{"id":31740,"date":"2024-11-26T11:17:39","date_gmt":"2024-11-26T03:17:39","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=22950"},"modified":"2024-11-26T11:17:39","modified_gmt":"2024-11-26T03:17:39","slug":"%e5%85%a8%e6%99%af%e6%80%a7%e8%83%bd%e7%9b%91%e6%8e%a7%ef%bc%9a%e6%8e%8c%e6%8e%a7%e7%b3%bb%e7%bb%9f%e8%bf%90%e8%a1%8c%e7%9a%84%e8%84%89%e6%90%8f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/31740.html","title":{"rendered":"\u5168\u666f\u6027\u80fd\u76d1\u63a7\uff1a\u638c\u63a7\u7cfb\u7edf\u8fd0\u884c\u7684\u8109\u640f"},"content":{"rendered":"<p>\t\t\t\t<![CDATA[\n\n<p>\u5728\u73b0\u4ee3\u4f01\u4e1a\u73af\u5883\u4e2d\uff0c\u4fe1\u606f\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u548c\u6027\u80fd\u76f4\u63a5\u5173\u7cfb\u5230\u4e1a\u52a1\u8fd0\u8425\u7684\u6548\u7387\u548c\u5ba2\u6237\u6ee1\u610f\u5ea6\u3002\u968f\u7740\u4e1a\u52a1\u89c4\u6a21\u7684\u4e0d\u65ad\u6269\u5927\u548c\u7cfb\u7edf\u590d\u6742\u6027\u7684\u589e\u52a0\uff0c\u5982\u4f55\u6709\u6548\u5730\u76d1\u63a7\u548c\u7ba1\u7406\u7cfb\u7edf\u6027\u80fd\u6210\u4e3a\u4e86\u4e00\u4e2a\u4e9f\u5f85\u89e3\u51b3\u7684\u95ee\u9898\u3002<a href=\"https:\/\/www.yunshan.net\" target=\"_blank\" style=\"color:blue\" rel=\"noopener noreferrer\">\u5168\u666f\u6027\u80fd\u76d1\u63a7<\/a>\u4f5c\u4e3a\u4e00\u79cd\u5168\u9762\u3001\u591a\u7ef4\u5ea6\u7684\u76d1\u63a7\u624b\u6bb5\uff0c\u80fd\u591f\u5e2e\u52a9\u4f01\u4e1a\u5b9e\u65f6\u638c\u63e1\u7cfb\u7edf\u8fd0\u884c\u7684\u8109\u640f\uff0c\u53ca\u65f6\u53d1\u73b0\u548c\u89e3\u51b3\u6f5c\u5728\u95ee\u9898\uff0c\u786e\u4fdd\u7cfb\u7edf\u7684\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n\n\n\n\n<h3><a href=\"https:\/\/www.yunshan.net\" target=\"_blank\" style=\"color:blue\" rel=\"noopener noreferrer\">\u5168\u666f\u6027\u80fd\u76d1\u63a7<\/a>\u7684\u5b9a\u4e49\u4e0e\u91cd\u8981\u6027<\/h3>\n\n\n\n\n<p>\u5168\u666f\u6027\u80fd\u76d1\u63a7\u662f\u6307\u901a\u8fc7\u5bf9\u7cfb\u7edf\u5404\u4e2a\u5c42\u9762\u7684\u6027\u80fd\u6570\u636e\u8fdb\u884c\u5168\u9762\u91c7\u96c6\u3001\u5206\u6790\u548c\u5c55\u793a\uff0c\u5b9e\u73b0\u5bf9\u7cfb\u7edf\u8fd0\u884c\u72b6\u6001\u7684\u5b9e\u65f6\u76d1\u63a7\u548c\u7ba1\u7406\u3002\u5b83\u4e0d\u4ec5\u5173\u6ce8\u5355\u4e00\u7684\u6027\u80fd\u6307\u6807\uff0c\u800c\u662f\u4ece\u6574\u4f53\u89d2\u5ea6\u51fa\u53d1\uff0c\u6db5\u76d6\u786c\u4ef6\u3001\u8f6f\u4ef6\u3001\u7f51\u7edc\u7b49\u591a\u4e2a\u7ef4\u5ea6\uff0c\u63d0\u4f9b\u5168\u65b9\u4f4d\u7684\u6027\u80fd\u89c6\u56fe\u3002<\/p>\n\n\n\n\n\n\n\n\n<p