{"id":756,"date":"2023-07-12T09:03:50","date_gmt":"2023-07-12T01:03:50","guid":{"rendered":"https:\/\/www.luyouli.com\/?p=756"},"modified":"2023-07-12T09:03:50","modified_gmt":"2023-07-12T01:03:50","slug":"%e7%b3%bb%e7%bb%9f%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e4%bb%a5%e5%8f%8a%e4%b8%bb%e6%b5%81%e6%96%b9%e6%a1%88","status":"publish","type":"post","link":"https:\/\/www.luyouli.com\/?p=756","title":{"rendered":"\u7cfb\u7edf\u53ef\u89c2\u6d4b\u6027\u4ee5\u53ca\u4e3b\u6d41\u65b9\u6848"},"content":{"rendered":"\n<p>\u7cfb\u7edf\u53ef\u89c2\u6d4b\u6027<br>\u53ef\u89c2\u6d4b\u6027\u7531\u6765\u548c\u5b9a\u4e49<br>\u968f\u7740\u5206\u5e03\u5f0f\u67b6\u6784\u6e10\u6210\u4e3b\u6d41\uff0c\u53ef\u89c2\u6d4b\u6027\uff08Observability\uff09\u4e00\u8bcd\u4e5f\u65e5\u76ca\u9891\u7e41\u5730\u88ab\u4eba\u63d0\u8d77\u3002\u53ef\u89c2\u6d4b\u6280\u672f\u88ab Gartner \u5217\u4e3a 2023 \u5e74\u5341\u5927\u6218\u7565\u6280\u672f\u8d8b\u52bf\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p>\u6700\u521d\uff0c\u5b83\u4e0e\u53ef\u63a7\u5236\u6027\uff08Controllability\uff09\u4e00\u8d77\uff0c\u662f\u7531\u5308\u7259\u5229\u6570\u5b66\u5bb6 Rudolf E. K\u00e1lm\u00e1n \u9488\u5bf9\u7ebf\u6027\u52a8\u6001\u63a7\u5236\u7cfb\u7edf\u63d0\u51fa\u7684\u4e00\u7ec4\u5bf9\u5076\u5c5e\u6027\uff0c\u539f\u672c\u7684\u542b\u4e49\u662f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7cfb\u7edf\u53ef\u4ee5\u7531\u5176\u5916\u90e8\u8f93\u51fa\u63a8\u65ad\u5176\u5185\u90e8\u72b6\u6001\u7684\u7a0b\u5ea6\u3002\u5176\u6b21\uff0c\u4e00\u7cfb\u7edf\u5177\u6709\u53ef\u89c2\u6d4b\u6027\u5f53\u4e14\u4ec5\u5f53\uff1a\u9488\u5bf9\u6240\u6709\u7684\u72b6\u6001\u5411\u91cf\u53ca\u63a7\u5236\u5411\u91cf\uff0c\u90fd\u53ef\u4ee5\u5728\u6709\u9650\u65f6\u95f4\u5185\uff0c\u53ea\u6839\u636e\u8f93\u51fa\u4fe1\u53f7\u6765\u8bc6\u522b\u76ee\u524d\u7684\u72b6\u6001<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u5b66\u672f\u754c\uff0c\u867d\u7136\u201d\u53ef\u89c2\u6d4b\u6027\u201d\u8fd9\u4e2a\u540d\u8bcd\u662f\u8fd1\u51e0\u5e74\u624d\u4ece\u63a7\u5236\u7406\u8bba\u4e2d\u501f\u7528\u7684\u8236\u6765\u6982\u5ff5\uff0c\u4e0d\u8fc7\u5176\u5185\u5bb9\u5b9e\u9645\u5728\u8ba1\u7b97\u673a\u79d1\u5b66\u4e2d\u5df2\u6709\u591a\u5e74\u7684\u5b9e\u8df5\u79ef\u7d2f\u3002\u5b66\u672f\u754c\u4e00\u822c\u4f1a\u5c06\u53ef\u89c2\u6d4b\u6027\u5206\u89e3\u4e3a\u4e09\u4e2a\u66f4\u5177\u4f53\u65b9\u5411\u8fdb\u884c\u7814\u7a76\uff0c\u5206\u522b\u662f\uff1a\u4e8b\u4ef6\u65e5\u5fd7\u3001\u94fe\u8def\u8ffd\u8e2a\u548c\u805a\u5408\u5ea6\u91cf\uff0c\u8fd9\u4e09\u4e2a\u65b9\u5411\u5404\u6709\u4fa7\u91cd\uff0c\u53c8\u4e0d\u662f\u5b8c\u5168\u72ec\u7acb\uff0c\u5b83\u4eec\u5929\u7136\u5c31\u6709\u91cd\u5408\u6216\u8005\u53ef\u4ee5\u7ed3\u5408\u4e4b\u5904\uff0c2017 \u5e74\u7684\u5206\u5e03\u5f0f\u8ffd\u8e2a\u5cf0\u4f1a\uff082017 Distributed Tracing Summit\uff09\u7ed3\u675f\u540e\uff0cPeter Bourgon \u64b0\u5199\u4e86\u603b\u7ed3\u6587\u7ae0\u300aMetrics, Tracing, and Logging\u300b\u7cfb\u7edf\u5730\u9610\u8ff0\u4e86\u8fd9\u4e09\u8005\u7684\u5b9a\u4e49\u3001\u7279\u5f81\uff0c\u4ee5\u53ca\u5b83\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\u4e0e\u5dee\u5f02\uff0c\u53d7\u5230\u4e86\u4e1a\u754c\u7684\u5e7f\u6cdb\u8ba4\u53ef\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"613\" height=\"400\" src=\"https:\/\/www.luyouli.com\/wp-content\/uploads\/2023\/07\/image-1.png\" alt=\"\" class=\"wp-image-758\"\/><\/figure>\n\n\n\n<p>\u5176\u540e\uff0cCindy Sridharan\u5728\u5176\u8457\u4f5c\u300aDistributed Systems Observability\u300b\u4e2d\uff0c\u8fdb\u4e00\u6b65\u8bb2\u5230\u6307\u6807\u3001\u8ffd\u8e2a\u3001\u65e5\u5fd7\u662f\u53ef\u89c2\u6d4b\u6027\u7684\u4e09\u5927\u652f\u67f1\uff08three pillars\uff09\u3002\u4e91\u76d1\u63a7\u9886\u57df\u7684\u9886\u5bfc\u8005\uff0cDatadog\u4e5f\u5728\u5176\u7f51\u7ad9\u4e0a\u7528\u4e09\u5927\u652f\u67f1\u6765\u9610\u8ff0\u53ef\u89c2\u6d4b\u6027\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e5\u5fd7\uff08Logging\uff09\uff1a\u65e5\u5fd7\u7684\u804c\u8d23\u662f\u8bb0\u5f55\u79bb\u6563\u4e8b\u4ef6\uff0c\u901a\u8fc7\u8fd9\u4e9b\u8bb0\u5f55\u4e8b\u540e\u5206\u6790\u51fa\u7a0b\u5e8f\u7684\u884c\u4e3a\uff0c\u8b6c\u5982\u66fe\u7ecf\u8c03\u7528\u8fc7\u4ec0\u4e48\u65b9\u6cd5\uff0c\u66fe\u7ecf\u64cd\u4f5c\u8fc7\u54ea\u4e9b\u6570\u636e\uff0c\u7b49\u7b49\u3002\u8f93\u51fa\u65e5\u5fd7\u7684\u786e\u5f88\u5bb9\u6613\uff0c\u4f46\u6536\u96c6\u548c\u5206\u6790\u65e5\u5fd7\u5374\u53ef\u80fd\u4f1a\u5f88\u590d\u6742\uff0c\u9762\u5bf9\u6210\u5343\u4e0a\u4e07\u7684\u96c6\u7fa4\u8282\u70b9\uff0c\u9762\u5bf9\u8fc5\u901f\u6eda\u52a8\u7684\u4e8b\u4ef6\u4fe1\u606f\uff0c\u9762\u5bf9\u6570\u4ee5 