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tiktok\u8f6f\u4ef6\u65e5\u5fd7\u662f\u5e94\u7528\u7a0b\u5e8f\u8fd0\u884c\u65f6\u4ea7\u751f\u7684\u4e00\u4e9b\u4e8b\u4ef6\u6216\u6570\u636e\u8bb0\u5f55\uff0c\u901a\u5e38\u5305\u542b\u4e86\u7a0b\u5e8f\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u7684\u9519\u8bef\u4fe1\u606f\u3001\u8c03\u8bd5\u4fe1\u606f\u3001\u5173\u952e\u6027\u80fd\u6307\u6807\u7b49\u3002<\/p>\n\n\n\n
\u5728\u8f6f\u4ef6\u5f00\u53d1\u6216\u8fd0\u7ef4\u8fc7\u7a0b\u4e2d\uff0c\u65e5\u5fd7\u662f\u975e\u5e38\u91cd\u8981\u7684\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5f00\u53d1\u4eba\u5458\u8fdb\u884c\u95ee\u9898\u6392\u67e5\u3001\u76d1\u63a7\u548c\u4f18\u5316\u5de5\u4f5c\u3002\u540c\u65f6\uff0c\u65e5\u5fd7\u8fd8\u53ef\u4ee5\u4f5c\u4e3a\u6570\u636e\u6765\u6e90\uff0c\u7528\u4e8e\u4e1a\u52a1\u5206\u6790\u3001\u7528\u6237\u884c\u4e3a\u5206\u6790\u3001\u98ce\u9669\u76d1\u63a7\u7b49\u573a\u666f\u3002<\/p>\n\n\n\n
\u4e00\u822c\u6765\u8bf4\uff0c\u65e5\u5fd7\u8bb0\u5f55\u7684\u7c92\u5ea6\u53ef\u4ee5\u6839\u636e\u9700\u8981\u8fdb\u884c\u533a\u5206\uff0c\u4f8b\u5982\u53ef\u4ee5\u5728\u5e94\u7528\u5c42\u9762\u3001\u7cfb\u7edf\u5c42\u9762\u3001\u7f51\u7edc\u5c42\u9762\u8fdb\u884c\u65e5\u5fd7\u8bb0\u5f55\uff0c\u4e5f\u53ef\u4ee5\u5206\u522b\u5bf9\u7528\u6237\u884c\u4e3a\u3001\u4e1a\u52a1\u6570\u636e\u3001\u8fd0\u884c\u53c2\u6570\u8fdb\u884c\u65e5\u5fd7\u8bb0\u5f55\u3002<\/p>\n\n\n\n
\u5728tiktok\u8f6f\u4ef6\u4e2d\uff0c\u65e5\u5fd7\u8bb0\u5f55\u662f\u7a0b\u5e8f\u8fd0\u884c\u65f6\u6700\u57fa\u672c\u7684\u529f\u80fd\u3002\u901a\u5e38\u6709\u4e24\u79cd\u65b9\u5f0f\uff1a\u624b\u52a8\u6253\u5370\u65e5\u5fd7\u548c\u4f7f\u7528\u65e5\u5fd7\u6846\u67b6\u3002<\/p>\n\n\n\n
\u624b\u52a8\u6253\u5370\u65e5\u5fd7\u662f\u6700\u57fa\u672c\u7684\u8bb0\u5f55\u65b9\u5f0f\uff0c\u53ef\u4ee5\u901a\u8fc7println()\u7b49\u65b9\u6cd5\u5c06\u5b57\u7b26\u4e32\u8f93\u51fa\u5230\u63a7\u5236\u53f0\u6216\u6587\u4ef6\u4e2d\u3002\u4f46\u662f\u8fd9\u79cd\u65b9\u5f0f\u5b58\u5728\u7f3a\u9677\uff0c\u4f8b\u5982\u8f93\u51fa\u4fe1\u606f\u4e0d\u591f\u51c6\u786e\u3001\u6570\u91cf\u6709\u9650\u3001\u65e0\u6cd5\u8bb0\u5f55\u591a\u7ebf\u7a0b\u64cd\u4f5c\u7b49\u95ee\u9898\u3002<\/p>\n\n\n\n
