{"id":40725,"date":"2025-04-27T07:11:41","date_gmt":"2025-04-26T23:11:41","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=40725"},"modified":"2025-04-27T07:11:41","modified_gmt":"2025-04-26T23:11:41","slug":"%e4%ba%91%e5%8e%9f%e7%94%9f%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e5%a6%82%e4%bd%95%e5%b8%ae%e5%8a%a9%e6%8f%90%e9%ab%98%e7%b3%bb%e7%bb%9f%e7%9a%84%e5%8f%af%e8%bf%bd%e6%ba%af%e6%80%a7","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/40725.html","title":{"rendered":"\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u5e2e\u52a9\u63d0\u9ad8\u7cfb\u7edf\u7684\u53ef\u8ffd\u6eaf\u6027"},"content":{"rendered":"

\n

\"\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u5e2e\u52a9\u63d0\u9ad8\u7cfb\u7edf\u7684\u53ef\u8ffd\u6eaf\u6027\"<\/p>\n<\/p>\n

\u4e00\u3001\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u7684\u5b9a\u4e49\u548c\u91cd\u8981\u6027<\/h2>\n

1. \u5b9a\u4e49<\/strong><\/p>\n

\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u662f\u6307\u901a\u8fc7\u6536\u96c6\u3001\u5206\u6790\u548c\u53ef\u89c6\u5316\u7cfb\u7edf\u7684\u6307\u6807\u3001\u65e5\u5fd7\u548c\u94fe\u8def\u8ffd\u8e2a\u6570\u636e\uff0c\u4f7f\u5f00\u53d1\u4eba\u5458\u548c\u8fd0\u7ef4\u4eba\u5458\u80fd\u591f\u6df1\u5165\u4e86\u89e3\u7cfb\u7edf\u7684\u5185\u90e8\u72b6\u6001\u548c\u884c\u4e3a\u3002\u8fd9\u79cd\u80fd\u529b\u4e0d\u4ec5\u4ec5\u662f\u4f20\u7edf\u76d1\u63a7\u7684\u6269\u5c55\uff0c\u66f4\u662f\u4e00\u79cd\u5168\u9762\u7406\u89e3\u7cfb\u7edf\u7684\u65b9\u6cd5\uff0c\u6709\u52a9\u4e8e\u5feb\u901f\u5b9a\u4f4d\u548c\u89e3\u51b3\u95ee\u9898\uff0c\u63d0\u9ad8\u7cfb\u7edf\u7684\u53ef\u9760\u6027\u548c\u6027\u80fd\u3002<\/p>\n

2. \u91cd\u8981\u6027<\/strong><\/p>\n

  • \u6539\u8fdb\u6545\u969c\u6392\u9664<\/strong>\uff1a\u901a\u8fc7\u63d0\u4f9b\u5bf9\u95ee\u9898\u6839\u672c\u539f\u56e0\u7684\u6df1\u5165\u7406\u89e3\uff0c\u53ef\u89c2\u6d4b\u6027\u5927\u5927\u589e\u5f3a\u4e86\u6545\u969c\u6392\u9664\u80fd\u529b\u3002\u4e00\u65e6\u95ee\u9898\u51fa\u73b0\uff0c\u8fd0\u7ef4\u4eba\u5458\u53ef\u4ee5\u8fc5\u901f\u5b9a\u4f4d\u53d7\u5f71\u54cd\u7684\u7ec4\u4ef6\uff0c\u67e5\u770b\u76f8\u5173\u6570\u636e\uff0c\u68c0\u67e5\u65e5\u5fd7\u5e76\u8ddf\u8e2a\u8bf7\u6c42\u6d41\u7a0b\uff0c\u4ece\u800c\u51cf\u5c11\u7cfb\u7edf\u505c\u673a\u65f6\u95f4\u5e76\u52a0\u5feb\u95ee\u9898\u89e3\u51b3\u901f\u5ea6\u3002<\/li>\n
  • \u6027\u80fd\u4f18\u5316<\/strong>\uff1a\u53ef\u89c2\u6d4b\u6027\u5141\u8bb8\u8fd0\u7ef4\u4eba\u5458\u8ddf\u8e2a\u548c\u5206\u6790\u5404\u9879\u6307\u6807\uff0c\u8bc6\u522b\u7cfb\u7edf\u4e2d\u7684\u6027\u80fd\u74f6\u9888\u548c\u4f4e\u6548\u73af\u8282\u3002\u901a\u8fc7\u8fd9\u4e9b\u4fe1\u606f\uff0c\u4ed6\u4eec\u80fd\u591f\u5408\u7406\u5206\u914d\u8d44\u6e90\u3001\u6309\u9700\u6269\u5c55\u7ec4\u4ef6\uff0c\u5e76\u5fae\u8c03\u7cfb\u7edf\u914d\u7f6e\u4ee5\u63d0\u5347\u6574\u4f53\u6027\u80fd\u3002<\/li>\n
  • \u4e3b\u52a8\u76d1\u63a7\u548c\u5bb9\u91cf\u89c4\u5212<\/strong>\uff1a\u501f\u52a9\u957f\u671f\u7684\u6307\u6807\u8ddf\u8e2a\u548c\u7cfb\u7edf\u6d3b\u52a8\u76d1\u6d4b\uff0c\u8fd0\u7ef4\u4eba\u5458\u80fd\u591f\u9884\u6d4b\u6f5c\u5728\u95ee\u9898\u548c\u8d44\u6e90\u9650\u5236\u3002\u901a\u8fc7\u8d8b\u52bf\u5206\u6790\uff0c\u4ed6\u4eec\u53ef\u4ee5\u63d0\u524d\u91c7\u53d6\u63aa\u65bd\uff0c\u5982\u6269\u5c55\u8d44\u6e90\u6216\u4f18\u5316\u5de5\u4f5c\u8d1f\u8f7d\uff0c\u4ece\u800c\u907f\u514d\u95ee\u9898\u5bf9\u7cfb\u7edf\u53ef\u7528\u6027\u548c\u6027\u80fd\u9020\u6210\u5f71\u54cd\u3002<\/li>\n

