb\u7edf\u4e2d\u56de\u5377\u6062\u590d\u534f\u8bae\u7684\u8c03\u67e5\u3002\u6211\u53d1\u73b0\u8fd9\u4e2a\u6709\u52a9\u4e8e\u5f15\u5165\u5bb9\u9519\u5904\u7406\u548c\u6570\u636e\u5e93\u4ee5\u5916\u7684\u5e94\u7528\u7cfb\u7edf\u65e5\u5fd7\u6062\u590d\u3002<\/span><\/li>\n<li><span style=\"line-height:27px\">Reactive Manifesto-\u4e8b\u5b9e\u4e0a\u6211\u5e76\u4e0d\u6e05\u695a\u53cd\u5e94\u7f16\u7a0b\u7684\u786e\u5207\u6db5\u4e49\uff0c\u4f46\u662f\u6211\u60f3\u5b83\u548c\u201c\u4e8b\u4ef6\u9a71\u52a8\u201d\u6307\u7684\u662f\u540c\u4e00\u4ef6\u4e8b\u3002\u8fd9\u4e2a\u94fe\u63a5\u5e76\u6ca1\u6709\u592a\u591a\u7684\u8baf\u606f\uff0c\u4f46\u7531\u4e45\u5bcc\u76db\u53f2\u7684Martin Odersky\u8bb2\u6388\u7684\u8bfe\u7a0b\u662f\u5f88\u6709\u5438\u5f15\u529b\u7684\u3002<\/span><\/li>\n<li><span style=\"line-height:27px\">Paxos!<\/span><\/li>\n<\/ul>\n<p style=\"text-align: left\"><span style=\"line-height:27px\"> &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;1\uff09\u539f\u59cb\u6587\u7ae0\u5728\u6b64\u94fe\u63a5\u3002Leslie Lamport\u6709\u4e00\u4e2a\u6709\u8da3\u7684\u5386\u53f2\uff1a\u572880\u5e74\u4ee3\u7b97\u6cd5\u662f\u5982\u4f55\u53d1\u73b0\u7684\uff0c\u4f46\u662f\u76f4\u52301998\u5e74\u624d\u53d1\u8868\u4e86\uff0c\u56e0\u4e3a\u8bc4\u5ba1\u7ec4\u4e0d\u559c\u6b22\u8bba\u6587\u4e2d\u7684\u5e0c\u814a\u5bd3\u8a00\uff0c\u800c\u4f5c\u8005\u53c8\u4e0d\u613f\u4fee\u6539\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; 2\uff09\u751a\u81f3\u4e8e\u8bba\u6587\u53d1\u5e03\u4ee5\u540e\uff0c\u5b83\u8fd8\u662f\u4e0d\u88ab\u4eba\u4eec\u7406\u89e3\u3002Lamport\u518d\u6b21\u5c1d\u8bd5\uff0c\u8fd9\u6b21\u5b83\u5305\u542b\u4e86\u4e00\u4e9b\u5e76\u4e0d\u6709\u8da3\u7684\u5c0f\u7ec6\u8282\uff0c\u8fd9\u4e9b\u7ec6\u8282\u662f\u5173\u4e8e\u5982\u4f55\u4f7f\u7528\u8fd9\u4e9b\u65b0\u5f0f\u7684\u81ea\u52a8\u5316\u7684\u8ba1\u7b97\u673a\u7684\u3002\u5b83\u4ecd\u7136\u6ca1\u6709\u5f97\u5230\u5e7f\u6cdb\u7684\u8ba4\u53ef\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;3\uff09Fred Schneider\u548cButler Lampson\u5206\u522b\u7ed9\u51fa\u4e86\u66f4\u591a\u7ec6\u8282\u5173\u4e8e\u5728\u5b9e\u65f6\u7cfb\u7edf\u4e2d\u5982\u4f55\u5e94\u7528Paxos.<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;4\uff09\u4e00\u4e9bGoogle\u7684\u5de5\u7a0b\u5e08\u603b\u7ed3\u4e86\u4ed6\u4eec\u5728Chubby\u4e2d\u5b9e\u65bdPaxos\u7684\u7ecf\u9a8c\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;5\uff09\u6211\u53d1\u73b0\u6240\u6709\u5173\u4e8ePaxos\u7684\u8bba\u6587\u7406\u89e3\u8d77\u6765\u5f88\u75db\u82e6\uff0c\u4f46\u662f\u503c\u5f97\u6211\u4eec\u8d39\u5927\u529b\u6c14\u5f04\u61c2\u3002\u4f60\u4e0d\u5fc5\u5fcd\u53d7\u8fd9\u6837\u7684\u75db\u82e6\u4e86\uff0c\u56e0\u4e3a\u65e5\u5fd7\u7ed3\u6784\u7684\u6587\u4ef6\u7cfb\u7edf\u7684\u5927\u5e08John