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2017\u5e74\uff0c\u652f\u6301\u5927\u91cf\u7ed3\u6784\u5316\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u7cfb\u7edf\u5c06\u7ee7\u7eed\u589e\u957f\u3002\u5e02\u573a\u9700\u8981\u6570\u636e\u5e73\u53f0\u6765\u5e2e\u52a9\u6570\u636e\u7ba1\u7406\u4eba\u5458\u7ba1\u7406\u548c\u4fdd\u62a4\u5927\u6570\u636e\uff0c\u540c\u65f6\u5141\u8bb8\u6700\u7ec8\u7528\u6237\u8fdb\u884c\u6570\u636e\u5206\u6790\u3002\u8fd9\u4e9b\u7cfb\u7edf\u5c06\u9010\u6b65\u6210\u719f\uff0c\u5728\u4f01\u4e1a\u5185\u90e8\u7684IT\u7cfb\u7edf\u4e2d\u66f4\u597d\u5730\u8fd0\u884c\u3002<\/p>\n\n\n\n

\"\"<\/a><\/figure>\n\n\n\n

\u3000\u30001\u3001\u6570\u636e\u5904\u7406\u53d8\u5f97\u66f4\u52a0\u5feb\u901f\uff0c\u6570\u636e\u4e5f\u53d8\u5f97\u66f4\u52a0\u6613\u4e8e\u4f7f\u7528<\/strong><\/p>\n\n\n\n

\u9009\u9879\u6269\u5c55\u5c06\u52a0\u901fHadoop<\/p>\n\n\n\n

\u5f53\u7136\uff0c\u4f60\u53ef\u4ee5\u5728Hadoop\u4e0a\u6267\u884c\u673a\u5668\u5b66\u4e60\u548c\u60c5\u7eea\u5206\u6790\uff0c\u4f46\u4eba\u4eec\u5e38\u5e38\u4f1a\u95ee\u7684\u7b2c\u4e00\u4e2a\u95ee\u9898\u662f\uff1a\u4ea4\u4e92\u5f0fSQL(\u7ed3\u6784\u5316\u67e5\u8be2\u8bed\u8a00\uff0c\u4e00\u79cd\u6570\u636e\u5e93\u67e5\u8be2\u548c\u7a0b\u5e8f\u8bbe\u8ba1\u8bed\u8a00\uff0c\u7528\u4e8e\u5b58\u53d6\u6570\u636e\u4ee5\u53ca\u67e5\u8be2\u3001\u66f4\u65b0\u548c\u7ba1\u7406\u5173\u7cfb\u6570\u636e\u5e93\u7cfb\u7edf)\u7a76\u7adf\u6709\u591a\u5feb?\u6bd5\u7adf\uff0cSQL\u76f8\u5f53\u4e8e\u4f01\u4e1a\u7528\u6237\u7684\u201c\u5bfc\u7ba1\u201d\u2014\u2014\u4ed6\u4eec\u5e0c\u671b\u4f7f\u7528Hadoop\u6570\u636e\u6765\u66f4\u5feb\u7684\u83b7\u5f97\u53ef\u590d\u7528\u7684BI\u4eea\u8868\u76d8(\u4e00\u79cd\u5411\u4f01\u4e1a\u5c55\u793a\u5ea6\u91cf\u4fe1\u606f\u548c\u5173\u952e\u4e1a\u52a1\u6307\u6807\u5373KPI\u73b0\u72b6\u7684\u6570\u636e\u865a\u62df\u5316\u5de5\u5177)\uff0c\u6216\u8005\u662f\u8fdb\u884c\u4e00\u4e9b\u63a2\u7d22\u6027\u5206\u6790\u3002<\/p>\n\n\n\n

\u8fd9\u79cd\u5bf9\u901f\u5ea6\u7684\u9700\u6c42\u4fc3\u4f7f\u7528\u6237\u91c7\u7528\u8bbf\u95ee\u901f\u5ea6\u66f4\u5feb\u548c\u6267\u884c\u6548\u7387\u66f4\u9ad8\u7684\u6570\u636e\u5e93\uff0c\u5982Exasol\u3001MemSQL\uff0c\u6216\u8005\u662f\u7c7b\u4f3c\u4e8eKudu\u8fd9\u79cd\u57fa\u4e8eHadoop\u7684\u5546\u5e97\uff0c\u5f53\u7136\u8fd8\u9700\u8981\u80fd\u591f\u66f4\u5feb\u67e5\u8be2\u6570\u636e\u7684\u6280\u672f\u3002\u8bf8\u5982SQL-on-Hadoop\u5f15\u64ce(Apache Impala\uff0cHive LLAP\uff0cPresto\uff0cPhoenix\u548cDrill)\u548cOLAP-on-Hadoop\u6280\u672f(AtScale\uff0cJethro Data\u548cKyvos Insights)\u8fd9\u6837\u7684\u6570\u636e\u67e5\u8be2\u52a0\u901f\u5668\u5c06\u8fdb\u4e00\u6b65\u6a21\u7cca\u4f20\u7edf\u6570\u636e\u5e93\u4e0e\u5927\u6570\u636e\u4e16\u754c\u7684\u8fb9\u754c\u3002<\/p>\n\n\n\n

\u3000\u30002\u3001\u5927\u6570\u636e\u4e0d\u518d\u53ea\u662fHadoop<\/strong><\/p>\n\n\n\n

\u4e13\u95e8\u57fa\u4e8eHadoop\u5f00\u53d1\u7684\u5de5\u5177\u5df2\u8fc7\u65f6<\/p>\n\n\n\n

\u5728\u8fc7\u53bb\u7684\u51e0\u5e74\u4e2d\uff0c\u968f\u7740\u5927\u6570\u636e\u6d6a\u6f6e\u6765\u88ad\uff0c\u6570\u79cd\u4e3a\u4e86\u6ee1\u8db3Hadoop\u5206\u6790\u9700\u6c42\u7684\u6280\u672f\u5174\u8d77\u3002\u4f46\u662f\uff0c\u8eab\u5904\u590d\u6742\uff0c\u5f02\u6784\u73af\u5883\u4e2d\u7684\u4f01\u4e1a\u4e0d\u518d\u5e0c\u671b\u4ec5\u4e3a\u4e00\u4e2a\u6570\u636e\u6e90(Hadoop)\u91c7\u7528\u5b64\u7acb\u7684BI\u8bbf\u95ee\u70b9\u3002\u4ed6\u4eec\u9700\u8981\u7684\u7b54\u6848\u88ab\u57cb\u6ca1\u5728\u4e00\u5927\u5806\u6570\u636e\u6e90\u4e2d\uff0c\u4ece\u8bb0\u5f55\u7cfb\u7edf\u5230\u4e91\u7aef\uff0c\u518d\u5230\u6765\u81eaHadoop\u548c\u975eHadoop\u6e90\u7684\u7ed3\u6784\u5316\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\u3002(\u987a\u4fbf\u8bf4\u4e00\u53e5\uff0c\u751a\u81f3\u8fde\u5173\u7cfb\u578b\u6570\u636e\u5e93\u4e5f\u6b63\u5728\u4e3a\u5927\u6570\u636e\u8d8b\u52bf\u505a\u51c6\u5907\u3002\u4f8b\u5982\uff0cSQL Server 2016\u4e8e\u8fd1\u65e5\u6dfb\u52a0\u4e86JSON\u652f\u6301)\u3002<\/p>\n\n\n\n