    \u4e8c\u3001\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u7684\u4e09\u5927\u652f\u67f1<\/h2>\n

    1. \u6307\u6807\uff08Metrics\uff09<\/strong><\/p>\n

    \u6307\u6807\u662f\u5173\u4e8e\u7cfb\u7edf\u591a\u4e2a\u7ef4\u5ea6\u7684\u6570\u503c\u6570\u636e\uff0c\u5982CPU\u548c\u5185\u5b58\u4f7f\u7528\u7387\u3001\u8bf7\u6c42\u5ef6\u8fdf\u548c\u9519\u8bef\u7387\u7b49\u3002\u5b83\u4eec\u63d0\u4f9b\u4e86\u7cfb\u7edf\u5065\u5eb7\u72b6\u51b5\u548c\u6027\u80fd\u7684\u9ad8\u7ea7\u89c6\u56fe\uff0c\u5e2e\u52a9\u8fd0\u7ef4\u4eba\u5458\u53d1\u73b0\u8d8b\u52bf\u3001\u8bbe\u7f6e\u8b66\u62a5\u5e76\u505a\u51fa\u660e\u667a\u51b3\u7b56\u3002<\/p>\n

    2. \u65e5\u5fd7\uff08Logs\uff09<\/strong><\/p>\n

    \u65e5\u5fd7\u8bb0\u5f55\u4e86\u7cfb\u7edf\u6d3b\u52a8\u548c\u4e8b\u4ef6\u7684\u8be6\u7ec6\u4fe1\u606f\uff0c\u5305\u62ec\u8b66\u544a\u3001\u9519\u8bef\u548c\u5176\u4ed6\u91cd\u8981\u7684\u65e5\u5fd7\u6761\u76ee\u3002\u901a\u8fc7\u5206\u6790\u65e5\u5fd7\uff0c\u8fd0\u7ef4\u4eba\u5458\u53ef\u4ee5\u6df1\u5165\u4e86\u89e3\u7cfb\u7edf\u7684\u5185\u90e8\u72b6\u6001\uff0c\u53d1\u73b0\u5f02\u5e38\u60c5\u51b5\u5e76\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n

    3. \u94fe\u8def\u8ffd\u8e2a\uff08Traces\uff09<\/strong><\/p>\n

    \u94fe\u8def\u8ffd\u8e2a\u805a\u7126\u4e8e\u7406\u89e3\u8bf7\u6c42\u5728\u5206\u5e03\u5f0f\u5e94\u7528\u7ec4\u4ef6\u4e4b\u95f4\u7684\u6d41\u52a8\u3002\u901a\u8fc7\u8ddf\u8e2a\u5355\u4e2a\u8bf7\u6c42\u5728\u4e0d\u540c\u5fae\u670d\u52a1\u4e2d\u7684\u6d41\u8f6c\u8fc7\u7a0b\uff0c\u5305\u62ec\u5176\u6301\u7eed\u65f6\u95f4\u548c\u6f5c\u5728\u7684\u74f6\u9888\uff0c\u8fd0\u7ef4\u4eba\u5458\u53ef\u4ee5\u83b7\u5f97\u7cfb\u7edf\u6574\u4f53\u6027\u80fd\u548c\u884c\u4e3a\u7684\u8be6\u7ec6\u89c6\u56fe\u3002<\/p>\n