Ousterhout\u7684\u8fd9\u4e2a\u89c6\u9891\u8ba9\u8fd9\u4e00\u5207\u53d8\u5f97\u76f8\u5f53\u7684\u5bb9\u6613\u3002\u8fd9\u4e9b\u4e00\u81f4\u6027\u7b97\u6cd5\u7528\u5c55\u5f00\u7684\u901a\u4fe1\u56fe\u8868\u8ff0\u7684\u66f4\u597d\uff0c\u800c\u4e0d\u662f\u5728\u8bba\u6587\u4e2d\u901a\u8fc7\u9759\u6001\u7684\u63cf\u8ff0\u6765\u8bf4\u660e\u3002\u9887\u4e3a\u8bbd\u523a\u7684\u662f\uff0c\u8fd9\u4e2a\u89c6\u9891\u5f55\u5236\u7684\u521d\u8877\u662f\u544a\u8bc9\u4eba\u4eecPaxos\u5f88\u96be\u7406\u89e3\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; &nbsp;6\uff09\u4f7f\u7528Paxos\u6765\u6784\u9020\u89c4\u6a21\u4e00\u81f4\u7684\u6570\u636e\u5b58\u50a8\u3002\u8fd9\u662f\u4e00\u7bc7\u5f88\u68d2\u7684\u4ecb\u7ecd\u4f7f\u7528\u65e5\u5fd7\u6765\u6784\u9020\u6570\u636e\u5b58\u50a8\u7684\u6587\u7ae0\uff0cJun\u662f\u6587\u7ae0\u7684\u5171\u540c\u4f5c\u8005\u4e4b\u4e00\uff0c\u4ed6\u4e5f\u662fKafka\u6700\u65e9\u671f\u7684\u5de5\u7a0b\u5e08\u4e4b\u4e00\u3002<\/span><\/p>\n<ul>\n<li>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">Paxos\u6709\u5f88\u591a\u7684\u7ade\u4e89\u8005\u3002\u5982\u4e0b\u8bf8\u9879\u53ef\u4ee5\u66f4\u8fdb\u4e00\u6b65\u7684\u6620\u5c04\u5230\u65e5\u5fd7\u7684\u5b9e\u65bd\uff0c\u66f4\u9002\u5408\u4e8e\u5b9e\u7528\u6027\u7684\u5b9e\u65bd\u3002<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"text-align: left\"><span style=\"line-height:27px\"> &nbsp; &nbsp; &nbsp; &nbsp;1\uff09\u7531Barbara Liskov\u63d0\u51fa\u7684\u89c6\u56fe\u6233\u590d\u73b0\u662f\u76f4\u63a5\u8fdb\u884c\u65e5\u5fd7\u590d\u73b0\u5efa\u6a21\u7684\u8f83\u65e9\u7684\u7b97\u6cd5\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; 2\uff09Zab\u662fZookeeper\u6240\u4f7f\u7528\u7684\u7b97\u6cd5\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; 3\uff09RAFT\u662f\u6613\u4e8e\u7406\u89e3\u7684\u4e00\u81f4\u6027\u7b97\u6cd5\u4e4b\u4e00\u3002\u7531John Ousterhout\u8bb2\u6388\u7684\u8fd9\u4e2a\u89c6\u9891\u975e\u5e38\u7684\u68d2\u3002<\/span><\/p>\n<ul>\n<li>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">\u4f60\u53ef\u4ee5\u7684\u770b\u5230\u5728\u4e0d\u540c\u7684\u5b9e\u65f6\u5206\u5e03\u5f0f\u6570\u636e\u5e93\u4e2d\u52a8\u4f5c\u65e5\u5fd7\u89d2\u8272\uff1a<\/span><\/p>\n<\/li>\n<\/ul>\n<p style=\"text-align: left\"><span