\u57282017\u5e74\uff0c\u5ba2\u6237\u5c06\u4f1a\u9700\u8981\u5bf9\u6240\u6709\u6570\u636e\u90fd\u8fdb\u884c\u5206\u6790\u3002\u4e0d\u4f9d\u8d56\u4e8e\u6570\u636e\u6e90\u7684\u5e73\u53f0\u5c06\u4f1a\u8301\u58ee\u6210\u957f\uff0c\u800c\u4e13\u4e3aHadoop\u800c\u8bbe\u8ba1\u7684\u5e73\u53f0\u548c\u672a\u80fd\u8de8\u5e94\u7528\u90e8\u7f72\u7684\u5e73\u53f0\u5c06\u88ab\u5f03\u7528\u3002Platfora\u7684\u9000\u51fa\u4fbf\u662f\u8fd9\u4e00\u8d8b\u52bf\u7684\u9884\u793a\u3002<\/p>\n\n\n\n

\u3000\u30003\u3001\u76f8\u5173\u7ec4\u7ec7\u5c06\u5229\u7528\u6570\u636e\u6e56(DataLake)\u6765\u5b9e\u73b0\u4ef7\u503c<\/strong><\/p>\n\n\n\n

\u6570\u636e\u6e56\u5c31\u50cf\u4e00\u4e2a\u4eba\u9020\u6c34\u5e93<\/p>\n\n\n\n

\u6570\u636e\u6e56\u5c31\u50cf\u4e00\u4e2a\u4eba\u9020\u6c34\u5e93\u3002\u9996\u5148\u4f60\u8981\u5efa\u9020\u4e00\u4e2a\u6c34\u575d(\u6784\u5efa\u4e00\u4e2a\u96c6\u7fa4)\uff0c\u7136\u540e\u586b\u6ee1\u6c34(\u6570\u636e)\u3002\u4e00\u65e6\u5efa\u7acb\u4e86\u6e56\u6cca\uff0c\u4f60\u5c06\u5f00\u59cb\u56e0\u4e3a\u5404\u79cd\u76ee\u7684\u800c\u4f7f\u7528\u8fd9\u4e9b\u6c34\u8d44\u6e90(\u6570\u636e)\uff0c\u5982\u53d1\u7535\uff0c\u996e\u7528\u4ee5\u53ca\u5404\u79cd\u6d88\u9063(\u9884\u6d4b\u5206\u6790\uff0c\u673a\u5668\u5b66\u4e60\uff0c\u7f51\u7edc\u5b89\u5168\u7b49)\u3002<\/p>\n\n\n\n

\u800c\u4eca\uff0c\u4fdd\u6709\u6570\u636e\u6e56\u91cc\u7684\u6570\u636e\u5df2\u7ecf\u53d8\u6210\u4e86\u4e00\u79cd\u4e3a\u4e86\u4fdd\u7559\u800c\u4fdd\u7559\u7684\u884c\u4e3a\u3002\u57282017\u5e74\uff0c\u8fd9\u5c06\u968f\u7740Hadoop\u4e1a\u52a1\u7684\u6536\u7d27\u800c\u6539\u53d8\u3002\u5404\u4e2a\u7ec4\u7ec7\u8981\u6c42\u53ef\u91cd\u590d\u7684\u5e76\u4e14\u654f\u6377\u5730\u4f7f\u7528\u6570\u636e\u6e56\uff0c\u4ee5\u4fbf\u66f4\u5feb\u5730\u83b7\u5f97\u54cd\u5e94\u3002\u5728\u786e\u5b9a\u5bf9\u4eba\u4e8b\u3001\u6570\u636e\u548c\u57fa\u7840\u8bbe\u65bd\u7684\u76f8\u5e94\u6295\u8d44\u4e4b\u524d\uff0c\u4f01\u4e1a\u4f1a\u66f4\u52a0\u614e\u91cd\u7684\u8003\u8651\u4e1a\u52a1\u6210\u679c\u3002\u8fd9\u5c06\u4fc3\u8fdb\u4e1a\u52a1\u548cIT\u4e4b\u95f4\u7684\u5f3a\u529b\u8026\u5408\u3002\u800c\u81ea\u52a9\u670d\u52a1\u5e73\u53f0\u4f5c\u4e3a\u5206\u6790\u5927\u6570\u636e\u8d44\u4ea7\u7684\u5de5\u5177\u5c06\u83b7\u5f97\u66f4\u6df1\u5165\u7684\u8ba4\u53ef\u3002<\/p>\n\n\n\n

\u53e6\u5916\uff0c \u516c\u53f8\u8fd8\u5c06\u5173\u6ce8\u4e1a\u52a1\u9a71\u52a8\u578b\u5e94\u7528\uff0c\u907f\u514d\u6570\u636e\u6e56\u9677\u5165\u56f0\u5883\u3002 \u57282017\u5e74\uff0c\u4f01\u4e1a\u673a\u6784\u5c06\u4ece\u201c\u6784\u5efa\u672a\u6765\u201d\u7684\u6570\u636e\u6e56\u5e94\u7528\u8f6c\u5411\u4e1a\u52a1\u9a71\u52a8\u578b\u6570\u636e\u5e94\u7528\u3002\u5f53\u4eca\u4e16\u754c\u9700\u8981\u5206\u6790\u548c\u64cd\u4f5c\u80fd\u529b\u53bb\u89e6\u53ca\u5ba2\u6237\u3001\u5904\u7406\u7d22\u8d54\u5e76\u4e14\u8fde\u63a5\u5230\u4e2a\u4f53\u7684\u4e0d\u540c\u8bbe\u5907\u3002<\/p>\n\n\n\n