    \u4e09\u3001\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u7684\u5de5\u5177\u548c\u6280\u672f<\/h2>\n

    1. \u6d41\u884c\u7684\u4e91\u539f\u751f\u73af\u5883\u76d1\u63a7\u5de5\u5177<\/strong><\/p>\n

  • Prometheus<\/strong>\uff1a\u4e00\u6b3e\u6d41\u884c\u7684\u5f00\u6e90\u76d1\u63a7\u5de5\u5177\uff0c\u4e13\u6ce8\u4e8e\u6536\u96c6\u548c\u5b58\u50a8\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u3002Prometheus\u4ee5\u5176\u5f3a\u5927\u7684\u67e5\u8be2\u8bed\u8a00\u3001\u5e7f\u6cdb\u7684\u96c6\u6210\u548c\u7075\u6d3b\u7684\u62a5\u8b66\u529f\u80fd\u8457\u79f0\u3002<\/li>\n
  • Grafana<\/strong>\uff1a\u4e00\u4e2a\u7528\u4e8e\u5206\u6790\u548c\u53ef\u89c6\u5316\u7684\u5e73\u53f0\uff0c\u901a\u5e38\u4e0ePrometheus\u4e00\u8d77\u4f7f\u7528\u3002Grafana\u5141\u8bb8\u7528\u6237\u521b\u5efa\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u4eea\u8868\u76d8\u548c\u8b66\u62a5\uff0c\u4ee5\u4fbf\u8ddf\u8e2a\u548c\u5206\u6790\u6765\u81ea\u4e0d\u540c\u6570\u636e\u6e90\u7684\u6307\u6807\u3002<\/li>\n
  • ELK Stack\uff08Elasticsearch\u3001Logstash\u3001Kibana\uff09<\/strong>\uff1a\u4e00\u6b3e\u5e7f\u6cdb\u4f7f\u7528\u7684\u65e5\u5fd7\u7ba1\u7406\u5de5\u5177\u96c6\u3002Elasticsearch\u5b58\u50a8\u548c\u7d22\u5f15\u65e5\u5fd7\u6570\u636e\uff0cLogstash\u6536\u96c6\u548c\u5904\u7406\u65e5\u5fd7\uff0cKibana\u63d0\u4f9b\u7528\u6237\u53cb\u597d\u7684\u754c\u9762\u8fdb\u884c\u65e5\u5fd7\u5206\u6790\u3002<\/li>\n
  • Jaeger<\/strong>\uff1a\u4e00\u4e2a\u5206\u5e03\u5f0f\u8ffd\u8e2a\u5de5\u5177\uff0c\u5e2e\u52a9\u8bb0\u5f55\u548c\u53ef\u89c6\u5316\u5fae\u670d\u52a1\u4e4b\u95f4\u7684\u8bf7\u6c42\u6d41\u7a0b\u3002Jaeger\u63d0\u4f9b\u4e86\u5bf9\u74f6\u9888\u3001\u4f9d\u8d56\u5173\u7cfb\u548c\u8bf7\u6c42\u5ef6\u8fdf\u7684\u6d1e\u5bdf\uff0c\u6709\u52a9\u4e8e\u4f18\u5316\u7cfb\u7edf\u6027\u80fd\u3002<\/li>\n
  • New Relic<\/strong>\uff1a\u4e00\u4e2a\u5168\u9762\u7684\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\uff0c\u5177\u5907\u57fa\u7840\u8bbe\u65bd\u76d1\u63a7\u3001\u5408\u6210\u76d1\u63a7\u548c\u5e94\u7528\u6027\u80fd\u76d1\u63a7\uff08APM\uff09\u7684\u80fd\u529b\u3002New Relic\u63d0\u4f9b\u4e86\u5bf9\u5e94\u7528\u6027\u80fd\u3001\u7528\u6237\u4f53\u9a8c\u548c\u57fa\u7840\u8bbe\u65bd\u5065\u5eb7\u72b6\u51b5\u7684\u5b9e\u65f6\u6d1e\u5bdf\u3002<\/li>\n
  • Dynatrace<\/strong>\uff1a\u4e00\u6b3e\u5168\u81ea\u52a8\u7684\u76d1\u63a7\u5de5\u5177\uff0c\u5229\u7528\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u63d0\u5347\u53ef\u89c2\u6d4b\u6027\u3002Dynatrace\u6301\u7eed\u4e14\u7cbe\u51c6\u5730\u76d1\u63a7\u5e94\u7528\u3001\u5fae\u670d\u52a1\u548c\u57fa\u7840\u8bbe\u65bd\uff0c\u5e76\u63d0\u4f9b\u81ea\u52a8\u7684\u6839\u56e0\u5206\u6790\u548c\u6027\u80fd\u4f18\u5316\u5efa\u8bae\u3002<\/li>\n