TB \u8ba1\u7b97\u7684\u6587\u672c\uff0c\u4f20\u8f93\u4e0e\u5f52\u96c6\u90fd\u5e76\u4e0d\u7b80\u5355\u3002\u5bf9\u5927\u591a\u6570\u7a0b\u5e8f\u5458\u6765\u8bf4\uff0c\u5206\u6790\u65e5\u5fd7\u4e5f\u8bb8\u5c31\u662f\u6700\u5e38\u9047\u89c1\u4e5f\u6700\u6709\u5b9e\u8df5\u53ef\u884c\u6027\u7684\u201c\u5927\u6570\u636e\u7cfb\u7edf\u201d\u4e86\u3002<\/li>\n\n\n\n<li>\u8ffd\u8e2a\uff08Tracing\uff09\uff1a\u5355\u4f53\u7cfb\u7edf\u65f6\u4ee3\u8ffd\u8e2a\u7684\u8303\u7574\u57fa\u672c\u53ea\u5c40\u9650\u4e8e\u6808\u8ffd\u8e2a\uff08Stack Tracing\uff09\uff0c\u8c03\u8bd5\u7a0b\u5e8f\u65f6\uff0c\u5728 IDE \u6253\u4e2a\u65ad\u70b9\uff0c\u770b\u5230\u7684 Call Stack \u89c6\u56fe\u4e0a\u7684\u5185\u5bb9\u4fbf\u662f\u8ffd\u8e2a\uff1b\u7f16\u5199\u4ee3\u7801\u65f6\uff0c\u5904\u7406\u5f02\u5e38\u8c03\u7528\u4e86 Exception::printStackTrace()\u65b9\u6cd5\uff0c\u5b83\u8f93\u51fa\u7684\u5806\u6808\u4fe1\u606f\u4e5f\u662f\u8ffd\u8e2a\u3002\u5fae\u670d\u52a1\u65f6\u4ee3\uff0c\u8ffd\u8e2a\u5c31\u4e0d\u53ea\u5c40\u9650\u4e8e\u8c03\u7528\u6808\u4e86\uff0c\u4e00\u4e2a\u5916\u90e8\u8bf7\u6c42\u9700\u8981\u5185\u90e8\u82e5\u5e72\u670d\u52a1\u7684\u8054\u52a8\u54cd\u5e94\uff0c\u8fd9\u65f6\u5019\u5b8c\u6574\u7684\u8c03\u7528\u8f68\u8ff9\u5c06\u8de8\u8d8a\u591a\u4e2a\u670d\u52a1\uff0c\u540c\u65f6\u5305\u62ec\u670d\u52a1\u95f4\u7684\u7f51\u7edc\u4f20\u8f93\u4fe1\u606f\u4e0e\u5404\u4e2a\u670d\u52a1\u5185\u90e8\u7684\u8c03\u7528\u5806\u6808\u4fe1\u606f\uff0c\u56e0\u6b64\uff0c\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u7684\u8ffd\u8e2a\u5728\u56fd\u5185\u5e38\u88ab\u79f0\u4e3a\u201c\u5168\u94fe\u8def\u8ffd\u8e2a\u201d\uff08\u540e\u6587\u5c31\u76f4\u63a5\u79f0\u201c\u94fe\u8def\u8ffd\u8e2a\u201d\u4e86\uff09\uff0c\u8bb8\u591a\u8d44\u6599\u4e2d\u4e5f\u79f0\u5b83\u4e3a\u201c\u5206\u5e03\u5f0f\u8ffd\u8e2a\u201d\uff08Distributed Tracing\uff09\u3002\u8ffd\u8e2a\u7684\u4e3b\u8981\u76ee\u7684\u662f\u6392\u67e5\u6545\u969c\uff0c\u5982\u5206\u6790\u8c03\u7528\u94fe\u7684\u54ea\u4e00\u90e8\u5206\u3001\u54ea\u4e2a\u65b9\u6cd5\u51fa\u73b0\u9519\u8bef\u6216\u963b\u585e\uff0c\u8f93\u5165\u8f93\u51fa\u662f\u5426\u7b26\u5408\u9884\u671f\uff0c\u7b49\u7b49\u3002<\/li>\n\n\n\n<li>\u5ea6\u91cf\uff08Metrics\uff09\uff1a\u5ea6\u91cf\u662f\u6307\u5bf9\u7cfb\u7edf\u4e2d\u67d0\u4e00\u7c7b\u4fe1\u606f\u7684\u7edf\u8ba1\u805a\u5408\u3002\u8b6c\u5982\uff0cJVM\u7684\u5185\u5b58\u5927\u5c0f\u3001\u5404\u5206\u4ee3\u7684\u7528\u91cf\u3001\u5cf0\u503c\u7684\u7ebf\u7a0b\u6570\u3001\u5783\u573e\u6536\u96c6\u7684\u541e\u5410\u91cf\u3001\u9891\u7387\u7b49\u7b49\u3002\u5ea6\u91cf\u7684\u4e3b\u8981\u76ee\u7684\u662f\u76d1\u63a7\uff08Monitoring\uff09\u548c\u9884\u8b66\uff08Alert\uff09\uff0c\u5982\u67d0\u4e9b\u5ea6\u91cf\u6307\u6807\u8fbe\u5230\u98ce\u9669\u9608\u503c\u65f6\u89e6\u53d1\u4e8b\u4ef6\uff0c\u4ee5\u4fbf\u81ea\u52a8\u5904\u7406\u6216\u8005\u63d0\u9192\u7ba1\u7406\u5458\u4ecb\u5165\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u867d\u7136\u4e1a\u754c\u90fd\u5728\u4f9d\u636e\u4e09\u5927\u652f\u67f1\u7406\u8bba\u6765\u9610\u8ff0\u53ef\u89c2\u6d4b\u6027\uff0c\u4f46\u662f\u8fd9\u5e76\u4e0d\u4ee3\u8868\u4e86\u53ef\u89c2\u6d4b\u6027\u5c31\u662f\u5efa\u8bbe\u65e5\u5fd7\u3001\u8ffd\u8e2a\u4ee5\u53ca\u5ea6\u91cf\u4e09\u5957\u7cfb\u7edf\uff0c\u63d0\u51fa\u8005Peter Bourgon\u672c\u4eba\u4e5f\u5728\u535a\u5ba2\u4e2d\u6307\u51fa\uff0c\u8ba8\u8bba\u53ef\u89c2\u6d4b\u6027\uff0c\u9700\u8981\u660e\u786e\u8ba8\u8bba\u5bf9\u8c61\uff0c\u5bf9\u4e0d\u540c\u7684\u6570\u636e\u7c7b\u578b\u5e94\u8be5\u6709\u4e0d\u540c\u7684\u4f18\u5316\u5904\u7406\u65b9\u6cd5\u3002Google Dapper\uff08\u8c37\u6b4c\u7684\u5206\u5e03\u5f0f\u8ffd\u8e2a\u7cfb\u7edf\uff09\u4f5c\u8005Ben Sigelman\u66f4\u662f\u76f4\u8a00\uff0c\u65e5\u5fd7\u3001\u8ffd\u8e2a\u3001\u5ea6\u91cf\u53ea\u662f\u4e09\u79cd\u6570\u636e\u7c7b\u578b\u3002<\/p>\n\n\n\n<p>Gartner\u6743\u5a01\u62a5\u544a\u4e2d\u5bf9\u4e8e\u53ef\u89c2\u6d4b\u6027\u7684\u63cf\u8ff0\u4e3a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6240\u8c13\u201c\u53ef\u89c2\u6d4b\u6027\u201d\uff0c\u5c31\u662f\u5728\u4efb\u4f55\u76f8\u5173\u65b9\u91c7\u53d6\u4efb\u4f55\u7c7b\u578b\u7684\u884c\u52a8\u65f6\uff0c\u90fd\u4f1a\u4ea7\u751f\u5305\u542b\u4e86\u6570\u5b57\u5316\u7279\u5f81\u7684\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u90fd\u53ef\u4ee5\u79f0\u4e4b\u4e3a\u201c\u53ef\u89c2\u6d4b\u6570\u636e\u201d\uff0c\u5982\u65e5\u5fd7\u3001\u75d5\u8ff9\u3001API \u8c03\u7528\u3001\u505c\u7559\u65f6\u95f4\u3001\u4e0b\u8f7d\u548c\u6587\u4ef6\u4f20\u8f93\u7b49\u3002\u5e94\u7528\u53ef\u89c2\u6d4b\u6027\u7528\u4e00\u79cd\u9ad8\u5ea6\u7edf\u7b79\u548c\u6574\u5408\u7684\u65b9\u5f0f\u5c06\u6240\u6709\u53ef\u89c2\u6d4b\u7684\u7279\u5f81\u6570\u636e\u8fdb\u884c\u53cd\u9988\uff0c\u521b\u9020\u51fa\u4e00\u4e2a\u51b3\u7b56\u5faa\u73af\uff0c\u4ece\u800c\u63d0\u9ad8\u7ec4\u7ec7\u51b3\u7b56\u7684\u6709\u6548\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u53ef\u89c2\u6d4b\u6027\u4e0d\u4ec5\u4ec5\u6765\u6e90\u4e8e\u5b66\u672f\u4e0a\u7684\u9700\u8981\uff0c\u66f4\u5728\u4e8e\u5728\u73b0\u4ee3\u7cfb\u7edf\u4e2d\uff0c\u4f34\u968f\u7740\u5fae\u670d\u52a1\u3001\u4e91\u8ba1\u7b97\u3001\u4e91\u539f\u751f\u7b49\u6280\u672f\u7684\u8fd0\u7528\uff0c\u6280\u672f\u67b6\u6784\u5fae\u670d\u52a1\u5316\u3001\u8fd0\u884c\u65f6\u73af\u5883\u5bb9\u5668\u5316\u3001\u4e1a\u52a1\u7cfb\u7edf\u4f9d\u8d56\u5173\u7cfb\u590d\u6742\u5316\u3001\u8fd0\u884c\u5b9e\u4f8b\u751f\u547d\u5468\u671f\u77ed\uff0c\u89c4\u6a21\u5927\u3002\u540c\u65f6\u4f20\u7edf\u7684\u5bb9\u5668\u3001\u5e94\u7528\u3001\u4e1a\u52a1\u5206\u5c42\u76d1\u63a7\u8fb9\u754c\u88ab\u6253\u7834\uff0c\u7814\u53d1\uff08Dev\uff09\u3001\u8fd0\u7ef4\uff08Ops\uff09\u3001\u5b89\u5168\uff08Sec\uff09\u7684\u5206\u5de5\u9010\u6e10\u6a21\u7cca\u3002\u4e1a\u754c\u5f00\u59cb\u610f\u8bc6\u5230\uff0cIT\u7cfb\u7edf\u4f5c\u4e3a\u4e00\u4e2a\u6709\u673a\u7684\u6574\u4f53\uff0c\u5bf9IT\u7cfb\u7edf\u72b6\u6001\u7684\u76d1\u6d4b\u4e0e\u8bca\u65ad\u4e0d\u518d\u662f\u4f20\u7edf\u76d1\u63a7\u7cfb\u7edf\u80fd\u591f\u5b8c\u6210\u7684\u4efb\u52a1\uff0c\u56e0\u6b64\uff0c\u53ef\u89c2\u6d4b\u6027\u88ab\u63d0\u51fa\u5e76\u5f97\u4ee5\u5feb\u901f\u53d1\u5c55\u3002<\/p>\n\n\n\n<p>\u53ef\u89c2\u6d4b\u6027\u4ef7\u503c<br>\u8c37\u6b4c\u5728Google SRE book\u7b2c\u5341\u4e8c\u7ae0\u4e2d\u5bf9\u4e8e\u53ef\u89c2\u6d4b\u6027\u7684\u7684\u4ef7\u503c\u5b9a\u4f4d\u975e\u5e38\u7b80\u5355\uff1a\u5feb\u901f\u6392\u969c\uff08troubleshooting\uff09\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>There are many ways to simplify and speed troubleshooting. Perhaps the most fundamental are:<\/li>\n\n\n\n<li>Building observability\u2014with both white-box metrics and structured logs\u2014into each component from the ground up<br>Designing systems with well-understood and observable interfaces between components.<\/li>\n\n\n\n<li>Google SRE Book, Chapter 12<\/li>\n<\/ul>\n\n\n\n<p>\u4e3a\u4f55\u5feb\u901f\u6392\u969c\u9700\u8981\u53ef\u89c2\u6d4b\u6027\uff1f\u8fd9\u662f\u7531\u4e8eIT\u7cfb\u7edf\u4e0d\u65ad\u589e\u52a0\u7684\u590d\u6742\u5ea6\u51b3\u5b9a\u7684\u3002\u5927\u91cf\u4e91\u539f\u751f\u6280\u672f\u7684\u91c7\u7528\uff0c\u5bfc\u81f4IT\u7cfb\u7edf\u8d8a\u6765\u8d8a\u590d\u6742\uff0c\u5feb\u901f\u6392\u969c\u53d8\u5f97\u8d8a\u6765\u8d8a\u96be\u3002\u4f20\u7edf\u7684\u5e94\u7528\u76d1\u63a7\uff08APM\uff09\u548c\u7f51\u7edc\u76d1\u63a7\uff08NPM\uff09\u5de5\u5177\uff0c\u53ef\u4ee5\u53d1\u73b0\u67d0\u4e2a\u51fd\u6570\u8c03\u7528\u5931\u8d25\u6216\u8005\u67d0\u4e2a\u94fe\u8def\u6027\u80fd\u4e0b\u964d\uff0c\u5374\u96be\u4ee5\u5728\u590d\u6742\u7684\u4e91\u73af\u5883\u4e0b\u627e\u5230\u6545\u969c\u53d1\u751f\u7684\u6839\u672c\u539f\u56e0\u3002<\/p>\n\n\n\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u53ef\u89c2\u6d4b\u6027\u8fd8\u53ef\u4ee5\u505a\u5230\uff1a\u51c6\u786e\u8bc4\u4f30\u7cfb\u7edf\u5bb9\u91cf\u3001\u52a8\u6001\u5c55\u793a\u670d\u52a1\u94fe\u8def\u3001\u7cbe\u51c6\u4f18\u5316\u6027\u80fd\u3001\u667a\u80fd\u544a\u8b66\u3001\u96f6\u4fb5\u6270\u3001\u5168\u6808\u89c2\u6d4b\u3001\u5b89\u5168\u5efa\u8bbe\u7b49\u7b49\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u7ed3\u5408\u4e1a\u52a1\u6765\u770b\uff0c\u53ef\u89c2\u6d4b\u6027\u8fd8\u53ef\u4ee5\u505a\u5230\u7528\u6237\u884c\u4e3a\u7edf\u8ba1\u5206\u6790\u3001\u7528\u6237\u753b\u50cf\u7b49\u4e1a\u52a1\u89c2\u6d4b\u6765\u8f85\u52a9\u4e1a\u52a1\u51b3\u7b56\u3002<\/p>\n\n\n\n<p>\u53ef\u89c2\u6d4b\u6027\u548c\u4f20\u7edf\u76d1\u63a7\u7684\u533a\u522b<br>\u5728\u6211\u548c\u5176\u4ed6\u4eba\u4ea4\u6d41\u53ef\u89c2\u6d4b\u6027\u7684\u65f6\u5019\uff0c\u5f88\u591a\u4eba\u90fd\u4f1a\u8bf4\uff1a\u201c\u54e6\uff0c\u5c31\u662f\u76d1\u63a7\u554a\u201d\u3002\u786e\u5b9e\uff0c\u76d1\u63a7\u548c\u53ef\u89c2\u6d4b\u6027\u7684\u754c\u9650\u76f8\u5bf9\u6a21\u7cca\uff0c\u53ef\u89c2\u6d4b\u6027\u5e76\u4e0d\u53ea\u662f\u6362\u4e2a\u540d\u5b57\u9ad8\u5927\u4e0a\u4e00\u70b9\uff0c\u76d1\u63a7\u662f\u53ef\u89c2\u6d4b\u6027\u7684\u57fa\u7840\u4e4b\u4e00\uff0c\u53ef\u89c2\u6d4b\u6027\u662f\u5bf9\u4f20\u7edf\u76d1\u63a7\u7684\u6f14\u8fdb\u548c\u5347\u534e\u3002<\/p>\n\n\n\n<p>\u4ece\u9ed1\u76d2\u5230\u767d\u76d2<br>\u76d1\u63a7\u66f4\u591a\u5173\u6ce8\u7684\u662f\u