\u4e3e\u4f8b\u800c\u8a00\uff0c\u4efb\u4f55\u5546\u4e1a\u7f51\u7ad9\u9700\u8981\u63d0\u4f9b\u5b9e\u65f6\u7684\u4e2a\u6027\u5316\u63a8\u8350\u548c\u4ef7\u683c\u67e5\u8be2\u3002\u533b\u7597\u5065\u5eb7\u578b\u4f01\u4e1a\u5fc5\u987b\u5904\u7406\u6709\u6548\u7684\u7d22\u8d54\u5e76\u4e14\u8fd0\u7528\u5206\u6790\u8fd0\u8425\u7cfb\u7edf\u6765\u9632\u6b62\u7d22\u8d54\u6b3a\u8bc8\u3002\u5a92\u4f53\u516c\u53f8\u9700\u8981\u901a\u8fc7\u673a\u9876\u76d2\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u5185\u5bb9\u3002\u6c7d\u8f66\u5236\u9020\u5546\u548c\u6c7d\u8f66\u5171\u4eab\u516c\u53f8\u5219\u8981\u4ea4\u4e92\u8fd0\u8425\u5176\u8f66\u8f86\u548c\u53f8\u673a\u3002\u8fd9\u4e9b\u6848\u4f8b\u7684\u5b9e\u65bd\u4ea4\u4ed8\u5747\u9700\u8981\u7531\u4e00\u4e2a\u654f\u6377\u5e73\u53f0\u6765\u5b9e\u73b0\uff0c\u540c\u65f6\u63d0\u4f9b\u5206\u6790\u548c\u8fd0\u8425\u7684\u5904\u7406\uff0c\u8de8\u8d8a\u540e\u53f0\u5206\u6790\u548c\u524d\u53f0\u8fd0\u8425\u8fdb\u884c\u6574\u5408\uff0c\u63d0\u5347\u4e86\u5546\u4e1a\u4ef7\u503c\u3002<\/p>\n\n\n\n

\u3000\u30004\u3001\u6210\u719f\u7684\u67b6\u6784\u62d2\u7edd\u901a\u7528\u578b\u6846\u67b6<\/strong><\/p>\n\n\n\n

Hadoop\u4e0d\u518d\u53ea\u662f\u4e00\u4e2a\u7528\u4e8e\u6570\u636e\u79d1\u5b66\u7528\u4f8b\u7684\u6279\u5904\u7406\u5e73\u53f0<\/p>\n\n\n\n

Hadoop\u4e0d\u518d\u53ea\u662f\u4e00\u4e2a\u7528\u4e8e\u6570\u636e\u79d1\u5b66\u7528\u4f8b\u7684\u6279\u5904\u7406\u5e73\u53f0\u3002\u5b83\u5df2\u7ecf\u6210\u4e3a\u4e00\u79cd\u4e13\u4e3a\u7279\u6b8a\u5206\u6790\u800c\u67b6\u8bbe\u7684\u591a\u7528\u9014\u5206\u6790\u5f15\u64ce\uff0c\u751a\u81f3\u88ab\u7528\u4e8e\u65e5\u5e38\u5de5\u4f5c\u8d1f\u8f7d\u7684\u64cd\u4f5c\u62a5\u544a\u2014\u2014\u4f20\u7edf\u4e0a\u8fd9\u9879\u4efb\u52a1\u662f\u7531\u6570\u636e\u4ed3\u5e93(\u5927\u91cf\u6570\u636e\u63d0\u53d6\u548c\u5206\u6790\u7684\u5de5\u5177)\u6765\u5904\u7406\u7684\u3002<\/p>\n\n\n\n

\u57282017\u5e74\uff0c\u5404\u4e2a\u7ec4\u7ec7\u5c06\u901a\u8fc7\u7279\u5b9a\u7684\u7528\u4f8b\u7684\u67b6\u6784\u8bbe\u8ba1\u6765\u6ee1\u8db3\u73b0\u5b58\u7684\u6df7\u5408\u9700\u6c42\u3002\u4ed6\u4eec\u5c06\u7814\u7a76\u4e00\u7cfb\u5217\u7684\u56e0\u7d20\uff0c\u5305\u62ec\u7528\u6237\u89d2\u8272\u6a21\u578b\u3001\u8bbf\u95ee\u9891\u7387\u3001\u6570\u636e\u901f\u5ea6\u548c\u805a\u5408\u7ea7\u522b\u7b49\uff0c\u7136\u540e\u624d\u80fd\u63d0\u4ea4\u5408\u9002\u7684\u6570\u636e\u7b56\u7565\u3002\u8fd9\u4e9b\u73b0\u4ee3\u5316\u7684\u53c2\u8003\u67b6\u6784\u7531\u9700\u6c42\u9a71\u52a8\uff0c\u4ed6\u4eec\u5c06\u4ee5\u67d0\u79cd\u65b9\u5f0f\u5c06\u6700\u597d\u7684\u81ea\u52a9\u670d\u52a1\u6570\u636e\u51c6\u5907\u5de5\u5177Hadoop\u6838\u5fc3\u548c\u6700\u7ec8\u7528\u6237\u5206\u6790\u5e73\u53f0\u7ed3\u5408\u8d77\u6765\uff0c\u4ee5\u4fbf\u53ef\u4ee5\u6839\u636e\u8fd9\u4e9b\u9700\u6c42\u8fdb\u884c\u91cd\u65b0\u914d\u7f6e\u3002\u8fd9\u4e9b\u67b6\u6784\u7684\u7075\u6d3b\u6027\u5c06\u6700\u7ec8\u63a8\u52a8\u6280\u672f\u9009\u62e9\u3002<\/p>\n\n\n\n

\u3000\u30005\u3001\u63a8\u52a8\u5927\u6570\u636e\u6295\u8d44\u7684\u662f\u6570\u636e\u7684\u591a\u6837\u6027\uff0c\u800c\u4e0d\u662f\u4f53\u91cf\u548c\u901f<\/strong><\/p>\n\n\n\n

Gartner\u5c06\u5927\u6570\u636e\u5b9a\u4e49\u4e3a\u201c\u4e09\u9ad8\u201d<\/p>\n\n\n\n

Gartner\u5c06\u5927\u6570\u636e\u5b9a\u4e49\u4e3a\u201c\u4e09\u9ad8\u201d\uff1a\u9ad8\u5bb9\u91cf\uff0c\u9ad8\u901f\u7387\uff0c\u9ad8\u54c1\u7c7b\u7684\u4fe1\u606f\u8d44\u4ea7\u3002\u6b63\u5982New Vantage Partners\u6700\u8fd1\u7684\u4e00\u9879\u8c03\u67e5\u7ed3\u679c\u6240\u793a\uff1a\u867d\u7136\u4e09\u4e2a\u7279\u6027\u90fd\u5728\u51f8\u663e\uff0c\u4f46\u5176\u4e2d\uff0c\u591a\u5143\u5316\u65e0\u7591\u6b63\u6210\u4e3a\u5927\u6570\u636e\u6295\u8d44\u7684\u4e3b\u5bfc\u63a8\u52a8\u529b\u3002<\/p>\n\n\n\n