align=center><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2024\/11\/Q8l31jv.jpg\" width=1000><\/p>\n\n\n\n\n\n\n\n\n\n<p>\u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u91cd\u8981\u6027\u4e0d\u8a00\u800c\u55bb\uff1a<\/p>\n\n\n\n\n<ol>\n\n\n<li><strong>\u63d0\u524d\u9884\u8b66<\/strong>\uff1a\u901a\u8fc7\u5b9e\u65f6\u76d1\u63a7\uff0c\u80fd\u591f\u53ca\u65f6\u53d1\u73b0\u7cfb\u7edf\u6027\u80fd\u7684\u5f02\u5e38\u6ce2\u52a8\uff0c\u63d0\u524d\u9884\u8b66\u6f5c\u5728\u95ee\u9898\uff0c\u907f\u514d\u7cfb\u7edf\u5d29\u6e83\u3002<\/li>\n\n\n\n\n<li><strong>\u6545\u969c\u5b9a\u4f4d<\/strong>\uff1a\u591a\u7ef4\u5ea6\u7684\u6027\u80fd\u6570\u636e\u6709\u52a9\u4e8e\u5feb\u901f\u5b9a\u4f4d\u6545\u969c\u539f\u56e0\uff0c\u7f29\u77ed\u6545\u969c\u6062\u590d\u65f6\u95f4\u3002<\/li>\n\n\n\n\n<li><strong>\u4f18\u5316\u51b3\u7b56<\/strong>\uff1a\u57fa\u4e8e\u5168\u9762\u7684\u6027\u80fd\u5206\u6790\uff0c\u80fd\u591f\u4e3a\u7cfb\u7edf\u4f18\u5316\u548c\u8d44\u6e90\u8c03\u914d\u63d0\u4f9b\u79d1\u5b66\u4f9d\u636e\u3002<\/li>\n\n\n\n\n<li><strong>\u63d0\u5347\u7528\u6237\u4f53\u9a8c<\/strong>\uff1a\u7a33\u5b9a\u7684\u7cfb\u7edf\u6027\u80fd\u76f4\u63a5\u5173\u7cfb\u5230\u7528\u6237\u7684\u4f7f\u7528\u4f53\u9a8c\uff0c\u5168\u666f\u76d1\u63a7\u6709\u52a9\u4e8e\u63d0\u5347\u7528\u6237\u6ee1\u610f\u5ea6\u3002<\/li>\n\n\n<\/ol>\n\n\n\n\n<h3>\u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u67b6\u6784\u4e0e\u7ec4\u6210<\/h3>\n\n\n\n\n<p>\u4e00\u4e2a\u5b8c\u6574\u7684\u5168\u666f\u6027\u80fd\u76d1\u63a7\u4f53\u7cfb\u901a\u5e38\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u6838\u5fc3\u7ec4\u6210\u90e8\u5206\uff1a<\/p>\n\n\n\n\n<h4>1. \u6570\u636e\u91c7\u96c6\u5c42<\/h4>\n\n\n\n\n<p>\u6570\u636e\u91c7\u96c6\u5c42\u8d1f\u8d23\u4ece\u5404\u4e2a\u6e90\u5934\u91c7\u96c6\u6027\u80fd\u6570\u636e\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