style=\"line-height:27px\"> &nbsp; &nbsp; &nbsp; &nbsp;1) PNUTS\u662f\u63a2\u7d22\u5728\u5927\u89c4\u6a21\u7684\u4f20\u7edf\u7684\u5206\u5e03\u5f0f\u6570\u636e\u5e93\u7cfb\u7edf\u4e2d\u5b9e\u65bd\u4ee5\u65e5\u5fd7\u4e3a\u4e2d\u5fc3\u8bbe\u8ba1\u7406\u5ff5\u7684\u7cfb\u7edf\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; 2\uff09Hbase\u548cBigtable\u90fd\u662f\u5728\u76ee\u524d\u7684\u6570\u636e\u5e93\u7cfb\u7edf\u4e2d\u4f7f\u7528\u65e5\u5fd7\u7684\u6837\u4f8b\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; 3\uff09LinkedIn\u81ea\u5df1\u7684\u5206\u5e03\u5f0f\u6570\u636e\u5e93Espresso\u548cPNUTs\u4e00\u6837\uff0c\u4f7f\u7528\u65e5\u5fd7\u6765\u590d\u73b0\uff0c\u4f46\u6709\u4e00\u4e2a\u5c0f\u7684\u5dee\u5f02\u662f\u5b83\u4f7f\u7528\u81ea\u5df1\u5e95\u5c42\u7684\u8868\u505a\u4e3a\u65e5\u5fd7\u7684\u6765\u6e90\u3002<\/span><\/p>\n<ul>\n<li><span style=\"line-height:27px\">\u5982\u679c\u4f60\u6b63\u5728\u505a\u4e00\u81f4\u6027\u7b97\u6cd5\u9009\u578b\uff0c\u8fd9\u7bc7\u8bba\u6587\u4f1a\u5bf9\u4f60\u6240\u6709\u5e2e\u52a9\u3002<\/span><\/li>\n<li><span style=\"line-height:27px\">\u590d\u73b0\uff1a\u7406\u8bba\u4e0e\u5b9e\u8df5\uff0c\u8fd9\u662f\u6536\u5f55\u4e86\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e00\u81f4\u6027\u7684\u5927\u91cf\u8bba\u6587\u7684\u4e00\u672c\u5de8\u8457\u3002\u7f51\u4e0a\u6709\u8be5\u4e66\u7684\u8bf8\u591a\u7ae0\u8282\uff081\uff0c4\uff0c5\uff0c6\uff0c7\uff0c8\uff09\u3002<\/span><\/li>\n<li><span style=\"line-height:27px\">\u6d41\u5904\u7406\uff1a\u8fd9\u4e2a\u8bdd\u9898\u8981\u603b\u7ed3\u7684\u5185\u5bb9\u8fc7\u4e8e\u5bbd\u6cdb\uff0c\u4f46\u8fd8\u662f\u6709\u51e0\u4ef6\u6211\u6240\u5173\u6ce8\u7684\u8981\u63d0\u4e00\u4e0b\uff1a<\/span><\/li>\n<\/ul>\n<p style=\"text-align: left\"><span style=\"line-height:27px\"> &nbsp; &nbsp; &nbsp; &nbsp;1\uff09TelegraphCQ<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; 2) Aurora<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; 3) NiagaraCQ<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; 4) \u79bb\u6563\u6d41\uff1a\u8fd9\u7bc7\u8bba\u6587\u8ba8\u8bba\u4e86Spark\u7684\u6d41\u5f0f\u7cfb\u7edf\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; 5\uff09MillWheel \u5b83\u662fGoogle\u7684\u6d41\u5904\u7406\u7cfb\u7edf\u4e4b\u4e00\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; 6\uff09Naiad:\u4e00\u4e2a\u5b9e\u65f6\u6570\u636e\u6d41\u7cfb\u7edf<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; 7\uff09\u5728\u6570\u636e\u6d41\u7cfb\u7edf\u4e2d\u5efa\u6a21\u548c\u76f8\u5173\u4e8b\u4ef6\uff1a\u5b83\u53ef\u80fd\u662f\u7814\u7a76\u8fd9\u4e00\u9886\u57df\u7684\u6700\u4f73\u6982\u8ff0\u4e4b\u4e00\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; 