\u968f\u7740\u4f01\u4e1a\u5bfb\u6c42\u6574\u5408\u66f4\u591a\u6765\u6e90\u5e76\u5173\u6ce8\u5927\u6570\u636e\u7684\u201c\u957f\u5c3e\u201d\uff0c\u8fd9\u4e00\u8d8b\u52bf\u5c06\u66f4\u52a0\u660e\u663e\u3002\u4ece\u81ea\u7531\u6a21\u5f0f\u7684JSON\u5230\u5d4c\u5165\u5f0f\u7684\u6570\u636e\u5e93(\u5982\u5173\u7cfb\u6570\u636e\u5e93\u548c\u975e\u5173\u7cfb\u6570\u636e\u5e93)\uff0c\u5230\u975e\u5e73\u9762\u6570\u636e(\u5982Avro\uff0cParquet\uff0cXML)\uff0c\u6570\u636e\u683c\u5f0f\u6b63\u5728\u6210\u500d\u589e\u957f\uff0c\u8fde\u63a5\u5668\u53d8\u5f97\u81f3\u5173\u91cd\u8981\uff0c\u5b83\u5c06\u4e0d\u540c\u683c\u5f0f\u7684\u6570\u636e\u53d8\u6210\u7edf\u4e00\u7684\u8868\u8fbe\/\u5b83\u8ba9\u4e0d\u540c\u683c\u5f0f\u7684\u6570\u636e\u4e4b\u95f4\u5b9e\u73b0\u4e92\u901a\u3002\u57282017\u5e74\uff0c\u4e3a\u96f6\u6563\u7684\u3001\u4e0d\u540c\u7684\u8d44\u6e90\u63d0\u4f9b\u5373\u65f6\u8fde\u63a5\u7684\u80fd\u529b\uff0c\u5c06\u6210\u4e3a\u8bc4\u4f30\u4e00\u4e2a\u5e73\u53f0\u80fd\u529b\u7684\u91cd\u8981\u65b9\u9762\u3002<\/p>\n\n\n\n

\u3000\u30006\u3001Spark\u548c\u673a\u5668\u5b66\u4e60\u6253\u901a\u5927\u6570\u636e\u7684\u4efb\u7763\u4e8c\u8109<\/strong><\/p>\n\n\n\n

Apache Spark\u66fe\u662fHadoop\u751f\u6001\u7cfb\u7edf\u7684\u4e00\u4e2a\u7ec4\u4ef6\uff0c\u73b0\u5728\u6b63\u6210\u4e3a\u5927\u6570\u636e\u5e73\u53f0\u4f01\u4e1a\u7684\u9996\u9009\u3002<\/p>\n\n\n\n

\u5728\u5bf9\u6570\u636e\u67b6\u6784\u5e08\u3001IT\u7ecf\u7406\u548cBI\u5206\u6790\u5e08\u7684\u8c03\u67e5\u4e2d\uff0c\u8fd170%\u7684\u53d7\u8bbf\u8005\u8868\u793a\uff0c\u73b0\u6709\u7684MapReduce\u91cc\u8fb9\u6700\u9752\u7750Spark\uff0c\u5b83\u662f\u6279\u91cf\u5bfc\u5411\u7684\u5e76\u884c\u5904\u7406\uff0c\u4f46\u4e0d\u9002\u5408\u4ea4\u4e92\u5f0f\u5e94\u7528\u7a0b\u5e8f\u6216\u5b9e\u65f6\u6d41\u5904\u7406\u3002<\/p>\n\n\n\n

\u8fd9\u4e9b\u4ee5\u5927\u6570\u636e\u4e3a\u57fa\u7840\u7684\u8d85\u7ea7\u8ba1\u7b97\u80fd\u529b\u4e3a\u8ba1\u7b97\u5bc6\u96c6\u578b\u7684\u5e73\u53f0\u63d0\u4f9b\u4e86\u6781\u5927\u7684\u52a9\u529b\uff0c\u5982\uff1a\u673a\u5668\u5b66\u4e60(ML)\u3001\u4eba\u5de5\u667a\u80fd(AI)\u3001\u56fe\u5f62\u7b97\u6cd5\u7b49\u3002\u5c24\u5176\u5bf9\u4e8eMicrosoft Azure\u673a\u5668\u5b66\u4e60\uff0c\u7531\u4e8e\u4e0a\u8ff0\u8ba1\u7b97\u80fd\u529b\u4e5f\u5b8c\u5168\u9002\u7528\u4e8e\u521d\u5b66\u8005\uff0c\u5e76\u80fd\u8fc5\u901f\u96c6\u6210\u5230\u73b0\u6709\u7684Microsoft\u5e73\u53f0\u3002\u5411\u5927\u4f17\u5f00\u653e\u673a\u5668\u5b66\u4e60\u5c06\u6709\u52a9\u4e8e\u521b\u5efa\u66f4\u591a\u7684\u6a21\u578b\u548c\u5e94\u7528\u7a0b\u5e8f\u6765\u751f\u6210PB\u7ea7\u6570\u636e\u3002\u968f\u7740\u673a\u5668\u5b66\u4e60\u548c\u7cfb\u7edf\u65e5\u76ca\u667a\u80fd\u5316\uff0c\u81ea\u52a9\u670d\u52a1\u8f6f\u4ef6\u63d0\u4f9b\u5546\u4eec\u662f\u65f6\u5019\u8981\u6316\u6398\u4e00\u4e0b\u5927\u6570\u636e\u7684\u529b\u91cf\u5982\u4f55\u53d8\u73b0\u5230\u6700\u7ec8\u7528\u6237\u8eab\u4e0a\u3002<\/p>\n\n\n\n

\u3000\u30007\u3001\u7269\u8054\u7f51\u3001\u4e91\u670d\u52a1\u548c\u5927\u6570\u636e\u96c6\u7ed3\u8d77\u6765\u4fbf\u662f\u81ea\u52a9\u670d\u52a1\u7684\u65b0\u673a\u9047<\/strong><\/p>\n\n\n\n

\u57282017\u5e74\uff0c\u4f3c\u4e4e\u4e00\u5207\u90fd\u5c06\u6709\u4e00\u4e2a\u4f20\u611f\u5668\u628a\u4fe1\u606f\u9001\u56de\u4e3b\u4f53<\/p>\n\n\n\n

IoT\u6b63\u5728\u751f\u6210\u5927\u91cf\u7684\u7ed3\u6784\u5316\u548c\u975e\u7ed3\u6784\u5316\u6570\u636e\uff0c\u800c\u4e14\u8d8a\u6765\u8d8a\u591a\u7684\u6570\u636e\u90e8\u7f72\u5728\u4e91\u670d\u52a1\u4e0a\u3002\u6570\u636e\u901a\u5e38\u662f\u5f02\u6784\u7684\uff0c\u5e76\u4e14\u5b58\u5728\u4e8e\u591a\u4e2a\u5173\u7cfb\u548c\u975e\u5173\u7cfb\u7cfb\u7edf\u4e2d\uff0c\u5982Hadoop\u96c6\u7fa4\u3001\u975e\u5173\u7cfb\u6570\u636e\u5e93\u7b49\u3002<\/p>\n\n\n\n

