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HDFS<\/strong>\uff1a\u8fd9\u662f\u4e00\u79cd\u5e7f\u6cdb\u4f7f\u7528\u7684\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\uff0c\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u975e\u7ed3\u6784\u5316\u6570\u636e\u7684\u5b58\u50a8\u548c\u7ba1\u7406\uff0c\u652f\u6301\u9ad8\u5e76\u53d1\u8bfb\u5199\u64cd\u4f5c\u3002<\/p>\n\n\n\n \u3000\u3000NoSQL\u6570\u636e\u5e93<\/strong>\uff1a\u5982MongoDB\u3001Cassandra\u7b49\uff0c\u9002\u7528\u4e8e\u591a\u6837\u5316\u548c\u5927\u89c4\u6a21\u6570\u636e\u7684\u5b58\u50a8\u548c\u7ba1\u7406\uff0c\u5177\u6709\u9ad8\u6269\u5c55\u6027\u548c\u9ad8\u6027\u80fd\u3002<\/p>\n\n\n\n \u3000\u3000Apache Parquet<\/strong>\u548cHBase<\/strong>\uff1a\u8fd9\u4e9b\u5217\u5f0f\u5b58\u50a8\u6280\u672f\u80fd\u591f\u5feb\u901f\u8bfb\u53d6\u7279\u5b9a\u5217\u7684\u6570\u636e\uff0c\u975e\u5e38\u9002\u5408\u9700\u8981\u5feb\u901f\u67e5\u8be2\u7279\u5b9a\u5b57\u6bb5\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n\n\n\n \u3000\u3000ClickHouse<\/strong>\uff1a\u4f5c\u4e3a\u4e00\u6b3e\u9ad8\u6027\u80fd\u7684\u5217\u5f0f\u5b58\u50a8\u6570\u636e\u5e93\uff0cClickHouse\u7279\u522b\u9002\u5408\u5b9e\u65f6\u6c47\u603b\u548c\u590d\u6742\u67e5\u8be2\u7684\u5728\u7ebf\u5206\u6790\u5904\u7406(OLAP)\uff0c\u80fd\u591f\u5feb\u901f\u54cd\u5e94\u5927\u91cf\u6d41\u91cf\u6570\u636e\u5e76\u63d0\u4f9b\u5b9e\u65f6\u6570\u636e\u5206\u6790\u548c\u62a5\u8868\u751f\u6210\u3002<\/p>\n\n\n\n \u3000\u3000Amazon S3<\/strong>\u548cGoogle Cloud Storage<\/strong>\uff1a\u8fd9\u4e9b\u4e91\u5b58\u50a8\u670d\u52a1\u63d0\u4f9b\u4e86\u5f39\u6027\u548c\u9ad8\u53ef\u7528\u7684\u6570\u636e\u5b58\u50a8\u89e3\u51b3\u65b9\u6848\uff0c\u9002\u5408\u5904\u7406\u6765\u81ea\u4e0d\u540c\u4e1a\u52a1\u7cfb\u7edf\u7684\u6d77\u91cf\u6570\u636e\u3002<\/p>\n\n\n\n \u3000\u3000Amazon Redshift<\/strong>\u548cGoogle BigQuery<\/strong>\uff1a\u8fd9\u4e9b\u57fa\u4e8e\u4e91\u7684\u6258\u7ba1\u6570\u636e\u4ed3\u5e93\u670d\u52a1\u652f\u6301\u5bf9\u6d77\u91cf\u6c47\u603b\u6570\u636e\u7684\u8d85\u5feb\u67e5\u8be2\uff0c\u5e76\u4e14\u53ef\u4ee5\u751f\u6210\u9ad8\u5c42\u6b21\u7ba1\u7406\u62a5\u8868\uff0c\u5e2e\u52a9\u7ba1\u7406\u5c42\u5feb\u901f\u505a\u51fa\u6218\u7565\u51b3\u7b56\u3002<\/p>\n\n\n\n \u3000\u3000\u5728\u6570\u636e\u4ed3\u5e93\u4e2d\uff0c\u521b\u5efa\u7d22\u5f15\u53ef\u4ee5\u52a0\u901f\u67e5\u8be2\u901f\u5ea6\uff0c\u800c\u5206\u533a\u6280\u672f\u5219\u63d0\u9ad8\u4e86\u6570\u636e\u7ba1\u7406\u7684\u7075\u6d3b\u6027\uff0c\u4f7f\u5f97\u6570\u636e\u4ed3\u5e93\u80fd\u591f\u9ad8\u6548\u5730\u5904\u7406\u548c\u67e5\u8be2\u5927\u89c4\u6a21\u6570\u636e\u3002<\/p>\n\n\n\n \u3000\u3000ManageEngine NetFlow Analyzer\u4e2d\u7684\u9ad8\u6027\u80fd\u62a5\u8868\u5f15\u64ce\u663e\u8457\u63d0\u5347\u4e86\u6570\u636e\u5b58\u50a8\u5bb9\u91cf\u548c\u62a5\u8868\u751f\u6210\u901f\u5ea6\uff0c\u5c24\u5176\u5728\u5904\u7406\u5927\u91cf\u6570\u636e\u65f6\u8868\u73b0\u51fa\u8272\u3002\u5b83\u901a\u8fc7\u4f18\u5316\u6570\u636e\u538b\u7f29\u3001\u7f29\u77ed\u67e5\u627e\u65f6\u95f4\u4ee5\u53ca\u63d0\u4f9b\u5373\u65f6\u62a5\u8868\u751f\u6210\u7b49\u529f\u80fd\uff0c\u63d0\u9ad8\u4e86\u62a5\u8868\u751f\u6210\u7684\u901f\u5ea6\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n \u3000\u3000\u4f7f\u7528SQL\u67e5\u8be2\u3001\u62a5\u8868\u5de5\u5177(\u5982Tableau\u3001Power BI)\u4ee5\u53ca\u6570\u636e\u6316\u6398\u7b97\u6cd5\u7b49\uff0c\u4ece\u6570\u636e\u4ed3\u5e93\u4e2d\u63d0\u53d6\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u3002\u8fd9\u4e9b\u5de5\u5177\u652f\u6301\u5373\u5e2d\u67e5\u8be2\u3001\u9884\u5b9a\u4e49\u62a5\u8868\u4ee5\u53ca\u9ad8\u7ea7\u5206\u6790\uff0c\u6ee1\u8db3\u4f01\u4e1a\u5bf9\u6570\u636e\u5206\u6790\u548c\u51b3\u7b56\u7684\u9700\u6c42\u3002<\/p>\n\n\n\n \u3000\u3000\u6570\u636e\u5904\u7406\u8f6f\u4ef6\u5728\u5b9e\u65f6\u76d1\u63a7\u548c\u51b3\u7b56\u652f\u6301\u65b9\u9762\u7684\u6700\u65b0\u5e94\u7528\u6848\u4f8b\u6db5\u76d6\u4e86\u591a\u4e2a\u9886\u57df\uff0c\u4ee5\u4e0b\u662f\u51e0\u4e2a\u5178\u578b\u7684\u4f8b\u5b50\uff1a<\/p>\n\n\n\n \u3000\u3000\u667a\u6167\u57ce\u5e02\u516c\u5b89\u7cfb\u7edf<\/strong>\uff1a<\/p>\n\n\n\n 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Flink\u5b9e\u73b0\u5546\u54c1\u9500\u552e\u76d1\u63a7\u7cfb\u7edf\uff0c\u4ee5\u5b9e\u65f6\u76d1\u63a7\u5546\u54c1\u9500\u552e\u91cf\u5e76\u8ba1\u7b97\u6bcf\u4e2a\u5546\u54c1\u7684\u9500\u552e\u6392\u540d\u3002\u8fd9\u79cd\u5b9e\u65f6\u76d1\u63a7\u5e2e\u52a9\u516c\u53f8\u53ca\u65f6\u53d1\u73b0\u6f5c\u5728\u7684\u9500\u552e\u8d8b\u52bf\u548c\u95ee\u9898\uff0c\u4ece\u800c\u4f18\u5316\u5e93\u5b58\u7ba1\u7406\u548c\u8425\u9500\u7b56\u7565\u3002<\/p>\n\n\n\n \u3000\u3000\u533b\u7597\u5065\u5eb7\u6570\u636e\u76d1\u63a7<\/strong>\uff1a<\/p>\n\n\n\n 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