\uff1a<\/p>\n\n\n\n\n<ul>\n\n\n<li><strong>\u786c\u4ef6\u76d1\u63a7<\/strong>\uff1aCPU\u4f7f\u7528\u7387\u3001\u5185\u5b58\u5360\u7528\u3001\u78c1\u76d8I\/O\u3001\u7f51\u7edc\u6d41\u91cf\u7b49\u3002<\/li>\n\n\n\n\n<li><strong>\u8f6f\u4ef6\u76d1\u63a7<\/strong>\uff1a\u5e94\u7528\u8fdb\u7a0b\u72b6\u6001\u3001\u6570\u636e\u5e93\u6027\u80fd\u3001\u4e2d\u95f4\u4ef6\u72b6\u6001\u7b49\u3002<\/li>\n\n\n\n\n<li><strong>\u7f51\u7edc\u76d1\u63a7<\/strong>\uff1a\u7f51\u7edc\u5ef6\u8fdf\u3001\u4e22\u5305\u7387\u3001\u5e26\u5bbd\u4f7f\u7528\u60c5\u51b5\u7b49\u3002<\/li>\n\n\n<\/ul>\n\n\n\n\n<p>\u5e38\u7528\u7684\u6570\u636e\u91c7\u96c6\u5de5\u5177\u5305\u62ecZabbix\u3001<a href=\"https:\/\/www.yunshan.net\" target=\"_blank\" style=\"color:blue\" rel=\"noopener noreferrer\">Prometheus<\/a>\u3001Nagios\u7b49\uff0c\u5b83\u4eec\u80fd\u591f\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\uff08\u5982SNMP\u3001JMX\u3001Agent\u7b49\uff09\u83b7\u53d6\u7cfb\u7edf\u7684\u6027\u80fd\u6570\u636e\u3002<\/p>\n\n\n\n\n<h4>2. \u6570\u636e\u5b58\u50a8\u5c42<\/h4>\n\n\n\n\n<p>\u91c7\u96c6\u5230\u7684\u6027\u80fd\u6570\u636e\u9700\u8981\u5b58\u50a8\u5728\u4e13\u95e8\u7684\u6570\u636e\u5e93\u4e2d\uff0c\u4ee5\u4fbf\u540e\u7eed\u7684\u5206\u6790\u548c\u5c55\u793a\u3002\u5e38\u7528\u7684\u5b58\u50a8\u65b9\u6848\u5305\u62ec\uff1a<\/p>\n\n\n\n\n<ul>\n\n\n<li><strong>\u65f6\u5e8f\u6570\u636e\u5e93<\/strong>\uff1a\u5982InfluxDB\u3001<a href=\"https:\/\/www.yunshan.net\" target=\"_blank\" style=\"color:blue\" rel=\"noopener noreferrer\">Prometheus<\/a>\u7684TSDB\uff0c\u9002\u5408\u5b58\u50a8\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u3002<\/li>\n\n\n\n\n<li><strong>\u5173\u7cfb\u578b\u6570\u636e\u5e93<\/strong>\uff1a\u5982MySQL\u3001PostgreSQL\uff0c\u9002\u5408\u5b58\u50a8\u7ed3\u6784\u5316\u6570\u636e\u3002<\/li>\n\n\n\n\n<li><strong>\u5206\u5e03\u5f0f\u5b58\u50a8<\/strong>\uff1a\u5982Hadoop\u3001Elasticsearch\uff0c\u9002\u5408\u5b58\u50a8\u5927\u89c4\u6a21\u3001\u975e\u7ed3\u6784\u5316\u6570\u636e\u3002<\/li>\n\n\n<\/ul>\n\n\n\n\n<h4>3. \u6570\u636e\u5904\u7406\u4e0e\u5206\u6790\u5c42<\/h4>\n\n\n\n\n<p>\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790\u5c42\u8d1f\u