\u867d\u7136\u5b58\u50a8\u548c\u7ba1\u7406\u670d\u52a1\u7684\u521b\u65b0\u52a0\u5feb\u4e86\u6570\u636e\u83b7\u53d6\u7684\u6b65\u4f10\u3001\u8fdb\u7a0b\u7a0b\uff0c\u4f46\u8bbf\u95ee\u548c\u7406\u89e3\u6570\u636e\u672c\u8eab\u4ecd\u7136\u662f\u68d8\u624b\u7684\u201c\u6700\u540e\u4e00\u7c73\u201d\u3002\u56e0\u6b64\uff0c\u5bf9\u4e8e\u65e0\u7f1d\u8fde\u63a5\u548c\u7ec4\u5408\u5404\u79cd\u4e91\u6258\u7ba1\u6570\u636e\u6e90\u7684\u5206\u6790\u5de5\u5177\u7684\u9700\u6c42\u6b63\u5728\u589e\u957f\u3002\u8fd9\u6837\u7684\u5de5\u5177\u4f7f\u4f01\u4e1a\u5b9e\u73b0\u4e86\u5927\u6570\u636e\u5e93\u7684\u5373\u65f6\u8c03\u53d6\u548c\u53ef\u89c6\u5316\u7ba1\u7406\uff0c\uff0c\u4ece\u800c\u5e2e\u52a9\u7269\u8054\u7f51\u6295\u8d44\u8005\u6316\u6398\u9690\u85cf\u7684\u673a\u4f1a\u3002<\/p>\n\n\n\n

Hadoop\u5927\u6570\u636e\u6280\u672f\u6848\u4f8b<\/p>\n\n\n\n

\u8ba9Hadoop\u548c\u5176\u4ed6\u5927\u6570\u636e\u6280\u672f\u5982\u6b64\u5f15\u4eba\u6ce8\u76ee\u7684\u90e8\u5206\u539f\u56e0\u662f\uff0c\u4ed6\u4eec\u8ba9\u4f01\u4e1a\u627e\u5230\u95ee\u9898\u7684\u7b54\u6848\uff0c\u800c\u5728\u6b64\u4e4b\u524d\u4ed6\u4eec\u751a\u81f3\u4e0d\u77e5\u9053\u95ee\u9898\u662f\u4ec0\u4e48\u3002\u5305\u62ec\u8c37\u6b4c\uff0cFacebook\u3001LinkedIn\u8fd8\u5728\u5185\u7684\u8bf8\u591a\u5de8\u5934\uff0c\u90fd\u5728\u5e2e\u52a9Hadoop\u6539\u5584\u8fd0\u8425\u6548\u7387\u3002\u5177\u4f53\u5305\u62ec\u5305\u62ec\uff1a<\/p>\n\n\n\n

\u60c5\u611f\u5206\u6790\uff1aHadoop\u4e0e\u5148\u8fdb\u7684\u6587\u672c\u5206\u6790\u5de5\u5177\u7ed3\u5408\uff0c\u5206\u6790\u793e\u4f1a\u5316\u5a92\u4f53\u548c\u793e\u4ea4\u7f51\u7edc\u53d1\u5e03\u7684\u975e\u7ed3\u6784\u5316\u7684\u6587\u672c\uff0c\u5305\u62ecTweets\u548cFacebook\uff0c\u4ee5\u786e\u5b9a\u7528\u6237\u5bf9\u7279\u5b9a\u516c\u53f8\uff0c\u54c1\u724c\u6216\u4ea7\u54c1\u7684\u60c5\u7eea\u3002\u5206\u6790\u65e2\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u5b8f\u89c2\u5c42\u9762\u7684\u60c5\u7eea\uff0c\u4e5f\u53ef\u4ee5\u7ec6\u5206\u5230\u4e2a\u4eba\u7528\u6237\u7684\u60c5\u7eea\u3002<\/p>\n\n\n\n

\u98ce\u9669\u5efa\u6a21\uff1a\u8d22\u52a1\u516c\u53f8\u3001\u94f6\u884c\u7b49\u516c\u53f8\u4f7f\u7528Hadoop\u548c\u4e0b\u4e00\u4ee3\u6570\u636e\u4ed3\u5e93\u5206\u6790\u5927\u91cf\u4ea4\u6613\u6570\u636e\uff0c\u4ee5\u786e\u5b9a\u91d1\u878d\u8d44\u4ea7\u7684\u98ce\u9669\uff0c\u6a21\u62df\u5e02\u573a\u884c\u4e3a\u4e3a\u6f5c\u5728\u7684\u201c\u5047\u8bbe\u201d\u65b9\u6848\u505a\u51c6\u5907\uff0c\u5e76\u6839\u636e\u98ce\u9669\u4e3a\u6f5c\u5728\u5ba2\u6237\u6253\u5206\u3002<\/p>\n\n\n\n

\u6b3a\u8bc8\u68c0\u6d4b\uff1a\u91d1\u878d\u516c\u53f8\u3001\u96f6\u552e\u5546\u7b49\u4f7f\u7528\u5927\u6570\u636e\u6280\u672f\u5c06\u5ba2\u6237\u884c\u4e3a\u4e0e\u5386\u53f2\u4ea4\u6613\u6570\u636e\u7ed3\u5408\u6765\u68c0\u6d4b\u6b3a\u8bc8\u884c\u4e3a\u3002\u4f8b\u5982\uff0c\u4fe1\u7528\u5361\u516c\u53f8\u4f7f\u7528\u5927\u6570\u636e\u6280\u672f\u8bc6\u522b\u53ef\u80fd\u7684\u88ab\u76d7\u5361\u7684\u4ea4\u6613\u884c\u4e3a\u3002<\/p>\n\n\n\n

\u5ba2\u6237\u6d41\u5931\u5206\u6790\uff1a\u4f01\u4e1a\u4f7f\u7528Hadoop\u548c\u5927\u6570\u636e\u6280\u672f\u5206\u6790\u5ba2\u6237\u884c\u4e3a\u6570\u636e\u5e76\u786e\u5b9a\u5206\u6790\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u6307\u51fa\u54ea\u4e9b\u5ba2\u6237\u6700\u6709\u53ef\u80fd\u6d41\u5411\u5b58\u5728\u7ade\u4e89\u5173\u7cfb\u7684\u4f9b\u5e94\u5546\u6216\u670d\u52a1\u5546\u3002\u4f01\u4e1a\u5c31\u80fd\u91c7\u53d6\u6700\u6709\u6548\u7684\u63aa\u65bd\u633d\u7559\u6b32\u6d41\u5931\u5ba2\u6237\u3002<\/p>\n\n\n\n