8\uff09\u5206\u5e03\u5904\u5f0f\u6d41\u5904\u7406\u7684\u9ad8\u53ef\u7528\u6027\u7b97\u6cd5\u3002<\/span><\/p>\n<p style=\"text-align: left\"><span style=\"line-height:27px\">&nbsp; &nbsp; &nbsp; &nbsp; 9\uff09\u968f\u673a\u7cfb\u7edf\u7684\u4e00\u4e9b\u8bba\u6587\uff1a<\/span><\/p>\n<p style=\"text-align: left\">\u4f01\u4e1a\u7ea7\u8f6f\u4ef6\u5b58\u5728\u7740\u540c\u6837\u7684\u95ee\u9898\uff0c\u53ea\u662f\u540d\u79f0\u4e0d\u540c\uff0c\u6216\u8005\u89c4\u6a21\u8f83\u5c0f\uff0c\u6216\u8005\u662fXML\u683c\u5f0f\u7684\u3002\u54c8\u54c8\uff0c\u5f00\u4e2a\u73a9\u7b11\u3002<\/p>\n<ul>\n<li>\n<p style=\"text-align: left\">\u4e8b\u4ef6\u9a71\u52a8-- \u636e\u6211\u6240\u77e5\uff1a\u5b83\u5c31\u662f\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u5de5\u7a0b\u5e08\u4eec\u5e38\u8bf4\u7684\u201c\u72b6\u6001\u673a\u7684\u590d\u73b0\u201d\u3002\u6709\u8da3\u7684\u662f\u540c\u6837\u7684\u7406\u5ff5\u4f1a\u7528\u5728\u5982\u6b64\u8fe5\u5f02\u7684\u573a\u666f\u4e2d\u3002\u4e8b\u4ef6\u9a71\u52a8\u5173\u6ce8\u7684\u662f\u5c0f\u7684\u3001\u5185\u5b58\u4e2d\u7684\u4f7f\u7528\u573a\u666f\u3002\u8fd9 \u79cd\u673a\u5236\u5728\u5e94\u7528\u5f00\u53d1\u4e2d\u770b\u8d77\u6765\u662f\u628a\u53d1\u751f\u5728\u65e5\u5fd7\u4e8b\u4ef6\u4e2d\u7684\u201c\u6d41\u5904\u7406\u201d\u548c\u5e94\u7528\u5173\u8054\u8d77\u6765\u3002\u56e0\u6b64\u53d8\u5f97\u4e0d\u90a3\u4e48\u7410\u788e\uff1a\u5f53\u5904\u7406\u7684\u89c4\u6a21\u5927\u5230\u9700\u8981\u6570\u636e\u5206\u7247\u65f6\uff0c\u6211\u5173\u6ce8\u7684\u662f\u6d41\u5904\u7406\u4f5c\u4e3a \u72ec\u7acb\u7684\u9996\u8981\u7684\u57fa\u7840\u8bbe\u65bd\u3002<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">\u53d8\u66f4\u6570\u636e\u6355\u83b7--\u5728\u6570\u636e\u5e93\u4e4b\u5916\u4f1a\u6709\u4e9b\u5bf9\u4e8e\u6570\u636e\u7684\u820d\u5165\u5904\u7406\uff0c\u8fd9\u4e9b\u5904\u7406\u7edd\u5927\u591a\u6570\u90fd\u662f\u65e5\u5fd7\u53cb\u597d\u7684\u6570\u636e\u6269\u5c55\u3002<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">\u4f01\u4e1a\u7ea7\u5e94\u7528\u96c6\u6210\uff0c\u5f53\u4f60\u6709\u4e00\u4e9b\u73b0\u6210\u7684\u7c7b\u4f3c\u5ba2\u6237\u7c7b\u7cfb\u7ba1\u7406CRM\u548c\u4f9b\u5e94\u94fe\u7ba1\u7406SCM\u7684\u8f6f\u4ef6\u65f6\uff0c\u5b83\u4f3c\u4e4e\u53ef\u4ee5\u89e3\u51b3\u6570\u636e\u96c6\u6210\u7684\u95ee\u9898\u3002<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">\u590d\u6742\u4e8b\u4ef6\u5904\u7406\uff08CEP\uff09\u6ca1\u6709\u4eba\u77e5\u9053\u5b83\u7684\u786e\u5207\u6db5\u4e49\u6216\u8005\u5b83\u4e0e\u6d41\u5904\u7406\u6709\u4ec0\u4e48\u4e0d\u540c\u3002\u8fd9\u4e9b\u5dee\u5f02\u770b\u8d77\u6765\u96c6\u4e2d\u