5177\u4f53\u6307\u6807\u7684\u53d8\u5316\u548c\u62a5\u8b66\uff0c\u5173\u6ce8\u7cfb\u7edf\u7684\u5931\u8d25\u56e0\u7d20\uff0c\u591a\u4e0e\u8fd0\u7ef4\u76f8\u5173\uff0c\u5f3a\u8c03\u4ece\u5916\u5230\u5185\uff0c\u4ece\u5916\u90e8\u901a\u8fc7\u5404\u79cd\u6280\u672f\u624b\u6bb5\u53bb\u770b\u5230\u5185\u90e8\uff0c\u5173\u6ce8\u7684\u662f\u70b9\u3002\u4fa7\u91cd\u4e8e\u89c2\u5bdf\u7279\u5b9a\u6307\u6807\u4e86\u89e3\u7cfb\u7edf\u6982\u51b5\u4ee5\u53ca\u544a\u8b662\u4e2a\u65b9\u9762\uff0c\u5373\u611f\u77e5\u5230\u201c\u6b63\u5728\u53d1\u751f\u4ec0\u4e48\u201d\u3002<\/p>\n\n\n\n<p>\u53ef\u89c2\u6d4b\u6027\u5173\u6ce8\u7684\u662f\u5e94\u7528\u672c\u8eab\u7684\u72b6\u6001\uff0c\u662f\u5bf9\u7cfb\u7edf\u7684\u4e00\u79cd\u81ea\u6211\u5ba1\u89c6\uff0c\u5f3a\u8c03\u4ece\u5185\u5230\u5916\uff0c\u7ad9\u5728\u5b8f\u89c2\u7684\u89d2\u5ea6\u53bb\u805a\u5408\u5206\u6790\u5404\u79cd\u6307\u6807\uff0c\u6db5\u76d6\u4e86\u7cfb\u7edf\u6392\u9519\u3001\u5256\u6790\u3001\u4f9d\u8d56\u5206\u6790\u7b49\u65b9\u9762\uff0c\u5177\u6709\u6bd4\u76d1\u63a7\u66f4\u5e7f\u6cdb\u3001\u66f4\u4e3b\u52a8\u7684\u80fd\u529b\uff1b\u4e0d\u4f46\u544a\u8bc9\u6211\u4eec\u7cfb\u7edf\u201c\u6b63\u5728\u53d1\u751f\u4ec0\u4e48\u201d\uff0c\u540c\u65f6\u5e2e\u52a9\u6211\u4eec\u4e86\u89e3\u201c\u4e3a\u4ec0\u4e48\u4f1a\u8fd9\u6837\u201d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1022\" height=\"517\" src=\"https:\/\/www.luyouli.com\/wp-content\/uploads\/2023\/07\/image-2.png\" alt=\"\" class=\"wp-image-759\"\/><\/figure>\n\n\n\n<p>\u63a7\u5236\u9886\u57df\u4e2d\uff0c\u7814\u7a76\u53ef\u89c2\u6d4b\u6027\u7684\u76ee\u7684\u662f\u63d0\u4f9b\u57fa\u4e8e\u7cfb\u7edf\u5185\u90e8\u72b6\u6001\uff08\u767d\u76d2\uff09\uff0c\u800c\u975e\u7cfb\u7edf\u5916\u90e8\u8f93\u51fa\uff08\u9ed1\u76d2\uff09\u8fdb\u884c\u63a7\u5236\u7684\u7406\u8bba\u4f9d\u636e\u3002\u5728IT\u9886\u57df\u4e2d\uff0c\u7b80\u5355\u800c\u8a00\uff0c\u53ef\u89c2\u6d4b\u6027\u5c31\u662f\u4e3a\u590d\u6742IT\u7cfb\u7edf\u5bfb\u6c42\u767d\u76d2\u76d1\u63a7\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u4ece\u5c40\u90e8\u5230\u6574\u4f53<br>\u4f20\u7edf\u76d1\u63a7\u66f4\u591a\u5173\u6ce8\u4e8e\u67d0\u4e2a\u7279\u5b9a\u65b9\u5411\uff0c\u6bd4\u5982\u57fa\u7840\u8bbe\u65bd\uff1a\u4e3b\u673a\u3001\u7f51\u7edc\u3001\u5185\u5b58\u3001\u8fdb\u7a0b\u7b49\u57fa\u672c\u6307\u6807\uff0c\u6bd4\u5982\u5e94\u7528\u6027\u80fd\u76d1\u63a7APM\u3001\u7f51\u7edc\u6027\u80fd\u76d1\u63a7NPM\u3002<\/p>\n\n\n\n<p>\u53ef\u89c2\u6d4b\u6027\u5173\u6ce8\u7684\u662f\u6240\u6709\u80fd\u591f\u53cd\u5e94\u7cfb\u7edf\u8fd0\u884c\u72b6\u6001\u7684\u6570\u636e\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u4e91\u5e73\u53f0\u3001\u4e3b\u673a\u3001\u8fdb\u7a0b\u3001\u5bb9\u5668\u3001\u7f51\u7edc\u3001Kubernetes\u3001Serverless\u3001\u6570\u636e\u5e93\u3001\u4e2d\u95f4\u4ef6\u3001\u670d\u52a1\uff0c\u4ee5\u53ca\u7528\u6237\u3001\u4f1a\u8bdd\u3001\u8bf7\u6c42\u3001\u8bbf\u95ee\u7b49\u7b49\uff0c\u8fd1\u4e4e\u6240\u6709\u8f6f\u4ef6\u5806\u6808\u3002\u540c\u65f6\u8d2f\u7a7f\u4e86\u7cfb\u7edf\u4ece\u5f00\u53d1\u8bde\u751f\u5230\u4e0b\u7ebf\u6d88\u4ea1\u7684\u6574\u4e2a\u751f\u547d\u5468\u671f\uff0c\u5305\u62ec\u5f00\u53d1\u3001\u6d4b\u8bd5\u3001\u4e0a\u7ebf\u3001\u90e8\u7f72\u3001\u53d1\u5e03\u3002\u901a\u8fc7\u5206\u6790\u7cfb\u7edf\u7684 Metrics\uff08\u6307\u6807\uff09\u3001Traces\uff08\u94fe\u8def\uff09\u3001Logs\uff08\u65e5\u5fd7\uff09\u7b49\u6570\u636e\uff0c\u6784\u5efa\u5b8c\u6574\u7684\u89c2\u6d4b\u6a21\u578b\uff0c\u4ece\u800c\u5b9e\u73b0\u6545\u969c\u8bca\u65ad\u3001\u6839\u56e0\u5206\u6790\u548c\u5feb\u901f\u6062\u590d\u3002<\/p>\n\n\n\n<p>\u4f7f\u7528\u4e3b\u4f53\u4ece\u8fd0\u7ef4\u5230\u5168\u5c40<br>\u4f20\u7edf\u76d1\u63a7\u7684\u4f7f\u7528\u4e3b\u4f53\u662f\u8fd0\u7ef4\uff0c\u800c\u968f\u7740\u53ef\u89c2\u6d4b\u6027\u6db5\u76d6\u4e86\u7cfb\u7edf\u4ece\u7814\u53d1\u5230\u53d1\u5e03\u7684\u5168\u751f\u547d\u5468\u671f\uff0c\u8fd0\u7ef4\u3001\u7814\u53d1\u3001\u5b89\u5168\u3001\u67b6\u6784\u7b49\u89d2\u8272\u90fd\u4f1a\u662f\u53ef\u89c2\u6d4b\u6027\u7684\u5efa\u8bbe\u8005\u548c\u4f7f\u7528\u4e3b\u4f53\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8fd0\u7ef4\uff1a\u6df1\u5165\u719f\u6089\u4ea7\u54c1\u4e1a\u52a1\u548c\u5e94\u7528\u670d\u52a1\uff0c\u5b9a\u4e49\u5e76\u5173\u8054\u4e1a\u52a1\u6307\u6807\u3001\u5e94\u7528\u670d\u52a1\u6307\u6807\u3001\u7cfb\u7edf\u8d44\u6e90\u6307\u6807\u7b49\u3002<\/li>\n\n\n\n<li>\u7814\u53d1\uff1a\u5728\u6846\u67b6\u5c42\u8bbe\u8ba1\u548c\u5b9e\u73b0\u5bf9\u5206\u5e03\u5f0f\u5e94\u7528\u670d\u52a1\u8fd0\u884c\u65f6\u7684Metric\u3001Trace\u3001Log\u6570\u636e\u91c7\u