\u7528\u6237\u4f53\u9a8c\u5206\u6790\uff1a\u9762\u5411\u6d88\u8d39\u8005\u7684\u4f01\u4e1a\u4f7f\u7528Hadoop\u548c\u5176\u4ed6\u5927\u6570\u636e\u6280\u672f\u5c06\u4e4b\u524d\u5355\u4e00\u5ba2\u6237\u4e92\u52a8\u6e20\u9053(\u5982\u547c\u53eb\u4e2d\u5fc3\uff0c\u7f51\u4e0a\u804a\u5929\uff0c\u5fae\u535a\u7b49)\u6570\u636e\u6574\u5408\u5728\u4e00\u8d77\uff0c\u4ee5\u83b7\u5f97\u5bf9\u5ba2\u6237\u4f53\u9a8c\u7684\u5b8c\u6574\u89c6\u56fe\u3002\u8fd9\u4f7f\u4f01\u4e1a\u80fd\u591f\u4e86\u89e3\u5ba2\u6237\u4ea4\u4e92\u6e20\u9053\u4e4b\u95f4\u7684\u76f8\u4e92\u5f71\u54cd\uff0c\u4ece\u800c\u4f18\u5316\u6574\u4e2a\u5ba2\u6237\u751f\u547d\u5468\u671f\u7684\u7528\u6237\u4f53\u9a8c\u3002<\/p>\n\n\n\n

\u3000\u30008\u3001\u5728\u6700\u7ec8\u7528\u6237\u9a71\u52a8\u4e0b\uff0c\u81ea\u52a9\u6570\u636e\u9884\u5904\u7406\u8d70\u5411\u4e3b\u6d41<\/strong><\/p>\n\n\n\n

Hadoop\u6570\u636e\u5982\u4f55\u8d70\u8fdb\u4f01\u4e1a\u7528\u6237\uff0c\u662f\u5f53\u4e0b\u6700\u5927\u7684\u6311\u6218\u4e4b\u4e00\u3002<\/p>\n\n\n\n

Hadoop\u6570\u636e\u5982\u4f55\u8d70\u8fdb\u4f01\u4e1a\u7528\u6237\uff0c\u662f\u5f53\u4e0b\u6700\u5927\u7684\u6311\u6218\u4e4b\u4e00\u3002\u81ea\u52a9\u670d\u52a1\u5206\u6790\u5e73\u53f0\u7684\u5174\u8d77\u6539\u5584\u4e86\u8fd9\u4e00\u8fc7\u7a0b\u3002\u4f46\u4f01\u4e1a\u7528\u6237\u5e0c\u671b\u8fdb\u4e00\u6b65\u7b80\u5316\u6570\u636e\u5206\u6790\u7684\u6d41\u7a0b\uff0c\u5c24\u5176\u5728\u5904\u7406\u591a\u79cd\u6570\u636e\u7c7b\u578b\u548c\u683c\u5f0f\u65f6\uff0c\u8fd9\u4e00\u8bc9\u6c42\u66f4\u52a0\u660e\u663e\u3002<\/p>\n\n\n\n

\u654f\u6377\u7684\u81ea\u52a9\u670d\u52a1\u6570\u636e\u9884\u5904\u7406\u5de5\u5177\u4e0d\u4ec5\u53ef\u4ee5\u5728\u6e90\u5904\u9884\u5904\u7406Hadoop\u6570\u636e\uff0c\u800c\u4e14\u8fd8\u4f7f\u6570\u636e\u4f5c\u4e3a\u5feb\u7167\u6765\u7528\uff0c\u4ece\u800c\u8fdb\u884c\u7b80\u6613\u4fbf\u6377\u7684\u8fdb\u4e00\u6b65\u5904\u7406\u3002<\/p>\n\n\n\n

\u6211\u4eec\u5df2\u7ecf\u770b\u5230\u4e86\u7684\u4e00\u5927\u6279\u9762\u5411\u7ec8\u7aef\u7528\u6237\u7684\u5927\u6570\u636e\u9884\u5904\u7406\u521b\u65b0\uff0cAlteryx\u3001Trifacta\u548cPaxata\u3002\u8fd9\u4e9b\u5de5\u5177\u964d\u4f4e\u4e86\u540e\u671fHadoop\u91c7\u7528\u8005\u548c\u521d\u5b66\u8005\u7684\u8fdb\u5165\u95e8\u69db\uff0c\u5e76\u5c06\u57282017\u5e74\u4f53\u73b0\u66f4\u5927\u4ef7\u503c\u3002<\/p>\n\n\n\n

\u3000\u30009\u3001\u5927\u6570\u636e\u6210\u957f\uff1aHadoop\u589e\u52a0\u4e86\u4f01\u4e1a\u6807\u51c6<\/strong><\/p>\n\n\n\n

Hadoop\u5c06\u9010\u6e10\u6210\u4e3a\u4f01\u4e1aIT\u73af\u5883\u7684\u6838\u5fc3\u90e8\u5206\u3002<\/p>\n\n\n\n

Hadoop\u5c06\u9010\u6e10\u6210\u4e3a\u4f01\u4e1aIT\u73af\u5883\u7684\u6838\u5fc3\u90e8\u5206\u3002\u57282017\u5e74\uff0c\u6211\u4eec\u5c06\u770b\u5230\u56f4\u7ed5\u4f01\u4e1a\u7cfb\u7edf\u7684\u5b89\u5168\u3001\u7ba1\u7406\u6210\u4e3a\u6295\u8d44\u70ed\u5730\u7684\u66f4\u591a\u6295\u8d44\u3002ApacheSentry\u63d0\u4f9b\u4e86\u4e00\u4e2a\u7cfb\u7edf\uff0c\u5728\u8fd9\u4e2a\u7cfb\u7edf\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u5f3a\u5236\u5bf9\u5143\u6570\u636e\u8fdb\u884c\u7ec6\u81f4\u7684\u3001\u6309\u9700\u5206\u914d\u7684\u6388\u6743\u3002<\/p>\n\n\n\n

\u4f5c\u4e3a\u6570\u636e\u7ba1\u7406\u7684\u4e00\u9879\u91cd\u5927\u521b\u4e3e\uff0cApache Atlas\uff0c\u8ba9\u4f01\u4e1a\u53ef\u4ee5\u5728\u7e41\u6742\u7684\u6570\u636e\u751f\u6001\u7cfb\u7edf\u4e2d\u5b9e\u884c\u7edf\u4e00\u7684\u6570\u636e\u5206\u7c7b\u3002Apache Ranger\u4e3aHadoop\u63d0\u4f9b\u96c6\u4e2d\u5f0f\u5b89\u5168\u7ba1\u7406\u3002<\/p>\n\n\n\n