8d23\u5bf9\u91c7\u96c6\u5230\u7684\u6570\u636e\u8fdb\u884c\u6e05\u6d17\u3001\u8f6c\u6362\u548c\u5206\u6790\uff0c\u63d0\u53d6\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u3002\u5e38\u7528\u7684\u6570\u636e\u5904\u7406\u5de5\u5177\u5305\u62ec\uff1a<\/p>\n\n\n\n\n<ul>\n\n\n<li><strong>\u6570\u636e\u6e05\u6d17\u5de5\u5177<\/strong>\uff1a\u5982Apache NiFi\u3001Logstash\uff0c\u7528\u4e8e\u6570\u636e\u9884\u5904\u7406\u3002<\/li>\n\n\n\n\n<li><strong>\u6570\u636e\u5206\u6790\u5de5\u5177<\/strong>\uff1a\u5982Apache Spark\u3001Python\u7684Pandas\u5e93\uff0c\u7528\u4e8e\u590d\u6742\u7684\u6570\u636e\u5206\u6790\u3002<\/li>\n\n\n<\/ul>\n\n\n\n\n<h4>4. \u6570\u636e\u5c55\u793a\u4e0e\u544a\u8b66\u5c42<\/h4>\n\n\n\n\n<p>\u6570\u636e\u5c55\u793a\u4e0e\u544a\u8b66\u5c42\u8d1f\u8d23\u5c06\u5206\u6790\u7ed3\u679c\u4ee5\u76f4\u89c2\u7684\u65b9\u5f0f\u5c55\u793a\u7ed9\u7528\u6237\uff0c\u5e76\u63d0\u4f9b\u544a\u8b66\u529f\u80fd\u3002\u5e38\u7528\u7684\u5c55\u793a\u5de5\u5177\u5305\u62ec\uff1a<\/p>\n\n\n\n\n<ul>\n\n\n<li><strong>\u76d1\u63a7\u4eea\u8868\u76d8<\/strong>\uff1a\u5982Grafana\u3001Kibana\uff0c\u80fd\u591f\u4ee5\u56fe\u8868\u3001\u4eea\u8868\u76d8\u7b49\u5f62\u5f0f\u5c55\u793a\u6027\u80fd\u6570\u636e\u3002<\/li>\n\n\n\n\n<li><strong>\u544a\u8b66\u7cfb\u7edf<\/strong>\uff1a\u5982Alertmanager\u3001 PagerDuty\uff0c\u80fd\u591f\u6839\u636e\u9884\u8bbe\u7684\u9608\u503c\u53d1\u9001\u544a\u8b66\u901a\u77e5\u3002<\/li>\n\n\n<\/ul>\n\n\n\n\n<h3>\u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u5173\u952e\u6280\u672f<\/h3>\n\n\n\n\n<h4>1. \u6307\u6807\u76d1\u63a7<\/h4>\n\n\n\n\n<p>\u6307\u6807\u76d1\u63a7\u662f\u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u57fa\u7840\uff0c\u901a\u8fc7\u91c7\u96c6\u548c\u5206\u6790\u5173\u952e\u6027\u80fd\u6307\u6807\uff0c\u80fd\u591f\u5168\u9762\u4e86\u89e3\u7cfb\u7edf\u7684\u8fd0\u884c\u72b6\u6001\u3002\u5e38\u89c1\u7684\u6027\u80fd\u6307\u6807\u5305\u62ec\uff1a<\/p>\n\n\n\n\n<ul>\n\n\n<li><strong>CPU\u6307\u6807<\/strong>\uff1a\u4f7f\u7528\u7387\u3001\u8d1f\u8f7d\u3001\u4e0a\u4e0b\u6587\u5207\u6362\u6b21\u6570\u7b49\u3002<\/li>\n\n\n\n\n<li><strong>\u5185\u5b58\u6307\u6807<\/strong>\uff1a\u603b\u5185\u5b58\u3001