96c6\u3002<\/li>\n\n\n\n<li>\u67b6\u6784\u5e08\uff1a\u4e1a\u52a1\u5e94\u7528\u7cfb\u7edf\u548c\u53ef\u89c2\u6d4b\u6027\u7cfb\u7edf\u7684\u6574\u4f53\u67b6\u6784\u8bbe\u8ba1\uff0c\u9700\u8981\u5173\u6ce8\u65e0\u4fb5\u5165\u5f0f\u91c7\u96c6\u4e0a\u62a5\u3001\u591a\u7ef4\u5ea6\u91cf\u805a\u5408\u3001\u9519\u8bef\u5bfb\u6839\u5206\u6790\u3001\u6574\u4f53\u6d77\u91cf\u6570\u636e\u5904\u7406\u548c\u5b58\u50a8\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5f53\u9700\u8981\u5229\u7528\u53ef\u89c2\u6d4b\u6027\u6765\u5efa\u8bbe\u4e1a\u52a1\u5c42\u9762\u7684\u9700\u6c42\uff0c\u6bd4\u5982\u7528\u6237\u753b\u50cf\u65f6\uff0c\u4ea7\u54c1\u4eba\u5458\u4e5f\u4f1a\u53c2\u4e0e\u91c7\u96c6\u6307\u6807\u7684\u5b9a\u4e49\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p>\u6280\u672f\u5c42\u9762\u8981\u6c42\u66f4\u9ad8<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u96f6\u4fb5\u6270\u3001\u4f4e\u529f\u8017<br>\u4f20\u7edf\u76d1\u63a7\uff0c\u8981\u4e48\u9700\u8981\u5e94\u7528\u7a0b\u5e8f\u4e2d\u57cb\u70b9\u63d2\u7801\uff0c\u8981\u4e48\u9700\u8981\u5728\u57fa\u7840\u8bbe\u65bd\u4e2d\u5206\u5149\u955c\u50cf\uff0c\u5747\u4f1a\u5bf9IT\u7cfb\u7edf\u8fdb\u884c\u4fb5\u6270\u3002\u53ef\u89c2\u6d4b\u6027\u901a\u5e38\u8981\u91c7\u96c6\u5404\u79cd\u7ef4\u5ea6\u7684\u6570\u636e\uff0c\u5fc5\u7136\u4e0d\u53ef\u80fd\u4f7f\u7528\u4f20\u7edf\u65b9\u5f0f\uff0c\u800c\u662f\u8981\u6c42\u96f6\u4fb5\u6270\u7684\u53bb\u83b7\u53d6\u6570\u636e\u3002\u96f6\u4fb5\u6270\u7684\u53e6\u4e00\u65b9\u9762\u662f\u8981\u6c42\u4f4e\u529f\u8017\uff0c\u4e0d\u80fd\u56e0\u4e3a\u91c7\u96c6\u6570\u636e\u800c\u5f71\u54cd\u5e94\u7528\u6216\u57fa\u7840\u8bbe\u65bd\u6027\u80fd\uff0c\u4f8b\u5982\uff0c\u901a\u5e38\u91c7\u96c6\u70b9\u529f\u8017\u4e0d\u80fd\u8d85\u8fc7\u4e1a\u52a1\u529f\u8017\u76841%\u3002<\/li>\n\n\n\n<li>\u5b9e\u65f6\u6027<br>\u4e91\u539f\u751f\u7b49\u5e94\u7528\u7684\u52a8\u6001\u6027\u8981\u6c42\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u5fc5\u987b\u5177\u5907\u5b9e\u65f6\u6027\u3002\u5982\u679c\u5e94\u7528\u7684\u5347\u7ea7\/\u6269\u5bb9\u5728\u5206\u949f\u7ea7\u5b8c\u6210\uff0c\u90a3\u4e48\u76d1\u63a7\u7cfb\u7edf\u5c31\u5fc5\u987b\u63d0\u4f9b\u79d2\u7ea7\u7684\u53cd\u9988\u80fd\u529b\u3002\u8fd9\u91cc\u7684\u53cd\u9988\u9700\u8981\u5bf9\u6d77\u91cf\u6307\u6807\/\u8ffd\u8e2a\/\u65e5\u5fd7\u6570\u636e\u8fdb\u884c\u67e5\u627e\u5206\u6790\uff0c\u56e0\u6b64\u5bf9\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u7684\u6d77\u91cf\u6570\u636e\u5b9e\u65f6\u5904\u7406\u80fd\u529b\u63d0\u51fa\u4e86\u6781\u9ad8\u8981\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e3b\u6d41\u6280\u672f\u65b9\u6848<br>\u4e3b\u6d41\u4e91\u5382\u5546\u548c\u5e73\u53f0\u4f01\u4e1a\u65b9\u6848<br>\u6784\u5efa\u53ef\u89c2\u6d4b\u6027\u6700\u5feb\u901f\u548c\u9ad8\u6548\u7684\u65b9\u5f0f\u662f\u4f7f\u7528\u4e91\u5382\u5546\u6216\u8005\u7b2c\u4e09\u65b9\u5e73\u53f0\u4f01\u4e1a\u63d0\u4f9b\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u5404\u5927\u4e91\u8ba1\u7b97\u5382\u5546\u91c7\u7528\u4e86\u4e0d\u540c\u7684\u7b56\u7565\u3002\u6709\u4e9b\u91c7\u7528\u591a\u79cd\u4ea7\u54c1\u7ec4\u5408\u7684\u65b9\u5f0f\uff0c\u9488\u5bf9\u4e0d\u540c\u573a\u666f\uff0c\u4e3a\u5ba2\u6237\u63d0\u4f9b\u4e0d\u540c\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u6bd4\u5982\uff1a<\/p>\n\n\n\n<p>AWS\u7684CloudWatch\u4ee5\u53ca\u62e5\u62b1\u5f00\u6e90\u7684AMP\u3001AMG\u3001ADOT<\/p>\n\n\n\n<p>CloudWatch\u4e00\u76f4\u4ee5\u6765\u90fd\u662fAWS\u6700\u4e3b\u8981\u7684\u76d1\u63a7\u670d\u52a1\uff0c\u5305\u542b\u4e86\u76d1\u63a7\u3001\u544a\u8b66\u3001\u65e5\u5fd7\u3001\u4e8b\u4ef6\u7b49\u529f\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"844\" height=\"594\" src=\"https:\/\/www.luyouli.com\/wp-content\/uploads\/2023\/07\/image-3.png\" alt=\"\" class=\"wp-image-760\"\/><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u5e94\u5bf9\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u573a\u666f\uff0cCloudWatch\u63a8\u51fa\u4e86Container Insights\u5bb9\u5668\u76d1\u63a7\u529f\u80fd\uff0c\u5e76\u4e0eGrafana Labs\u5408\u4f5c\uff0c\u63a8\u51fa\u4e86AMG\u548cAMP\uff0c\u540c\u65f6\u8ddf\u8fdbOpenTelemetry\u9879\u76ee\u53d1\u5e03\u4e86ADOT\u3002\u901a\u8fc7ADOT\u3001AMP\u3001AMG\u7684\u7ec4\u5408\uff0cAWS\u89e3\u51b3\u4e86\u5b89\u5168\u6027\u3001\u9ad8\u53ef\u7528\u6027\u3001\u6269\u5c55\u6027\u7b49\u95ee\u9898\uff0c\u8ba9\u5ba2\u6237\u5728AWS\u4e0a\u53ef\u4ee5\u501f\u52a9\u5f00\u6e90\u793e\u533a\u7684\u4f18\u52bf\u4e0e\u529b\u91cf\u5b9e\u73b0\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"428\" src=\"https:\/\/www.luyouli.com\/wp-content\/uploads\/2023\/07\/image-4.png\" alt=\"\" class=\"wp-image-761\"\/><\/figure>\n\n\n\n<p>\u963f\u91cc\u4e91\u7684ARMS\u3001\u94fe\u8def\u8ffd\u8e2aTracing