\u5ba2\u6237\u5f00\u59cb\u671f\u671b\u4ece\u4f01\u4e1a\u7ea7RDBMS\u5e73\u53f0\u83b7\u5f97\u8fd9\u4e9b\u7c7b\u578b\u7684\u529f\u80fd\u3002\u8fd9\u4e9b\u529f\u80fd\u8d70\u5728\u65b0\u5174\u5927\u6570\u636e\u6280\u672f\u7684\u524d\u6cbf\uff0c\u4ece\u800c\u6d88\u9664\u4e86\u4f01\u4e1a\u5173\u4e8e\u6280\u672f\u8fed\u4ee3\u800c\u88ab\u6dd8\u6c70\u65b9\u9762\u7684\u62c5\u5fe7\u3002<\/p>\n\n\n\n

Hadoop\u5bf9\u6570\u636e\u8fdb\u884c\u7ec6\u81f4\u7ba1\u7406\u3001\u6309\u9700\u5206\u914d\u7684\u5b9e\u4f8b<\/p>\n\n\n\n

Last.fm\u521b\u5efa\u4e8e2002\u5e74\uff0c\u662f\u63d0\u4f9b\u7f51\u7edc\u7535\u53f0\u548c\u97f3\u4e50\u670d\u52a1\u7684\u793e\u4ea4\u7f51\u7edc\u3002\u6bcf\u4e2a\u6708\u67092500\u4e07\u4eba\u4f7f\u7528\uff0c\u4ea7\u751f\u5927\u91cf\u6570\u636e\u30022006\u5e74\u521d\uff0cLast.fm\u5f00\u59cb\u4f7f\u7528Hadoop\u3002Hadoop\u662fLast.fm\u57fa\u7840\u5e73\u53f0\u7684\u5173\u952e\u7ec4\u4ef6\uff0c\u67092\u4e2aHadoop\u96c6\u7fa4\uff0c\u8fd0\u884c\u6570\u767e\u79cd\u5404\u79cd\u65e5\u5e38\u4f5c\u4e1a\uff0c\u5305\u62ec\u65e5\u5fd7\u6587\u4ef6\u5206\u6790\uff0cA\/B\u6d4b\u8bd5\u8bc4\u6d4b\uff0c\u5373\u65f6\u5904\u7406\u548c\u56fe\u8868\u751f\u6210\u3002<\/p>\n\n\n\n

\u56fe\u8868\u751f\u6210\uff1a\u56fe\u8868\u751f\u6210\u662fHadoop\u5728Last.fm\u7684\u7b2c\u4e00\u4e2a\u5e94\u7528\u3002<\/p>\n\n\n\n

\u6570\u636e\u4ece\u54ea\u91cc\u6765\uff1aLast.fm\u6709\u4e24\u79cd\u6536\u542c\u4fe1\u606f\uff1a\u7528\u6237\u64ad\u653e\u81ea\u5df1\u7684\u97f3\u4e50\uff0c\u5982pc\u6216\u8005\u5176\u4ed6\u8bbe\u5907mp3\uff0c\u8fd9\u79cd\u4fe1\u606f\u901a\u8fc7Last.fm\u7684\u5ba2\u6237\u7aef\u6216\u8005\u7b2c\u4e09\u65b9\u5e94\u7528\u53d1\u9001\u5230Last.fm\uff0c\u8fd9\u4e00\u7c7b\u53ebscrobble\u6536\u85cf\u6570\u636e;\u7528\u6237\u6536\u542cLast.fm\u7f51\u7edc\u7535\u53f0\u7684\u8282\u76ee\uff0c\u4ee5\u53ca\u542c\u8282\u76ee\u65f6\u5019\u7684\u559c\u7231\uff0c\u8df3\u8fc7\uff0c\u7981\u6b62\u7b49\u64cd\u4f5c\u4fe1\u606f\uff0c\u8fd9\u4e00\u7c7b\u53ebradio listen\u7535\u53f0\u6536\u542c\u6570\u636e\u3002<\/p>\n\n\n\n

\u6570\u636e\u5b58\u50a8\uff1a\u6536\u542c\u6570\u636e\u88ab\u53d1\u9001\u5230Last.fm\uff0c\u7ecf\u5386\u9a8c\u8bc1\u548c\u8f6c\u6362\uff0c\u5f62\u6210\u4e00\u7cfb\u5217\u6709\u7a7a\u683c\u5206\u9694\u7684\u6587\u672c\u6587\u4ef6\uff0c\u5305\u542b\u7528\u6237id-userid\uff0c\u97f3\u4e50id-trackid\uff0c\u8fd9\u9996\u97f3\u4e50\u88ab\u6536\u85cf\u7684\u6b21\u6570scrobble\uff0c\u8fd9\u9996\u97f3\u4e50\u5728\u7535\u53f0\u4e2d\u6536\u542c\u7684\u6b21\u6570radio\uff0c\u88ab\u8df3\u8fc7\u7684\u6b21\u6570skip\u3002\u771f\u5b9e\u6570\u636e\u8fbe\u5230GB\u7ea7\u522b\uff0c\u6709\u66f4\u591a\u5c5e\u6027\u5b57\u6bb5\u3002<\/p>\n\n\n\n

\u6570\u636e\u5904\u7406\uff1a<\/p>\n\n\n\n

Unique Listeners\u4f5c\u4e1a\uff1a\u7edf\u8ba1\u6536\u542c\u67d0\u4e00\u9996\u6b4c\u7684\u4e0d\u540c\u7528\u6237\u6570\uff0c\u4e5f\u5c31\u8bf4\u8bf4\uff0c\u6709\u591a\u5c11\u4e2a\u7528\u6237\u542c\u8fc7\u67d0\u4e2a\u6b4c\uff0c\u5982\u679c\u7528\u6237\u91cd\u590d\u6536\u542c\uff0c\u53ea\u7b97\u4e00\u6b21\u3002<\/p>\n\n\n\n

Sum\u4f5c\u4e1a\uff1a\u6bcf\u9996\u6b4c\u7684\u6536\u542c\u603b\u6570\uff0c\u6536\u85cf\u603b\u6570\uff0c\u7535\u53f0\u6536\u542c\u603b\u6570\uff0c\u88ab\u8df3\u8fc7\u7684\u603b\u6570\u3002<\/p>\n\n\n\n

\u5408\u4f5c\u4f5c\u4e1a\uff1a\u6bcf\u9996\u6b4c\u88ab\u591a\u5c11\u7528\u6237\u6536\u542c\u603b\u6570\uff0c\u6536\u542c\u603b\u6570\uff0c\u6536\u85cf\u603b\u6570\uff0c\u7535\u53f0\u6536\u542c\u603b\u6570\uff0c\u88ab\u8df3\u8fc7\u7684\u603b\u6570\u7b49\u3002<\/p>\n\n\n\n