\u5df2\u7528\u5185\u5b58\u3001\u7f13\u5b58\u5927\u5c0f\u7b49\u3002<\/li>\n\n\n\n\n<li><strong>\u78c1\u76d8\u6307\u6807<\/strong>\uff1a\u8bfb\u5199\u901f\u7387\u3001IOPS\u3001\u78c1\u76d8\u7a7a\u95f4\u4f7f\u7528\u7387\u7b49\u3002<\/li>\n\n\n\n\n<li><strong>\u7f51\u7edc\u6307\u6807<\/strong>\uff1a\u5e26\u5bbd\u3001\u5ef6\u8fdf\u3001\u4e22\u5305\u7387\u7b49\u3002<\/li>\n\n\n\n\n<li><strong>\u5e94\u7528\u6307\u6807<\/strong>\uff1a\u54cd\u5e94\u65f6\u95f4\u3001\u541e\u5410\u91cf\u3001\u9519\u8bef\u7387\u7b49\u3002<\/li>\n\n\n<\/ul>\n\n\n\n\n<h4>2. \u65e5\u5fd7\u5206\u6790<\/h4>\n\n\n\n\n<p>\u65e5\u5fd7\u662f\u7cfb\u7edf\u8fd0\u884c\u72b6\u6001\u7684\u8be6\u7ec6\u8bb0\u5f55\uff0c\u901a\u8fc7\u65e5\u5fd7\u5206\u6790\u80fd\u591f\u53d1\u73b0\u7cfb\u7edf\u4e2d\u7684\u5f02\u5e38\u884c\u4e3a\u548c\u6f5c\u5728\u95ee\u9898\u3002\u5e38\u7528\u7684\u65e5\u5fd7\u5206\u6790\u5de5\u5177\u5305\u62ec\uff1a<\/p>\n\n\n\n\n<ul>\n\n\n<li><strong>ELK Stack<\/strong>\uff1a\u7531Elasticsearch\u3001Logstash\u548cKibana\u7ec4\u6210\uff0c\u80fd\u591f\u5b9e\u73b0\u65e5\u5fd7\u7684\u91c7\u96c6\u3001\u5b58\u50a8\u3001\u641c\u7d22\u548c\u5206\u6790\u3002<\/li>\n\n\n\n\n<li><strong>Fluentd<\/strong>\uff1a\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u65e5\u5fd7\u91c7\u96c6\u548c\u8f6c\u53d1\u5de5\u5177\uff0c\u652f\u6301\u591a\u79cd\u6570\u636e\u6e90\u548c\u76ee\u6807\u3002<\/li>\n\n\n<\/ul>\n\n\n\n\n<h4>3. \u94fe\u8def\u8ffd\u8e2a<\/h4>\n\n\n\n\n<p>\u94fe\u8def\u8ffd\u8e2a\u4e3b\u8981\u7528\u4e8e\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\uff0c\u901a\u8fc7\u8ffd\u8e2a\u8bf7\u6c42\u7684\u5b8c\u6574\u8def\u5f84\uff0c\u80fd\u591f\u53d1\u73b0\u7cfb\u7edf\u4e2d\u7684\u74f6\u9888\u548c\u5f02\u5e38\u70b9\u3002\u5e38\u7528\u7684\u94fe\u8def\u8ffd\u8e2a\u5de5\u5177\u5305\u62ec\uff1a<\/p>\n\n\n\n\n<ul>\n\n\n<li><strong>OpenTracing<\/strong>\uff1a\u4e00\u4e2a\u6807\u51c6\u7684\u94fe\u8def\u8ffd\u8e2a\u6846\u67b6\uff0c\u652f\u6301\u591a\u79cd\u8bed\u8a00\u548c\u5e73\u53f0\u3002<\/li>\n\n\n\n\n<li><strong>Zipkin<\/strong>\uff1a\u4e00\u4e2a\u5f00\u6e90\u7684\u94fe\u8def\u8ffd\u8e2a\u7cfb\u7edf\uff0c\u80fd\u591f\u53ef\u89c6\u5316\u8bf7\u6c42\u7684\u5b8c\u6574\u8def\u5f84\u3002<\/li>\n\n\n<\/ul>\n\n\n\n\n<h4>4. APM\uff08<a