Analysis\u3001\u65e5\u5fd7\u670d\u52a1SLS<\/p>\n\n\n\n<p>\u963f\u91cc\u4e91ARMS\u4e3b\u8981\u80fd\u529b\u56f4\u7ed5\u5e94\u7528\u76d1\u63a7\u6784\u5efa\uff0c\u5305\u62ec\u5e94\u7528\u76d1\u63a7\u3001\u524d\u7aef\u76d1\u63a7\u3001Prometheus\u76d1\u63a7\u3001\u4e91\u62e8\u6d4b\u3001Grafana\u670d\u52a1\u3001\u544a\u8b66\u7ba1\u7406\u7b49<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2940\" height=\"1290\" src=\"https:\/\/www.luyouli.com\/wp-content\/uploads\/2023\/07\/image-5.png\" alt=\"\" class=\"wp-image-762\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2560\" height=\"1422\" src=\"https:\/\/www.luyouli.com\/wp-content\/uploads\/2023\/07\/image-6.png\" alt=\"\" class=\"wp-image-763\"\/><\/figure>\n\n\n\n<p>\u963f\u91cc\u4e91ARMS\u9700\u8981\u4e0e\u65e5\u5fd7\u670d\u52a1SLS\uff0c\u94fe\u8def\u8ffd\u8e2a\u670d\u52a1\u914d\u5408\u4f7f\u7528\u624d\u80fd\u5b9e\u73b0\u5b8c\u6574\u7684\u53ef\u89c2\u6d4b\u6027\u4f53\u9a8c\u3002<\/p>\n\n\n\n<p>\u534e\u4e3a\u4e91APM\u3001AOM\u7b49<\/p>\n\n\n\n<p>\u6709\u4e9b\u5382\u5546\u5219\u63d0\u4f9b\u4e86\u7edf\u4e00\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u6bd4\u5982\uff1a<\/p>\n\n\n\n<p>Azure monitor<\/p>\n\n\n\n<p>Azure Monitor\u662fAzure\u7edf\u4e00\u7684\u76d1\u63a7\u670d\u52a1\uff0c\u652f\u6301Metrics, Logs, Traces\u7b49\u591a\u79cd\u6570\u636e\u7c7b\u578b\u63a5\u5165\uff0c\u4e3a\u5ba2\u6237\u63d0\u4f9b\u53ef\u89c6\u5316\u3001\u5206\u6790\u3001\u544a\u8b66\u3001\u6d1e\u5bdf\u7b49\u529f\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1458\" height=\"824\" src=\"https:\/\/www.luyouli.com\/wp-content\/uploads\/2023\/07\/image-7.png\" alt=\"\" class=\"wp-image-764\"\/><\/figure>\n\n\n\n<p>\u56fd\u5185\u7684\u7b2c\u4e09\u65b9\u63d0\u4f9b\u5546\uff0c\u76ee\u524d\u770b\u5230\u7684\u6709\u89c2\u6d4b\u4e91\u3001\u4e58\u4e91\u3001\u4e91\u6749\u7b49\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u5404\u5927\u5382\u5546\u5728\u63d0\u4f9b\u81ea\u6709\u7684\u53ef\u89c2\u6d4b\u65b9\u6848\u5916\uff0c\u90fd\u5728\u81f4\u529b\u4e91\u539f\u751f\u4e0b\u7684\u53ef\u89c2\u6d4b\u5efa\u8bbe\u4ee5\u53ca\u62e5\u62b1\u5f00\u6e90\u7684\u53ef\u89c2\u6d4b\u6280\u672f\u3002<\/p>\n\n\n\n<p>\u91c7\u7528\u4e91\u5382\u5546\u6216\u8005\u5e73\u53f0\u4f01\u4e1a\u4e3b\u8981\u95ee\u9898\u662f\u7528\u6237\u7684\u5e94\u7528\u5927\u6982\u7387\u9700\u8981\u8dd1\u5728\u516c\u6709\u4e91\u4e0a\uff0c\u5e76\u4e14\u89c2\u6d4b\u6570\u636e\u8981\u7531\u7b2c\u4e09\u65b9\u7ba1\u7406\u5e76\u4e14\u8ba1\u8d39\u6a21\u5f0f\u76f8\u5f53\u590d\u6742\u3002\u56e0\u6b64\uff0c\u5bf9\u4e8e\u4e2d\u5c0f\u4f01\u4e1a\u8fd9\u79cd\u65b9\u5f0f\u662f\u9996\u9009\uff0c\u4f46\u5bf9\u4e8e\u91c7\u7528\u6df7\u5408\u4e91\u67b6\u6784\uff0c\u5408\u89c4\u6027\u8981\u6c42\u9ad8\uff0c\u9879\u76ee\u9884\u7b97\u5236\u7684\u4e2d\u5927\u578b\u884c\u4e1a\u5ba2\u6237\u6765\u8bf4\uff0c\u5f88\u96be\u5b8c\u5168\u4f9d\u8d56\u5382\u5546\u63d0\u4f9b\u53ef\u89c2\u6d4b\u6027\u670d\u52a1\u3002<\/p>\n\n\n\n<p>\u5f00\u6e90\u53ef\u89c2\u6d4b\u6027\u6280\u672f\u73b0\u72b6<br>\u5f53\u524d\uff0c\u4e3b\u6d41\u53ef\u89c2\u6d4b\u6027\u7cfb\u7edf\u4e3b\u8981\u57fa\u4e8e\u65e5\u5fd7\u3001\u5ea6\u91cf\u3001\u8ffd\u8e2a\u4e09\u5927\u6570\u636e\u7c7b\u578b\u6784\u5efa\uff0c\u5e76\u4e14\u7d27\u5bc6\u62e5\u62b1\u4e91\u539f\u751f\u3002<\/p>\n\n\n\n<p>\u4e0b\u56fe\u4e3aCNCF\u5b9a\u4e49\u7684\u53ef\u89c2\u6d4b\u6027\u6280\u672f\u6808\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"798\" height=\"1268\" src=\"https:\/\/www.luyouli.com\/wp-content\/uploads\/2023\/07\/image-8.png\" alt=\"\" class=\"wp-image-765\"\/><\/figure>\n\n\n\n<p>\u7ecf\u8fc7\u793e\u533a\u7684\u4e0d\u65ad\u5206\u5316\u5206\u7c7b\uff0c\u9010\u6e10\u7ec6\u5316\u6210\u4e86\u4e94\u4e2a\u5927\u7684\u65b9\u5411\uff0c\u5206\u522b\u662f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Monitoring<\/li>\n\n\n\n<li>Logging<\/li>\n\n\n\n<li>Tracing<\/li>\n<\/ul>\n\n\n\n<p>\u4ee5\u53ca\u6700\u65b0\u52a0\u5165\u8fdb\u6765\u7684<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Chaos Engineering\uff08\u6df7\u6c8c\u5de5\u7a0b\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u6df7\u6c8c\u5de5\u7a0b\u662f\u901a\u8fc7\u4e3b\u52a8\u5411\u7cfb\u7edf\u4e2d\u5f15\u5165\u8f6f\u4ef6\u6216\u786c\u4ef6\u7684\u5f02\u5e38\u72b6\u6001\uff08\u6270\u52a8\uff09\uff0c\u5236\u9020\u6545\u969c\u573a\u666f\uff0c\u5e76\u6839\u636e\u7cfb\u7edf\u5728\u5404\u79cd\u538b\u529b\u4e0b\u7684\u884c\u4e3a\u8868\u73b0\uff0c\u786e\u5b9a\u4f18\u5316\u7b56\u7565\u7684\u4e00\u79cd\u7cfb\u7edf\u6027\u7a33\u5b9a\u6027\u4fdd\u969c\u624b\u6bb5\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Continuous