\u4f7f\u7528\u65e5\u5fd7\u6846\u67b6\u53ef\u4ee5\u6709\u6548\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u4f8b\u5982\u5e38\u7528\u7684log4j\u3001logback\u3001slf4j\u7b49\u6846\u67b6\u3002\u8fd9\u4e9b\u6846\u67b6\u63d0\u4f9b\u4e86\u66f4\u52a0\u5b8c\u6574\u7684\u65e5\u5fd7\u8bb0\u5f55\u673a\u5236\uff0c\u53ef\u4ee5\u8f93\u51fa\u5230\u4e0d\u540c\u7684\u76ee\u6807\uff0c\u652f\u6301\u7ea7\u522b\u63a7\u5236\u3001\u591a\u7ebf\u7a0b\u5b89\u5168\u7b49\u7279\u6027\u3002<\/p>\n\n\n\n
\u540c\u65f6\uff0c\u4f7f\u7528\u65e5\u5fd7\u6846\u67b6\u8fd8\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u7ba1\u7406\u65e5\u5fd7\uff0c\u4f8b\u5982\u81ea\u52a8\u5f52\u6863\u3001\u5b9a\u671f\u6e05\u7406\u3001\u5f02\u5e38\u622a\u83b7\u7b49\u3002<\/p>\n\n\n\n
tiktok\u8f6f\u4ef6\u65e5\u5fd7\u8bb0\u5f55\u4e86\u4e30\u5bcc\u7684\u4fe1\u606f\uff0c\u4f46\u5982\u4f55\u61c2\u5f97\u4ece\u4e2d\u6316\u6398\u51fa\u6709\u7528\u7684\u4fe1\u606f\u662f\u4e00\u9879\u6280\u672f\u6d3b\u3002\u5e38\u89c1\u7684\u5927\u6570\u636e\u5de5\u5177\u548c\u7b97\u6cd5\u53ef\u4ee5\u53d1\u6325\u51fa\u5f3a\u5927\u7684\u5206\u6790\u80fd\u529b\uff0c\u4f8b\u5982Hadoop\u3001Spark\u3001Logstash\u3001Elasticsearch\u7b49\u3002<\/p>\n\n\n\n
Hadoop\u662f\u4e00\u4e2a\u5f00\u6e90\u7684\u5206\u5e03\u5f0f\u8ba1\u7b97\u6846\u67b6\uff0c\u53ef\u4ee5\u652f\u6301\u6d77\u91cf\u6570\u636e\u7684\u5206\u5e03\u5f0f\u5904\u7406\u3001\u5b58\u50a8\u548c\u8ba1\u7b97\u3002\u5728\u65e5\u5fd7\u5206\u6790\u573a\u666f\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528Hadoop\u5c06\u539f\u59cb\u65e5\u5fd7\u8fdb\u884cETL\u5904\u7406\uff0c\u5bfc\u5165\u5230HDFS\u4e2d\u8fdb\u884c\u79bb\u7ebf\u5206\u6790\u3002<\/p>\n\n\n\n
Spark\u662f\u4e00\u4e2a\u5feb\u901f\u7684\u5927\u6570\u636e\u8ba1\u7b97\u5f15\u64ce\uff0c\u53ef\u4ee5\u7528\u4e8e\u5b9e\u65f6\u548c\u79bb\u7ebf\u7684\u6570\u636e\u5904\u7406\u3002\u5728\u65e5\u5fd7\u5206\u6790\u573a\u666f\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528Spark\u8fdb\u884c\u5b9e\u65f6\u6570\u636e\u6d41\u8ba1\u7b97\uff0c\u5e76\u5c06\u7ed3\u679c\u5c55\u793a\u5230dashboard\u4e2d\u4f9b\u64cd\u4f5c\u4eba\u5458\u4f7f\u7528\u3002<\/p>\n\n\n\n
Logstash\u662f\u4e00\u6b3e\u6570\u636e\u91c7\u96c6\u5de5\u5177\uff0c\u53ef\u4ee5\u5c06\u4e0d\u540c\u6765\u6e90\u7684\u6570\u636e\u8fdb\u884c\u7edf\u4e00\u6536\u96c6\u3001\u8fc7\u6ee4\u548c\u8f6c\u6362\u3002\u5728\u65e5\u5fd7\u5206\u6790\u573a\u666f\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528Logstash\u5c06\u5404\u4e2a\u8282\u70b9\u4e0a\u7684\u65e5\u5fd7\u6c47\u603b\u5230\u4e2d\u5fc3\u8282\u70b9\u8fdb\u884c\u7edf\u4e00\u5904\u7406\u3002<\/p>\n\n\n\n