5728\u65e0\u5e8f\u6d41\u548c\u4e8b\u4ef6\u8fc7\u6ee4\u3001\u53d1\u73b0\u6216\u8005\u805a\u5408\u4e0a\uff0c\u4f46\u662f\u4f9d\u6211\u4e4b\u89c1\uff0c\u5dee\u522b\u5e76\u4e0d\u660e\u663e\u3002\u6211\u8ba4\u4e3a\u6bcf\u4e2a\u7cfb\u7edf\u90fd\u6709\u81ea\u5df1\u7684\u4f18\u52bf\u3002<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">\u4f01\u4e1a\u670d\u52a1\u603b\u7ebf\uff08ESB\uff09--\u6211\u8ba4\u4e3a\u4f01\u4e1a\u670d\u52a1\u603b\u7ebf\u7684\u6982\u5ff5\u7c7b\u4f3c\u4e8e\u6211\u6240\u63cf\u8ff0\u7684\u6570\u636e\u96c6\u6210\u3002\u5728\u4f01\u4e1a\u7ea7\u8f6f\u4ef6\u793e\u533a\u4e2d\u8fd9\u4e2a\u7406\u5ff5\u53d6\u5f97\u4e86\u4e00\u5b9a\u7a0b\u5ea6\u7684\u6210\u529f\uff0c\u5bf9\u4e8e\u4ece\u4e8b\u7f51\u7edc\u548c\u5206\u5e03\u5f0f\u57fa\u7840\u67b6\u6784\u7684\u5de5\u7a0b\u5e08\u4eec\u8fd9\u4e2a\u6982\u5ff5\u8fd8\u662f\u5f88\u964c\u751f\u7684\u3002\u200b<\/p>\n<\/li>\n<\/ul>\n<p style=\"text-align: left\">\u4e00\u4e9b\u76f8\u5173\u7684\u5f00\u6e90\u8f6f\u4ef6\uff1a<\/p>\n<ul>\n<li>\n<p style=\"text-align: left\">Kafka\u662f\u628a\u65e5\u5fd7\u4f5c\u4e3a\u670d\u52a1\u7684\u4e00\u4e2a\u9879\u76ee\uff0c\u5b83\u662f\u540e\u8fb9\u6240\u5217\u5404\u9879\u7684\u57fa\u7840\u3002<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">Bookeeper \u548cHedwig \u53e6\u5916\u7684\u4e24\u4e2a\u5f00\u6e90\u7684\u201c\u628a\u65e5\u5fd7\u4f5c\u4e3a\u670d\u52a1\u201d\u7684\u9879\u76ee\u3002\u5b83\u4eec\u66f4\u5173\u6ce8\u7684\u662f\u6570\u636e\u5e93\u7cfb\u7edf\u5185\u90e8\u6784\u4ef6\u800c\u4e0d\u662f\u4e8b\u4ef6\u6570\u636e\u3002<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">Databus\u662f\u63d0\u4f9b\u7c7b\u4f3c\u65e5\u5fd7\u7684\u6570\u636e\u5e93\u8868\u7684\u8986\u76d6\u5c42\u7684\u7cfb\u7edf\u3002<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">Akka \u662f\u7528\u4e8eScala\u7684\u52a8\u4f5c\u8005\u67b6\u6784\u3002\u5b83\u6709\u4e00\u4e2a\u4e8b\u4ef6\u9a71\u52a8\u7684\u63d2\u4ef6\uff0c\u5b83\u63d0\u4f9b\u6301\u4e45\u5316\u548c\u8bb0\u5f55\u3002<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">Samza\u662f\u6211\u4eec\u5728LinkedIn\u4e2d\u7528\u5230\u7684\u6d41\u5904\u7406\u6846\u67b6\uff0c\u5b83\u7528\u5230\u4e86\u672c\u6587\u8bba\u8ff0\u7684\u8bf8\u591a\u7406\u5ff5\uff0c\u540c\u65f6\u4e0eKafka\u96c6\u6210\u6765\u4f5c\u4e3a\u5e95\u5c42\u7684\u65e5\u5fd7\u3002<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">Storm\u662f\u5e7f\u6cdb\u4f7f\u7528\u7684\u53ef\u4ee5\u5f88\u597d\u7684\u4e0eKafka\u96c6\u6210\u7684\u6d41\u5904\u7406\u6846\u67b6\u4e4b\u4e00\u3002<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">Spark