    2. \u5206\u5e03\u5f0f\u8ffd\u8e2a<\/strong><\/p>\n

    \u5206\u5e03\u5f0f\u8ffd\u8e2a\u662f\u4e00\u79cd\u7528\u4e8e\u6355\u83b7\u548c\u53ef\u89c6\u5316\u5fae\u670d\u52a1\u95f4\u8bf7\u6c42\u6d41\u7a0b\u7684\u6280\u672f\uff0c\u8fd1\u5e74\u6765\u53d7\u5230\u5e7f\u6cdb\u5173\u6ce8\u3002\u5de5\u5177\u5982Jaeger\u548cZipkin\u5141\u8bb8\u8fd0\u7ef4\u4eba\u5458\u8ddf\u8e2a\u5355\u4e2a\u8bf7\u6c42\u5728\u591a\u4e2a\u7ec4\u4ef6\u95f4\u7684\u4f20\u9012\uff0c\u4ece\u800c\u7406\u89e3\u7cfb\u7edf\u7684\u7aef\u5230\u7aef\u6027\u80fd\uff0c\u5b9a\u4f4d\u5ef6\u8fdf\u74f6\u9888\u5e76\u4f18\u5316\u6574\u4f53\u67b6\u6784\u3002<\/p>\n

    3. \u4eba\u5de5\u667a\u80fd\u9a71\u52a8\u7684\u76d1\u63a7<\/strong><\/p>\n

    \u901a\u8fc7\u8fd0\u7528\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u548c\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u6280\u672f\uff0c\u53ef\u89c2\u6d4b\u6027\u548c\u76d1\u63a7\u5f97\u5230\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347\u3002AI\u9a71\u52a8\u7684\u76d1\u63a7\u7cfb\u7edf\u80fd\u591f\u81ea\u52a8\u68c0\u6d4b\u5f02\u5e38\u3001\u8bc6\u522b\u6027\u80fd\u6a21\u5f0f\uff0c\u5e76\u63d0\u4f9b\u9884\u6d4b\u6027\u7684\u89c1\u89e3\uff0c\u4ece\u800c\u63d0\u9ad8\u95ee\u9898\u68c0\u6d4b\u548c\u89e3\u51b3\u7684\u901f\u5ea6\u53ca\u51c6\u786e\u6027\u3002<\/p>\n

    \u56db\u3001\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u7684\u5b9e\u65bd\u7b56\u7565<\/h2>\n