Elasticsearch\u662f\u4e00\u4e2a\u5f00\u6e90\u641c\u7d22\u5f15\u64ce\uff0c\u53ef\u4ee5\u652f\u6301\u5168\u6587\u641c\u7d22\u3001\u5b9e\u65f6\u67e5\u8be2\u548c\u5206\u5e03\u5f0f\u805a\u5408\u7b49\u529f\u80fd\u3002\u5728\u65e5\u5fd7\u5206\u6790\u573a\u666f\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528Elasticsearch\u6784\u5efa\u7d22\u5f15\uff0c\u8fdb\u884c\u5206\u7247\u548c\u590d\u5236\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u6548\u7684\u67e5\u8be2\u5206\u6790\u3002<\/p>\n\n\n\n
\u65e5\u5fd7\u5b58\u50a8\u662f\u65e5\u5fd7\u7cfb\u7edf\u7684\u6838\u5fc3\u529f\u80fd\uff0c\u5176\u8d28\u91cf\u51b3\u5b9a\u4e86\u65e5\u5fd7\u8bb0\u5f55\u7684\u7c92\u5ea6\u3001\u5b9e\u65f6\u6027\u548c\u5bb9\u9519\u6027\u3002\u5e38\u89c1\u7684\u65e5\u5fd7\u5b58\u50a8\u65b9\u6848\u5305\u62ec\u6570\u636e\u5e93\u3001\u6587\u4ef6\u3001\u6d88\u606f\u961f\u5217\u7b49\u3002<\/p>\n\n\n\n
\u6570\u636e\u5e93\u662f\u6700\u5e38\u89c1\u7684\u6570\u636e\u5b58\u50a8\u5f62\u5f0f\uff0c\u53ef\u4ee5\u652f\u6301\u9ad8\u5e76\u53d1\u3001\u5206\u5e03\u5f0f\u90e8\u7f72\u3001\u5907\u4efd\u6062\u590d\u7b49\u7279\u6027\u3002\u5f53\u7136\uff0c\u6570\u636e\u5e93\u4e5f\u5b58\u5728\u7740\u5199\u5165\u6027\u80fd\u4e0d\u8db3\u3001\u7ed3\u6784\u5316\u5b58\u50a8\u4e0d\u53cb\u597d\u7b49\u95ee\u9898\u3002<\/p>\n\n\n\n
\u6587\u4ef6\u5b58\u50a8\u662f\u6700\u7b80\u5355\u7c97\u66b4\u7684\u6570\u636e\u5b58\u50a8\u5f62\u5f0f\uff0c\u53ef\u4ee5\u5728\u4e0d\u9700\u8981\u6570\u636e\u5e93\u7b49\u73af\u5883\u4e0b\u8f7b\u677e\u5b9e\u73b0\u65e5\u5fd7\u8bb0\u5f55\u548c\u5f52\u6863\u3002\u4f46\u662f\u5f53\u65e5\u5fd7\u6570\u91cf\u8fbe\u5230\u4e00\u5b9a\u7a0b\u5ea6\u65f6\uff0c\u6587\u4ef6\u5b58\u50a8\u7684\u6027\u80fd\u4e5f\u4f1a\u906d\u53d7\u5230\u5f71\u54cd\u3002<\/p>\n\n\n\n
\u6d88\u606f\u961f\u5217\u53ef\u4ee5\u4f5c\u4e3a\u65e5\u5fd7\u7f13\u5b58\u6216\u4f20\u8f93\u7684\u624b\u6bb5\uff0c\u53ef\u4ee5\u6781\u5927\u5730\u63d0\u5347\u7cfb\u7edf\u7684\u6269\u5c55\u6027\u548c\u53ef\u9760\u6027\u3002\u5e38\u89c1\u7684\u6d88\u606f\u961f\u5217\u5305\u62ecActiveMQ\u3001Kafka\u3001RabbitMQ\u7b49\u3002<\/p>\n\n\n\n
\u65e5\u5fd7\u53ef\u89c6\u5316\u662f\u5c06\u6570\u636e\u8f6c\u6362\u6210\u56fe\u5f62\u5316\u7684\u5c55\u793a\u5f62\u5f0f\uff0c\u53ef\u4ee5\u4f7f\u5f97\u6570\u636e\u66f4\u52a0\u76f4\u89c2\u3001\u6613\u4e8e\u7406\u89e3\u548c\u5206\u6790\u3002\u5e38\u89c1\u7684\u65e5\u5fd7\u53ef\u89c6\u5316\u5de5\u5177\u5305\u62ecKibana\u3001Grafana\u3001Fluentd\u7b49\u3002<\/p>\n\n\n\n
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