Optimization\uff08\u6301\u7eed\u4f18\u5316\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u6301\u7eed\u4f18\u5316\u672c\u662f\u5e94\u7528\u6570\u5b66\u4e2d\u7684\u4e00\u4e2a\u5206\u652f\uff0c\u5173\u4e8e\u6301\u7eed\u4f18\u5316\u76ee\u524d\u6ca1\u6709\u592a\u591a\u7684\u8d44\u6599\uff0c\u4e2a\u4eba\u731c\u6d4b\u53ef\u80fd\u548c\u5229\u7528\u53ef\u89c2\u6d4b\u6027\u6765\u6301\u7eed\u4f18\u5316\u7cfb\u7edf\u6709\u5173\u3002<\/p>\n\n\n\n<p>\u5229\u7528\u4e0a\u8ff0\u4ea7\u54c1\u7684\u7ec4\u5408\uff0c\u6211\u4eec\u53ef\u4ee5\u6bd4\u8f83\u5feb\u901f\u7684\u642d\u5efa\u4e00\u4e2a\u53ef\u89c2\u6d4b\u6027\u7cfb\u7edf\u3002\u4f46\u662f\u771f\u6b63\u7528\u8d77\u6765\u4f1a\u53d1\u73b0\u5404\u79cd\u5404\u6837\u7684\u95ee\u9898\u3002\u603b\u7ed3\u8d77\u6765\u6709\u5982\u4e0b\u51e0\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7ec4\u4ef6\u7e41\u591a: \u9488\u5bf9Metrics, Traces, Logs\u4e09\u79cd\u6570\u636e\uff0c\u5f80\u5f80\u9700\u8981\u642d\u5efa\u4e09\u5957\u72ec\u7acb\u7684\u7cfb\u7edf\uff0c\u5185\u90e8\u6d89\u53ca\u7684\u7ec4\u4ef6\u66f4\u591a\uff0c\u7ef4\u62a4\u6210\u672c\u5f88\u9ad8\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u4e0d\u4e92\u901a\uff1a\u540c\u4e00\u4e2a\u5e94\u7528\u4e0d\u540c\u7c7b\u578b\u7684\u6570\u636e\u88ab\u5b58\u50a8\u5728\u76f8\u4e92\u72ec\u7acb\u7684\u7cfb\u7edf\uff0c\u6570\u636e\u4e0d\u4e92\u901a\uff0c\u96be\u4ee5\u53d1\u6325\u6570\u636e\u6700\u5927\u7684\u4ef7\u503c\u3002<\/li>\n\n\n\n<li>\u5382\u5546\u7ed1\u5b9a\uff1a\u4e00\u4e9b\u5546\u4e1a\u4ea7\u54c1\u6ca1\u6709\u9075\u5b88\u793e\u533a\u6807\u51c6\uff0c\u5728\u6570\u636e\u91c7\u96c6\u3001\u4f20\u8f93\u3001\u5b58\u50a8\u3001\u53ef\u89c6\u5316\u3001\u544a\u8b66\u7b49\u9636\u6bb5\u90fd\u53ef\u80fd\u4e0e\u5382\u5546\u7ed1\u5b9a\u3002\u540e\u7eed\u66f4\u6362\u65b9\u6848\u7684\u6210\u672c\u5de8\u5927\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u4eec\u603b\u662f\u5728\u7528\u4e09\u5927\u652f\u67f1\u6765\u63cf\u8ff0\u53ef\u89c2\u6d4b\u6027\uff0c\u8fd9\u8ba9\u6211\u4eec\u66f4\u5bb9\u6613\u7406\u89e3\u5374\u4e5f\u8ba9\u53ef\u89c2\u6d4b\u6027\u53d8\u7684\u5206\u88c2\uff0c\u6211\u4eec\u9700\u8981\u7684\u4e0d\u662f\u4e09\u6839\u67f1\u5b50\uff0c\u800c\u662f\u4e00\u6839\u7ef3\u5b50\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1860\" height=\"586\" src=\"https:\/\/www.luyouli.com\/wp-content\/uploads\/2023\/07\/image-9.png\" alt=\"\" class=\"wp-image-766\"\/><\/figure>\n\n\n\n<p>\u4e2d\u56fd\u4fe1\u901a\u9662\u300a\u53ef\u89c2\u6d4b\u6027\u6280\u672f\u53d1\u5c55\u767d\u76ae\u4e66\u300b\u6307\u51fa\uff0c\u53ef\u89c2\u6d4b\u5e73\u53f0\u80fd\u529b\u7684\u6784\u5efa\uff0c\u9700\u8981\u5177\u5907\u7edf\u4e00\u6570\u636e\u6a21\u578b\u3001\u7edf\u4e00\u6570\u636e\u5904\u7406\u3001\u7edf\u4e00\u6570\u636e\u5206\u6790\u3001\u6570\u636e\u7f16\u6392\u3001\u6570\u636e\u5c55\u793a\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u8fd9\u4e2a\u95ee\u9898\uff0cCNCF \u63a8\u51fa\u4e86 OpenTelemetry \u9879\u76ee\u3002\u8be5\u9879\u76ee\u96c4\u5fc3\u52c3\u52c3\uff0c\u65e8\u5728\u7edf\u4e00Metrics\u3001Logs\u3001Traces\u4e09\u79cd\u6570\u636e\u7c7b\u578b\u3002<\/p>\n\n\n\n<p>OpenTelemetry<br>OpenTelemetry \u662fOpenTracing (OT) \u548c OpenCensus (OC)\u5408\u5e76\u800c\u6210\uff0c\u6700\u6838\u5fc3\u7684\u529f\u80fd\u662f\u4ea7\u751f\u3001\u6536\u96c6\u53ef\u89c2\u6d4b\u6027\u6570\u636e\uff0c\u5e76\u652f\u6301\u4f20\u8f93\u5230\u540e\u7aef\u5404\u79cd\u5b58\u50a8\u548c\u5206\u6790\u8f6f\u4ef6\u4e2d\u3002\u6574\u4f53\u7684\u67b6\u6784\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u5176\u4e2d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OTel API\/SDK\uff1a\u7528\u4e8e\u4ea7\u751f\u7edf\u4e00\u683c\u5f0f\u7684\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u3002<\/li>\n\n\n\n<li>OTel