\u6700\u540e\uff0c\u8fd9\u4e9b\u6570\u636e\u4f1a\u88ab\u4f5c\u4e3a\u5468\u6392\u884c\u699c\u7b49\u5728Last.fm\u4e3b\u7ad9\u4e0a\u663e\u793a\u51fa\u6765\u3002<\/p>\n\n\n\n

\u3000\u300010\u3001\u5143\u6570\u636e\u76ee\u5f55\u7684\u5efa\u7acb\u5e2e\u52a9\u7b5b\u9009\u51fa\u5177\u6709\u5206\u6790\u4ef7\u503c\u7684\u6570\u636e<\/strong><\/p>\n\n\n\n

\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u4ee5\u6765\uff0c\u516c\u53f8\u629b\u5f03\u4e86\u6570\u636e\uff0c\u56e0\u4e3a\u4ed6\u4eec\u8ba4\u4e3a\u6d77\u91cf\u7684\u6570\u636e\u5904\u7406\u8d77\u6765\u786e\u5b9e\u65e0\u4ece\u4e0b\u624b\u3002<\/p>\n\n\n\n

\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u4ee5\u6765\uff0c\u516c\u53f8\u629b\u5f03\u4e86\u6570\u636e\uff0c\u56e0\u4e3a\u4ed6\u4eec\u8ba4\u4e3a\u6d77\u91cf\u7684\u6570\u636e\u5904\u7406\u8d77\u6765\u786e\u5b9e\u65e0\u4ece\u4e0b\u624b\u3002\u7528Hadoop\u5f53\u7136\u4e5f\u53ef\u4ee5\u5904\u7406\u5927\u91cf\u7684\u6570\u636e\uff0c\u4f46\u662f\u8fd9\u4e9b\u6570\u636e\u4ecd\u7136\u6ca1\u6709\u4e00\u4e2a\u6e05\u6670\u7684\u5206\u7c7b\u3001\u6613\u8ffd\u6eaf\u7684\u67b6\u6784\u3002<\/p>\n\n\n\n

\u5143\u6570\u636e\u76ee\u5f55\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u53d1\u73b0\u548c\u7406\u89e3\u54ea\u4e9b\u6570\u636e\u9700\u8981\u4f7f\u7528\u81ea\u52a9\u670d\u52a1\u5de5\u5177\u8fdb\u884c\u5206\u6790\u3002\u5ba2\u6237\u7684\u8fd9\u79cd\u9700\u6c42\u6b63\u88abAlation\u548cWaterline\u8fd9\u6837\u7684\u516c\u53f8\u586b\u8865\uff0c\u5b83\u4eec\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6765\u81ea\u52a8\u7b5b\u9009Hadoop\u9700\u8981\u5206\u6790\u7684\u6570\u636e\uff1a<\/p>\n\n\n\n

 <\/p>\n\n\n\n

\u5982\uff0c\u4f7f\u7528\u6807\u7b7e\u5bf9\u6587\u4ef6\u8fdb\u884c\u7f16\u76ee\uff0c\u6807\u660e\u6570\u636e\u8d44\u4ea7\u4e4b\u95f4\u7684\u5173\u8054\uff0c\u5fc5\u8981\u65f6\u8fd8\u4f1a\u63d0\u4f9b\u641c\u7d22UI\u7ed9\u51fa\u7684\u67e5\u8be2\u5efa\u8bae\u3002\u8fd9\u5927\u5927\u7f29\u77ed\u4e86\u6570\u636e\u4f7f\u7528\u8005\u548c\u7ba1\u7406\u8005\u53d6\u5f97\u4fe1\u4efb\u3001\u67e5\u627e\u4ee5\u53ca\u51c6\u786e\u67e5\u8be2\u6570\u636e\u7684\u65f6\u95f4\u3002\u57282017\u5e74\uff0c\u4f5c\u4e3a\u81ea\u52a9\u670d\u52a1\u7684\u81ea\u7136\u5ef6\u4f38\uff0c\u6211\u4eec\u5c06\u770b\u5230\u66f4\u591a\u4f01\u4e1a\u610f\u8bc6\u5230\u81ea\u52a9\u5206\u6790\u7684\u91cd\u8981\u6027\uff0c\u4ee5\u53ca\u5bf9\u5176\u8feb\u5207\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n

 <\/p>\n\n\n\n

 <\/p>\n\n\n\n

\u6587\u7ae0\u6765\u6e90\uff1a\u4ebf\u6b27\u7f51   \u4f5c\u8005\uff1a\u4e0d\u8be6<\/p>\n","protected":false},"excerpt":{"rendered":"

\u968f\u7740\u5bf9\u4e0d\u540c\u7c7b\u578b\u3001\u4e0d\u540c\u4f53\u91cf\u6570\u636e\u7684\u7ed3\u6784\u5316\u5b58\u50a8\u3001\u6279\u91cf\u5904\u7406\u4ee5\u53ca\u4ef7\u503c\u6316\u6398\u9700\u6c42\u7684\u589e\u591a\uff0c2016\u5e74\u6ce8\u5b9a\u662f\u5927\u6570\u636e\u91cc\u7a0b\u7891\u5f0f\u7684\u4e00\u5e74 … \u9605\u8bfb\u66f4\u591a<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[33],"tags":[1652,1653,1654],"class_list":["post-1986","post","type-post","status-publish","format-standard","hentry","category-yejie","tag-1652","tag-1653","tag-1654"],"aioseo_notices":[],"jetpack_featured_media_url":"","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/cn.hostease.com\/xueyuan\/wp-json\/wp\/v2\/posts\/1986","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cn.hostease.com\/xueyuan\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cn.hostease.com\/xueyuan\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cn.hostease.com\/xueyuan\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cn.hostease.com\/xueyuan\/wp-json\/wp\/v2\/comments?post=1986"}],"version-history":[{"count":2,"href":"https:\/\/cn.hostease.com\/xueyuan\/wp-json\/wp\/v2\/posts\/1986\/revisions"}],"predecessor-version":[{"id":9233,"href":"https:\/\/cn.hostease.com\/xueyuan\/wp-json\/wp\/v2\/posts\/1986\/revisions\/9233"}],"wp:attachment":[{"href":"https:\/\/cn.hostease.com\/xueyuan\/wp-json\/wp\/v2\/media?parent=1986"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cn.hostease.com\/xueyuan\/wp-json\/wp\/v2\/categories?post=1986"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cn.hostease.com\/xueyuan\/wp-json\/wp\/v2\/tags?post=1986"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}