href=\"https:\/\/www.yunshan.net\" target=\"_blank\" style=\"color:blue\" rel=\"noopener noreferrer\">\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff09<\/h4>\n\n\n\n\n<p>APM\u4e13\u6ce8\u4e8e\u5e94\u7528\u5c42\u7684\u6027\u80fd\u76d1\u63a7\uff0c\u901a\u8fc7\u5b9e\u65f6\u76d1\u63a7\u5e94\u7528\u7684\u6027\u80fd\u6307\u6807\uff0c\u80fd\u591f\u53ca\u65f6\u53d1\u73b0\u548c\u89e3\u51b3\u5e94\u7528\u5c42\u7684\u6027\u80fd\u95ee\u9898\u3002\u5e38\u7528\u7684APM\u5de5\u5177\u5305\u62ec\uff1a<\/p>\n\n\n\n\n<ul>\n\n\n<li><strong>New Relic<\/strong>\uff1a\u4e00\u4e2a\u5168\u9762\u7684APM\u89e3\u51b3\u65b9\u6848\uff0c\u652f\u6301\u591a\u79cd\u8bed\u8a00\u548c\u6846\u67b6\u3002<\/li>\n\n\n\n\n<li><strong>Dynatrace<\/strong>\uff1a\u4e00\u4e2a\u667a\u80fd\u7684APM\u5de5\u5177\uff0c\u80fd\u591f\u81ea\u52a8\u53d1\u73b0\u548c\u8bca\u65ad\u6027\u80fd\u95ee\u9898\u3002<\/li>\n\n\n<\/ul>\n\n\n\n\n<h3>\u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u5b9e\u65bd\u6b65\u9aa4<\/h3>\n\n\n\n\n<h4>1. \u9700\u6c42\u5206\u6790\u4e0e\u89c4\u5212<\/h4>\n\n\n\n\n<p>\u5728\u5b9e\u65bd\u5168\u666f\u6027\u80fd\u76d1\u63a7\u4e4b\u524d\uff0c\u9996\u5148\u8981\u8fdb\u884c\u9700\u6c42\u5206\u6790\u548c\u89c4\u5212\uff0c\u660e\u786e\u76d1\u63a7\u7684\u76ee\u6807\u548c\u8303\u56f4\uff0c\u786e\u5b9a\u9700\u8981\u91c7\u96c6\u7684\u6027\u80fd\u6307\u6807\u548c\u4f7f\u7528\u7684\u5de5\u5177\u3002<\/p>\n\n\n\n\n<h4>2. \u73af\u5883\u642d\u5efa\u4e0e\u5de5\u5177\u9009\u578b<\/h4>\n\n\n\n\n<p>\u6839\u636e\u9700\u6c42\u5206\u6790\u7684\u7ed3\u679c\uff0c\u9009\u62e9\u5408\u9002\u7684\u76d1\u63a7\u5de5\u5177\uff0c\u642d\u5efa\u76d1\u63a7\u73af\u5883\u3002\u5305\u62ec\u5b89\u88c5\u548c\u914d\u7f6e\u6570\u636e\u91c7\u96c6\u5de5\u5177\u3001\u5b58\u50a8\u6570\u636e\u5e93\u3001\u6570\u636e\u5904\u7406\u5de5\u5177\u548c\u5c55\u793a\u4eea\u8868\u76d8\u3002<\/p>\n\n\n\n\n<h4>3. \u6570\u636e\u91c7\u96c6\u4e0e\u5b58\u50a8<\/h4>\n\n\n\n\n<p>\u90e8\u7f72\u6570\u636e\u91c7\u96c6\u5de5\u5177\uff0c\u4ece\u5404\u4e2a\u6e90\u5934\u91c7\u96c6\u6027\u80fd\u6570\u636e\uff0c\u5e76\u5c06\u5176\u5b58\u50a8\u5728\u76f8\u5e94\u7684\u6570\u636e\u5e93\u4e2d\u3002\u786e