    1. \u8bbe\u8ba1\u8003\u8651\u56e0\u7d20<\/strong><\/p>\n

  • \u4eea\u5668\u5316\uff08Instrumentation\uff09<\/strong>\uff1a\u5728\u57fa\u7840\u8bbe\u65bd\u548c\u5e94\u7528\u4ee3\u7801\u4e2d\u521b\u5efa\u8db3\u591f\u7684\u68c0\u6d4b\u70b9\uff0c\u4ee5\u6536\u96c6\u53ef\u89c2\u6d4b\u6027\u6240\u9700\u7684\u6570\u636e\u3002\u8fd9\u53ef\u80fd\u6d89\u53ca\u6dfb\u52a0\u94a9\u5b50\u6216\u65e5\u5fd7\u8bed\u53e5\u6765\u8bb0\u5f55\u91cd\u8981\u4e8b\u4ef6\u3001\u6027\u80fd\u6307\u6807\u548c\u8ddf\u8e2a\u6570\u636e\u3002<\/li>\n
  • \u7c92\u5ea6\uff08Granularity\uff09<\/strong>\uff1a\u9009\u62e9\u9002\u5f53\u7684\u76d1\u63a7\u7c92\u5ea6\uff0c\u4ee5\u9002\u5e94\u4e91\u539f\u751f\u5e94\u7528\u7684\u4e0d\u540c\u90e8\u5206\u3002\u6839\u636e\u7cfb\u7edf\u7684\u72ec\u7279\u9700\u6c42\uff0c\u53ef\u4ee5\u9009\u62e9\u5728\u670d\u52a1\u7ea7\u522b\u3001\u5fae\u670d\u52a1\u7ea7\u522b\uff0c\u751a\u81f3\u5355\u4e2a\u5bb9\u5668\u6216\u51fd\u6570\u7ea7\u522b\u8fdb\u884c\u76d1\u63a7\u3002<\/li>\n
  • \u5206\u6563\u7cfb\u7edf\uff08Dispersed Systems\uff09<\/strong>\uff1a\u7531\u4e8e\u4e91\u539f\u751f\u5e94\u7528\u901a\u5e38\u5206\u5e03\u5728\u591a\u4e2a\u670d\u52a1\u3001\u5bb9\u5668\u6216\u51fd\u6570\u4e2d\uff0c\u56e0\u6b64\u9700\u8981\u8003\u8651\u5982\u4f55\u4ece\u8fd9\u4e9b\u5206\u6563\u7684\u7ec4\u4ef6\u4e2d\u6536\u96c6\u548c\u6574\u5408\u6570\u636e\uff0c\u4ee5\u83b7\u5f97\u5bf9\u7cfb\u7edf\u884c\u4e3a\u7684\u5168\u9762\u7406\u89e3\u3002<\/li>\n
  • \u53ef\u6269\u5c55\u6027\uff08Scalability\uff09<\/strong>\uff1a\u786e\u4fdd\u53ef\u89c2\u6d4b\u6027\u89e3\u51b3\u65b9\u6848\u80fd\u591f\u968f\u7740\u4e91\u539f\u751f\u5e94\u7528\u7684\u589e\u957f\u800c\u6269\u5c55\u3002\u8bbe\u8ba1\u7cfb\u7edf\u65f6\u8981\u8003\u8651\u5904\u7406\u5206\u5e03\u5f0f\u7cfb\u7edf\u4ea7\u751f\u7684\u5927\u91cf\u6570\u636e\uff0c\u540c\u65f6\u6ce8\u610f\u6570\u636e\u91cf\u589e\u52a0\u5bf9\u5b58\u50a8\u3001\u5904\u7406\u548c\u5206\u6790\u7684\u5f71\u54cd\u3002<\/li>\n

    2. \u68c0\u6d4b\u6280\u672f<\/strong><\/p>\n

  • \u65e5\u5fd7\uff08Logging\uff09<\/strong>\uff1a\u4f7f\u7528\u7ed3\u6784\u5316\u65e5\u5fd7\u8bb0\u5f55\u4ee3\u7801\u5e93\u4e2d\u7684\u91cd\u8981\u4e8b\u4ef6\u548c\u6570\u636e\u3002\u901a\u8fc7\u5b9a\u4e49\u4e0d\u540c\u7684\u65e5\u5fd7\u7ea7\u522b\uff08\u5982\u4fe1\u606f\u3001\u8b66\u544a\u3001\u9519\u8bef\uff09\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u8fdb\u884c\u65e5\u5fd7\u7684\u6536\u96c6\u3001\u641c\u7d22\u548c\u5206\u6790\u3002<\/li>\n
  • \u6307\u6807\u6536\u96c6\uff08Metrics Collection\uff09<\/strong>\uff1a\u5f15\u5165\u80fd\u591f\u6536\u96c6\u548c\u53d1\u5e03\u7cfb\u7edf\u53ca\u5e94\u7528\u7ea7\u6307\u6807\u7684\u6846\u67b6\u6216\u5e93\u3002\u5728\u4ee3\u7801\u4e2d\u8ddf\u8e2a\u54cd\u5e94\u65f6\u95f4\u3001\u9519\u8bef\u7387\u3001\u8d44\u6e90\u4f7f\u7528\u60c5\u51b5\u548c\u7279\u5b9a\u4e1a\u52a1\u6307\u6807\uff0c\u5e76\u4ee5\u901a\u7528\u683c\u5f0f\uff08\u5982Prometheus\u6216StatsD\uff09\u8f93\u51fa\uff0c\u4ee5\u4fbf\u4e0e\u76d1\u63a7\u7cfb\u7edf\u96c6\u6210\u3002<\/li>\n
  • \u8ffd\u8e2a\uff08Tracing\uff09<\/strong>\uff1a\u901a\u8fc7\u5728\u8bf7\u6c42\u4e2d\u5305\u542b\u8ffd\u8e2a\u4f20\u64ad\u5934\u5e76\u8bb0\u5f55\u5e94\u7528\u4e2d\u7684\u65f6\u5e8f\u6570\u636e\uff0c\u5b9e\u73b0\u5206\u5e03\u5f0f\u8ffd\u8e2a\u3002\u4f7f\u7528\u8ffd\u8e2a\u5de5\u5177\uff08\u5982OpenTelemetry\u6216Zipkin\uff09\u6765\u6536\u96c6\u548c\u5c55\u793a\u5fae\u670d\u52a1\u95f4\u7684\u8bf7\u6c42\u6d41\u7a0b\u3002<\/li>\n
  • \u57fa\u7840\u8bbe\u65bd\u76d1\u63a7\uff08Infrastructure Monitoring\uff09<\/strong>\uff1a\u5229\u7528\u57fa\u7840\u8bbe\u65bd\u5373\u4ee3\u7801\uff08IaC\uff09\u5de5\u5177\uff08\u5982Terraform\u6216Kubernetes\uff09\u5b9a\u4e49\u548c\u914d\u7f6e\u57fa\u7840\u8bbe\u65bd\uff0c\u5e76\u5728\u5176\u4e2d\u5305\u542b\u76d1\u63a7\u63d2\u4ef6\u6216\u4ee3\u7406\uff0c\u4ee5\u6536\u96c6\u6765\u81ea\u57fa\u7840\u8bbe\u65bd\u5404\u90e8\u5206\uff08\u5982\u865a\u62df\u673a\u3001\u5bb9\u5668\uff09\u7684\u6307\u6807\u3001\u65e5\u5fd7\u548c\u8ffd\u8e2a\u4fe1\u606f\u3002<\/li>\n