Streaming\u4e00\u4e2a\u6d41\u5904\u7406\u6846\u67b6\uff0c\u5b83\u662fSpark\u7684\u4e00\u90e8\u5206\u3002<\/p>\n<\/li>\n<li>\n<p style=\"text-align: left\">Summingbird\u662f\u5728Storm\u6216Hadoop\u4e4b\u4e0a\u7684\u4e00\u5c42\uff0c\u5b83\u63d0\u4f9b\u4e86\u4fbf\u6d01\u7684\u8ba1\u7b97\u6458\u8981\u3002<\/p>\n<\/li>\n<\/ul>\n<p style=\"text-align: left\">\u5bf9\u4e8e\u8fd9\u4e00\u9886\u57df\uff0c\u6211\u5c06\u6301\u7eed\u7684\u5173\u6ce8\uff0c\u5982\u4f55\u60a8\u77e5\u9053\u4e00\u4e9b\u6211\u9057\u6f0f\u7684\u5185\u5bb9\uff0c\u8bf7\u60a8\u544a\u77e5\uff0c\u8c22\u8c22\u3002<\/p>\n<p style=\"text-align: left\">\u539f\u6587\u94fe\u63a5\uff1a<a href=\"http:\/\/engineering.linkedin.com\/distributed-systems\/log-what-every-software-engineer-should-know-about-real-time-datas-unifying\" target=\"_blank\" rel=\"nofollow noopener\">http:\/\/engineering.linkedin.com\/distributed-systems\/log-what-every-software-engineer-should-know-about-real-time-datas-unifying<\/a><\/p>\n<p style=\"text-align: left\">\u8bd1\u6587\u94fe\u63a5\uff1a<a href=\"http:\/\/www.oschina.net\/translate\/log-what-every-software-engineer-should-know-about-real-time-datas-unifying?lang=chs&amp;#\" target=\"_blank\" rel=\"nofollow noopener\">http:\/\/www.oschina.net\/translate\/log-what-every-software-engineer-should-know-about-real-time-datas-unifying?lang=chs&amp;#<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6211\u5728\u516d\u5e74\u524d\u7684\u4e00\u4e2a\u4ee4\u4eba\u5174\u594b\u7684\u65f6\u523b\u52a0\u5165\u5230LinkedIn\u516c\u53f8\u3002\u4ece\u90a3\u4e2a\u65f6\u5019\u5f00\u59cb\u6211\u4eec\u5c31\u7834\u89e3\u5355\u4e00\u7684\u3001\u96c6\u4e2d\u5f0f\u6570\u636e\u5e93\u7684\u9650\u5236\uff0c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":372185,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[61],"tags":[],"class_list":["post-372184","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-website"],"_links":{"self":[{"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/posts\/372184","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/comments?post=372184"}],"version-history":[{"count":0,"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/posts\/372184\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/media\/372185"}],"wp:attachment":[{"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/media?parent=372184"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/categories?post=372184"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/idc.net\/help\/wp-json\/wp\/v2\/tags?post=372184"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}