\u4fdd\u6570\u636e\u7684\u5b8c\u6574\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n\n<h4>4. \u6570\u636e\u5904\u7406\u4e0e\u5206\u6790<\/h4>\n\n\n\n\n<p>\u5bf9\u91c7\u96c6\u5230\u7684\u6570\u636e\u8fdb\u884c\u6e05\u6d17\u3001\u8f6c\u6362\u548c\u5206\u6790\uff0c\u63d0\u53d6\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u3002\u6839\u636e\u9700\u8981\uff0c\u53ef\u4ee5\u7f16\u5199\u81ea\u5b9a\u4e49\u7684\u5206\u6790\u811a\u672c\u6216\u4f7f\u7528\u73b0\u6210\u7684\u6570\u636e\u5206\u6790\u5de5\u5177\u3002<\/p>\n\n\n\n\n<h4>5. \u6570\u636e\u5c55\u793a\u4e0e\u544a\u8b66<\/h4>\n\n\n\n\n<p>\u5c06\u5206\u6790\u7ed3\u679c\u4ee5\u76f4\u89c2\u7684\u65b9\u5f0f\u5c55\u793a\u5728\u76d1\u63a7\u4eea\u8868\u76d8\u4e0a\uff0c\u5e76\u6839\u636e\u9884\u8bbe\u7684\u9608\u503c\u914d\u7f6e\u544a\u8b66\u89c4\u5219\uff0c\u786e\u4fdd\u80fd\u591f\u53ca\u65f6\u53d1\u73b0\u95ee\u9898\u3002<\/p>\n\n\n\n\n<h4>6. \u6301\u7eed\u4f18\u5316\u4e0e\u7ef4\u62a4<\/h4>\n\n\n\n\n<p>\u5168\u666f\u6027\u80fd\u76d1\u63a7\u662f\u4e00\u4e2a\u6301\u7eed\u7684\u8fc7\u7a0b\uff0c\u9700\u8981\u4e0d\u65ad\u4f18\u5316\u548c\u8c03\u6574\u3002\u6839\u636e\u5b9e\u9645\u8fd0\u884c\u60c5\u51b5\uff0c\u8c03\u6574\u76d1\u63a7\u7b56\u7565\uff0c\u4f18\u5316\u6570\u636e\u5904\u7406\u6d41\u7a0b\uff0c\u786e\u4fdd\u76d1\u63a7\u7cfb\u7edf\u7684\u7a33\u5b9a\u8fd0\u884c\u3002<\/p>\n\n\n\n\n<h3>\u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u6311\u6218\u4e0e\u5e94\u5bf9\u7b56\u7565<\/h3>\n\n\n\n\n<h4>1. \u6570\u636e\u91cf\u5e9e\u5927<\/h4>\n\n\n\n\n<p>\u968f\u7740\u7cfb\u7edf\u89c4\u6a21\u7684\u6269\u5927\uff0c\u6027\u80fd\u6570\u636e\u7684\u91c7\u96c6\u91cf\u4f1a\u8fc5\u901f\u589e\u52a0\uff0c\u7ed9\u6570\u636e\u5b58\u50a8\u548c\u5904\u7406\u5e26\u6765\u5de8\u5927\u538b\u529b\u3002<\/p>\n\n\n\n\n<p><strong>\u5e94\u5bf9\u7b56\u7565<\/strong>\uff1a<\/p>\n\n\n\n\n<ul>\n\n\n<li>\u91c7\u7528\u5206\u5e03\u5f0f\u5b58\u50a8\u65b9\u6848\uff0c\u5982Hadoop\u3001Elasticsearch\uff0c\u63d0\u5347\u6570\u636e\u5b58\u50a8\u80fd\u529b\u3002<\/li>\n\n\n\n\n<li>\u4f7f\u7528\u5927\u6570\u636e\u5904\u7406\u5de5\u5177\uff0c\u5982Apache