    3. \u6700\u4f73\u5b9e\u8df5<\/strong><\/p>\n

  • \u76f8\u5173\u6027\uff08Relevance\uff09<\/strong>\uff1a\u5efa\u7acb\u4e0e\u4e1a\u52a1\u76ee\u6807\u3001\u5ba2\u6237\u671f\u671b\u548c\u5173\u952e\u6027\u80fd\u6307\u6807\uff08KPIs\uff09\u4e00\u81f4\u7684\u6307\u6807\u3001\u65e5\u5fd7\u548c\u8ffd\u8e2a\u3002\u91cd\u70b9\u6536\u96c6\u80fd\u591f\u63d0\u4f9b\u7cfb\u7edf\u6027\u80fd\u3001\u884c\u4e3a\u548c\u6f5c\u5728\u95ee\u9898\u6709\u7528\u6d1e\u5bdf\u7684\u4fe1\u606f\u3002<\/li>\n
  • \u4e0a\u4e0b\u6587\u4fe1\u606f\uff08Contextual Information\uff09<\/strong>\uff1a\u5728\u65e5\u5fd7\u548c\u8ffd\u8e2a\u4e2d\u5305\u542b\u8bf7\u6c42ID\u3001\u7528\u6237ID\u548c\u4ea4\u6613\u7ec6\u8282\u7b49\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4ee5\u4fbf\u66f4\u5bb9\u6613\u5173\u8054\u4e8b\u4ef6\u548c\u7406\u89e3\u8bf7\u6c42\u7684\u7aef\u5230\u7aef\u6d41\u7a0b\uff0c\u4ece\u800c\u5e2e\u52a9\u8fdb\u884c\u6839\u56e0\u5206\u6790\u548c\u6545\u969c\u6392\u9664\u3002<\/li>\n
  • \u6ce8\u610f\u57fa\u6570\uff08Cardinality\uff09<\/strong>\uff1a\u7279\u522b\u662f\u5728\u9ad8\u5ea6\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\uff0c\u8981\u6ce8\u610f\u65e5\u5fd7\u548c\u6307\u6807\u7684\u57fa\u6570\u3002\u907f\u514d\u521b\u5efa\u8fc7\u591a\u7684\u4e0d\u540c\u7cfb\u5217\u6216\u65e5\u5fd7\u6761\u76ee\uff0c\u4ee5\u514d\u6df9\u6ca1\u5b58\u50a8\u548c\u5206\u6790\u7cfb\u7edf\u3002<\/li>\n
  • \u9632\u6b62\u8fc7\u8f7d\uff08Prevent Overloading\uff09<\/strong>\uff1a\u907f\u514d\u5411\u53ef\u89c2\u6d4b\u6027\u7cfb\u7edf\u53d1\u9001\u8fc7\u591a\u7684\u6570\u636e\uff0c\u4ee5\u514d\u5f71\u54cd\u7cfb\u7edf\u6027\u80fd\u548c\u589e\u52a0\u4e0d\u5fc5\u8981\u7684\u6210\u672c\u3002<\/li>\n

    \u4e94\u3001\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u7684\u672a\u6765\u8d8b\u52bf\u548c\u6311\u6218<\/h2>\n

    1. \u5e38\u89c1\u6311\u6218<\/strong><\/p>\n

  • \u5206\u5e03\u5f0f\u73af\u5883<\/strong>\uff1a\u4e91\u539f\u751f\u7cfb\u7edf\u7684\u5206\u5e03\u5f0f\u7279\u6027\u4f7f\u5f97\u5728\u591a\u4e2a\u7ec4\u4ef6\u548c\u670d\u52a1\u95f4\u8ffd\u8e2a\u548c\u5173\u8054\u4e8b\u4ef6\u53d8\u5f97\u590d\u6742\uff0c\u63d0\u4f9b\u4e00\u81f4\u7684\u68c0\u6d4b\u548c\u7aef\u5230\u7aef\u53ef\u89c1\u6027\u662f\u4e00\u9879\u6311\u6218\u3002<\/li>\n
  • \u6570\u636e\u91cf<\/strong>\uff1a\u4e91\u539f\u751f\u7cfb\u7edf\u4ea7\u751f\u5927\u91cf\u7684\u6307\u6807\u3001\u65e5\u5fd7\u548c\u8ffd\u8e2a\u6570\u636e\uff0c\u5982\u4f55\u6709\u6548\u7ba1\u7406\u548c\u5206\u6790\u8fd9\u4e9b\u6570\u636e\uff0c\u5e76\u4ece\u4e2d\u63d0\u53d6\u6709\u7528\u4fe1\u606f\u662f\u4e00\u4e2a\u6311\u6218\u3002<\/li>\n
  • \u53ef\u6269\u5c55\u6027<\/strong>\uff1a\u968f\u7740\u7cfb\u7edf\u89c4\u6a21\u7684\u6269\u5927\uff0c\u53ef\u89c2\u6d4b\u6027\u89e3\u51b3\u65b9\u6848\u5fc5\u987b\u80fd\u591f\u6c34\u5e73\u6269\u5c55\uff0c\u4ee5\u9002\u5e94\u4e0d\u65ad\u589e\u957f\u7684\u6570\u636e\u91cf\u548c\u5206\u6790\u9700\u6c42\uff0c\u540c\u65f6\u4e0d\u5f71\u54cd\u6027\u80fd\u3002<\/li>\n
  • \u5de5\u5177\u548c\u96c6\u6210<\/strong>\uff1a\u9009\u62e9\u5408\u9002\u7684\u76d1\u63a7\u5de5\u5177\u5e76\u5c06\u5176\u96c6\u6210\u5230\u73b0\u6709\u57fa\u7840\u8bbe\u65bd\u548c\u5de5\u4f5c\u6d41\u7a0b\u4e2d\uff0c\u786e\u4fdd\u4e0d\u540c\u6280\u672f\u95f4\u7684\u4e92\u64cd\u4f5c\u6027\uff0c\u662f\u4e00\u4e2a\u6301\u7eed\u7684\u6311\u6218\u3002<\/li>\n

    2. \u5927\u89c4\u6a21\u7cfb\u7edf\u4e2d\u7684\u53ef\u89c2\u6d4b\u6027<\/strong><\/p>\n

  • \u6570\u636e\u5b58\u50a8\u548c\u4fdd\u7559<\/strong>\uff1a\u7ec4\u7ec7\u9700\u8981\u53ef\u6269\u5c55\u7684\u5b58\u50a8\u89e3\u51b3\u65b9\u6848\u6765\u652f\u6301\u4e0d\u65ad\u589e\u957f\u7684\u53ef\u89c2\u6d4b\u6027\u6570\u636e\uff0c\u540c\u65f6\u786e\u4fdd\u6570\u636e\u4fdd\u7559\u7b56\u7565\u7b26\u5408\u6cd5\u89c4\u6807\u51c6\u3002<\/li>\n
  • \u6570\u636e\u5904\u7406\u548c\u5206\u6790<\/strong>\uff1a\u5feb\u901f\u5904\u7406\u548c\u5206\u6790\u5927\u91cf\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u7684\u80fd\u529b\u81f3\u5173\u91cd\u8981\u3002\u7ec4\u7ec7\u5e94\u8003\u8651\u4f7f\u7528\u5206\u5e03\u5f0f\u5904\u7406\u6846\u67b6\u548c\u9ad8\u6548\u7b97\u6cd5\u6765\u6ee1\u8db3\u53ef\u6269\u5c55\u6027\u9700\u6c42\u3002<\/li>\n
  • \u6210\u672c\u4f18\u5316<\/strong>\uff1a\u5e73\u8861\u5b58\u50a8\u3001\u5904\u7406\u548c\u5206\u6790\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u7684\u6210\u672c\u4e0e\u7cfb\u7edf\u529f\u80fd\u4e4b\u95f4\u7684\u5173\u7cfb\u662f\u4e00\u4e2a\u6311\u6218\u3002\u7ec4\u7ec7\u9700\u8981\u8bc4\u4f30\u548c\u4f18\u5316\u57fa\u7840\u8bbe\u65bd\u548c\u5de5\u5177\u9009\u9879\uff0c\u4ee5\u5b9e\u73b0\u6210\u672c\u6548\u76ca\u6700\u5927\u5316\u3002<\/li>\n