Spark\uff0c\u63d0\u5347\u6570\u636e\u5904\u7406\u6548\u7387\u3002<\/li>\n\n\n<\/ul>\n\n\n\n\n<h4>2. \u6570\u636e\u591a\u6837\u6027<\/h4>\n\n\n\n\n<p>\u4e0d\u540c\u6765\u6e90\u7684\u6027\u80fd\u6570\u636e\u683c\u5f0f\u5404\u5f02\uff0c\u7ed9\u6570\u636e\u6574\u5408\u548c\u5206\u6790\u5e26\u6765\u56f0\u96be\u3002<\/p>\n\n\n\n\n<p><strong>\u5e94\u5bf9\u7b56\u7565<\/strong>\uff1a<\/p>\n\n\n\n\n<ul>\n\n\n<li>\u5236\u5b9a\u7edf\u4e00\u7684\u6570\u636e\u683c\u5f0f\u6807\u51c6\uff0c\u786e\u4fdd\u6570\u636e\u7684\u89c4\u8303\u6027\u548c\u4e00\u81f4\u6027\u3002<\/li>\n\n\n\n\n<li>\u4f7f\u7528\u6570\u636e\u6e05\u6d17\u5de5\u5177\uff0c\u5982Apache NiFi\u3001Logstash\uff0c\u5bf9\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406\u3002<\/li>\n\n\n<\/ul>\n\n\n\n\n<h4>3. \u5b9e\u65f6\u6027\u8981\u6c42\u9ad8<\/h4>\n\n\n\n\n<p>\u6027\u80fd\u76d1\u63a7\u9700\u8981\u5b9e\u65f6\u53cd\u6620\u7cfb\u7edf\u7684\u8fd0\u884c\u72b6\u6001\uff0c\u5bf9\u6570\u636e\u91c7\u96c6\u548c\u5904\u7406\u7684\u5b9e\u65f6\u6027\u8981\u6c42\u8f83\u9ad8\u3002<\/p>\n\n\n\n\n<p><strong>\u5e94\u5bf9\u7b56\u7565<\/strong>\uff1a<\/p>\n\n\n\n\n<ul>\n\n\n<li>\u91c7\u7528\u6d41\u5f0f\u6570\u636e\u5904\u7406\u6280\u672f\uff0c\u5982Apache Kafka\u3001Apache Flink\uff0c\u63d0\u5347\u6570\u636e\u5904\u7406\u5b9e\u65f6\u6027\u3002<\/li>\n\n\n\n\n<li>\u4f18\u5316\u6570\u636e\u91c7\u96c6\u548c\u4f20\u8f93\u6d41\u7a0b\uff0c\u51cf\u5c11\u5ef6\u8fdf\u3002<\/li>\n\n\n<\/ul>\n\n\n\n\n<h4>4. \u5b89\u5168\u6027\u95ee\u9898<\/h4>\n\n\n\n\n<p>\u6027\u80fd\u6570\u636e\u4e2d\u53ef\u80fd\u5305\u542b\u654f\u611f\u4fe1\u606f\uff0c\u9700\u8981\u786e\u4fdd\u6570\u636e\u7684\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n\n<p><strong>\u5e94\u5bf9\u7b56\u7565<\/strong>\uff1a<\/p>\n\n\n\n\n<ul>\n\n\n<li>\u91c7\u7528\u6570\u636e\u52a0\u5bc6\u6280\u672f\uff0c\u4fdd\u62a4\u6570\u636e\u5728\u4f20\u8f93\u548c\u5b58\u50a8\u8fc7\u7a0b\u4e2d\u7684\u5b89\u5168\u3002<\/li>\n\n\n\n\n<li>\u914d\u7f6e\u4e25\u683c\u7684\u8bbf\u95ee\u63a7\u5236\u7b56\u7565\uff0c\u9650\u5236\u6570\u636e\u7684\u8bbf\u95ee\u6743\u9650\u3002<\/li>\n\n\n<\/ul>\n\n\n\n\n<h3>\u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u672a\u6765\u53d1\u5c55\u8d8b\u52bf<\/h3>\n\n\n\n\n<h4>1. 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