    3. \u6280\u672f\u8fdb\u5c55<\/strong><\/p>\n

  • \u5206\u5e03\u5f0f\u8ffd\u8e2a<\/strong>\uff1a\u5206\u5e03\u5f0f\u8ffd\u8e2a\u6280\u672f\u7684\u53d1\u5c55\uff0c\u5982OpenTelemetry\u6807\u51c6\u7684\u63a8\u5e7f\u548c\u4e91\u539f\u751f\u8ffd\u8e2a\u5e73\u53f0\u7684\u51fa\u73b0\uff0c\u5927\u5927\u63d0\u9ad8\u4e86\u6211\u4eec\u5bf9\u8bf7\u6c42\u5ef6\u8fdf\u3001\u6027\u80fd\u74f6\u9888\u548c\u7cfb\u7edf\u884c\u4e3a\u7684\u7406\u89e3\u3002<\/li>\n
  • AI\u9a71\u52a8\u7684\u76d1\u63a7<\/strong>\uff1a\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\u6280\u672f\uff0c\u76d1\u63a7\u7cfb\u7edf\u80fd\u591f\u81ea\u52a8\u68c0\u6d4b\u5f02\u5e38\u3001\u8bc6\u522b\u6027\u80fd\u6a21\u5f0f\u5e76\u63d0\u4f9b\u9884\u6d4b\u6027\u7684\u89c1\u89e3\uff0c\u4ece\u800c\u63d0\u9ad8\u95ee\u9898\u68c0\u6d4b\u548c\u89e3\u51b3\u7684\u901f\u5ea6\u53ca\u51c6\u786e\u6027\u3002<\/li>\n

    4. \u4e0eDevOps\u7684\u96c6\u6210<\/strong><\/p>\n

  • \u6301\u7eed\u96c6\u6210\u548c\u90e8\u7f72\uff08CI\/CD\uff09<\/strong>\uff1a\u5c06\u53ef\u89c2\u6d4b\u6027\u96c6\u6210\u5230CI\/CD\u7ba1\u9053\u4e2d\uff0c\u786e\u4fdd\u5728\u6784\u5efa\u548c\u90e8\u7f72\u8fc7\u7a0b\u4e2d\u81ea\u52a8\u6d4b\u8bd5\u53ef\u89c2\u6d4b\u6027 instrumentation\u3002\u8fd9\u4fdd\u8bc1\u4e86\u65b0\u529f\u80fd\u548c\u66f4\u65b0\u4f34\u968f\u7740\u5fc5\u8981\u7684\u53ef\u89c2\u6d4b\u6027\u80fd\u529b\u3002<\/li>\n
  • \u57fa\u7840\u8bbe\u65bd\u5373\u4ee3\u7801\uff08IaC\uff09<\/strong>\uff1a\u901a\u8fc7\u81ea\u52a8\u5316\u53ef\u89c2\u6d4b\u6027\u7ec4\u4ef6\u7684\u914d\u7f6e\u548c\u7ba1\u7406\uff0c\u4e0e\u57fa\u7840\u8bbe\u65bd\u4e00\u8d77\u5b9e\u73b0\u4e00\u81f4\u4e14\u53ef\u6269\u5c55\u7684\u53ef\u89c2\u6d4b\u6027\u3002IaC\u5141\u8bb8\u5c06\u53ef\u89c2\u6d4b\u6027\u914d\u7f6e\u548c\u57fa\u7840\u8bbe\u65bd\u9700\u6c42\u5b9a\u4e49\u4e3a\u4ee3\u7801\u3002<\/li>\n
  • \u534f\u4f5c\u548c\u4e8b\u4ef6\u7ba1\u7406<\/strong>\uff1a\u5c06\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\u4e0e\u4e8b\u4ef6\u7ba1\u7406\u5e73\u53f0\u96c6\u6210\uff0c\u63d0\u9ad8\u56e2\u961f\u534f\u4f5c\u6548\u7387\uff0c\u52a0\u901f\u95ee\u9898\u89e3\u51b3\u3002\u901a\u8fc7\u5171\u4eab\u53ef\u89c2\u6d4b\u6027\u6570\u636e\uff0c\u4e0d\u540c\u56e2\u961f\u80fd\u591f\u66f4\u597d\u5730\u534f\u540c\u5de5\u4f5c\uff0c\u5feb\u901f\u5b9a\u4f4d\u548c\u89e3\u51b3\u95ee\u9898\u3002<\/li>\n

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