Collector\uff1a\u7528\u6765\u63a5\u6536\u8fd9\u4e9b\u53ef\u89c2\u6d4b\u6027\u6570\u636e\uff0c\u5e76\u652f\u6301\u628a\u6570\u636e\u4f20\u8f93\u5230\u5404\u79cd\u7c7b\u578b\u7684\u540e\u7aef\u7cfb\u7edf\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2202\" height=\"1142\" src=\"https:\/\/www.luyouli.com\/wp-content\/uploads\/2023\/07\/image-10.png\" alt=\"\" class=\"wp-image-767\"\/><\/figure>\n\n\n\n<p>\u5f53\u7136OpenTelemetry\u4e5f\u6709\u5c40\u9650\u6027\uff0cOpenTelemetry\u89e3\u51b3\u4e86\u4e09\u652f\u67f1\u6570\u636e\u7684\u91c7\u96c6\u3001\u4f20\u8f93\u3001\u5904\u7406\u3001\u6536\u96c6\u7684\u95ee\u9898\u3002\u4f46\u5728\u8fd9\u4e4b\u540e\u7684\u8bf8\u591a\u5de5\u4f5c(\u6570\u636e\u5b58\u50a8\u3001\u6570\u636e\u8ba1\u7b97\u3001\u6570\u636e\u5173\u8054\u3001\u6570\u636e\u5c55\u793a)\u6682\u65f6\u8fd8\u662f\u4f9d\u8d56\u5404\u4e2a\u540e\u7aef\u5e73\u53f0\u81ea\u5df1\u53bb\u5b9e\u73b0\uff0c\u76ee\u524d\u6ca1\u6709\u4e00\u4e2a\u7edf\u4e00\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u6b64\u5916OpenTelemetry\u7684\u65e5\u5fd7\u4f53\u7cfb\u76ee\u524d\u53ea\u80fd\u8bf4\u5df2\u7ecf\u521d\u6b65\u5b8c\u6210\u63a5\u8fd1\u4e8eGA\uff0c\u5e76\u4e0d\u80fd\u8fbe\u5230\u751f\u4ea7\u4f7f\u7528\u7684\u7a0b\u5ea6\uff0c\u60f3\u8ba9\u7528\u6237\u629b\u5f03Filebeat\u3001Logstash\u8fd9\u4e9b\u4e45\u7ecf\u8003\u9a8c\u7684\u5de5\u5177\uff0c\u9009\u62e9\u5c1a\u4e0d\u6210\u719f\u7684OpenTelemetry\u6536\u96c6\u65e5\u5fd7\uff0c\u663e\u7136\u4fe1\u5fc3\u4e0d\u8db3\u3002<\/p>\n\n\n\n<p>\u603b\u800c\u8a00\u4e4b\u6211\u5f88\u770b\u597dOpenTelemetry\u7684\u660e\u5929\uff0c\u793e\u533a\u4e5f\u975e\u5e38\u6d3b\u8dc3\uff0c\u5929\u4e0b\u5927\u52bf\uff0c\u5206\u4e45\u5fc5\u5408\uff0c\u4f46\u662f\u76ee\u524d\u4f7f\u7528\u8fd8\u662f\u9700\u8981\u614e\u91cd\u3002<\/p>\n\n\n\n<p>\u4e3b\u6d41\u5f00\u6e90\u6280\u672f<br>\u9274\u4e8e\u5f00\u6e90\u793e\u533a\u4e3b\u6d41\u6280\u672f\u65b9\u6848\u8fd8\u662f\u56f4\u7ed5\u4e09\u5927\u652f\u67f1\u6765\u505a\u7684\uff0c\u6240\u4ee5\u672c\u7ae0\u8fd8\u662f\u6309\u7167\u65e5\u5fd7\u3001\u8ffd\u8e2a\u3001\u5ea6\u91cf\u4e09\u65b9\u9762\u6765\u63cf\u8ff0\u3002<\/p>\n\n\n\n<p>\u76d1\u63a7\uff08Monitoring\uff09<br>\u76d1\u63a7\u9886\u57df\u7684\u4e3b\u8981\u6280\u672f\u6808\u5305\u62ec\uff1aPrometheus\uff0cCortex\uff0cZABBIX\uff0cGrafana\uff0csysdig\uff0cPrometheus\u5df2\u7ecf\u6210\u4e3a\u4e8b\u5b9e\u4e0a\u7684\u76d1\u63a7\u6807\u51c6\uff0c\u4e3b\u6d41\u76d1\u63a7\u6280\u672f\u65b9\u6848\u90fd\u4f1a\u56f4\u7ed5Prometheus\u6765\u505a\u3002<\/p>\n\n\n\n<p>Prometheus\u63d0\u4f9b\u4e86\u901a\u7528\u7684\u6570\u636e\u6a21\u578b\u548c\u5feb\u6377\u6570\u636e\u91c7\u96c6\u3001\u5b58\u50a8\u548c\u67e5\u8be2\u63a5\u53e3\uff0c\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u7ec4\u4ef6\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Prometheus server\uff1a\u670d\u52a1\u6838\u5fc3\u7ec4\u4ef6\uff0c\u91c7\u7528pull\u65b9\u5f0f\u6536\u96c6\u76d1\u63a7\u6570\u636e\uff0c\u901a\u8fc7http\u534f\u8bae\u4f20\u8f93\u3002\u5e76\u5b58\u50a8\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u3002Prometheus server \u7531\u4e09\u4e2a\u90e8\u5206\u7ec4\u6210\uff1aRetrival\uff0cStorage\uff0cPromQL<\/li>\n\n\n\n<li>Retrieval\uff1a\u8d1f\u8d23\u5728\u6d3b\u8dc3\u7684target\u4e3b\u673a\u4e0a\u6293\u53d6\u76d1\u63a7\u6307\u6807\u6570\u636e\u3002<\/li>\n\n\n\n<li>Storage\uff1a\u5b58\u50a8\uff0c\u4e3b\u8981\u662f\u628a\u91c7\u96c6\u5230\u7684\u6570\u636e\u5b58\u50a8\u5230\u78c1\u76d8\u4e2d\uff0c\u9ed8\u8ba4\u4e3a15\u5929\u3002<\/li>\n\n\n\n<li>PromQL\uff1a\u662fPrometheus\u63d0\u4f9b\u7684\u67e5\u8be2\u8bed\u8a00\u6a21\u5757\u3002<\/li>\n\n\n\n<li>client Library\uff1a\u5ba2\u6237\u7aef\u5e93\uff0c\u76ee\u7684\u5728\u4e8e\u4e3a\u90a3\u4e9b\u671f\u671b\u539f\u751f\u63d0\u4f9b\u6570\u636e\u5c55\u793a\u529f\u80fd\u7684\u5e94\u7528\u7a0b\u5e8f\u63d0\u4f9b\u4fbf\u6377\u7684\u5f00\u53d1\u9014\u5f84\u3002<\/li>\n\n\n\n<li>Exporters\uff1a\u6307\u6807\u66b4\u9732\u5668\uff0c\u8d1f\u8d23\u6536\u96c6\u5e94\u7528\u7a0b\u5e8f\u6216\u670d\u52a1\u7684\u6027\u80fd\u6307\u6807\u6570\u636e\uff0c\u5e76\u901a\u8fc7HTTP\u63a5\u53e3\u4f9bPrometheus Server\u83b7\u53d6\u3002\u793e\u533a\u63d0\u4f9b\u4e86\u4e30\u5bcc\u7684Exporter\u9009\u578b\uff0c\u51e0\u4e4e\u53ef\u4ee5\u6536\u96c6\u4e00\u5207\u60f3\u8981\u6536\u96c6\u7684\u6570\u636e\uff0c\u8fd8\u53ef\u4ee5\u81ea\u5df1\u7f16\u5199Exporter\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4ee5Prometheus\u4e3a\u4e2d\u5fc3\u8f90\u5c04\u4e86\u5f88\u591a\u5468\u8fb9\u751f\u6001\u7ec4\u4ef6\uff0c\u6bd4\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Service Discovery\uff0c\u7528\u4e8e\u81ea\u52a8\u53d1\u73b0target\u4e3b\u673a<\/li>\n\n\n\n<li>Alertmanager\uff0c\u72ec\u7acb\u7684\u544a\u8b66\u6a21\u5757\uff0c\u652f\u6301\u90ae\u4ef6\u3001\u9489\u9489\u3001\u4f01\u4e1a\u5fae\u4fe1\u7b49\u4e3b\u6d41\u65b9\u5f0f<\/li>\n\n\n\n<li>Pushgateway\uff0c\u652f\u6301\u4ee5push\u65b9\u5f0f\u6682\u5b58\u6570\u636e<\/li>\n\n\n\n<li>Grafana\uff0c\u5c06\u6570\u636e\u53ef\u89c6\u5316\u548c\u5206\u6790<\/li>\n<\/ul>\n\n\n\n<p>Prometheus\u672c\u8eab\u4e5f\u6709\u5c40\u9650\u6027\uff0c\u6bd4\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u652f\u6301\u96c6\u7fa4\uff0c\u5f53\u7136\u793e\u533a\u4e5f\u63d0\u4f9b\u4e86\u65b9\u6848\uff0c\u6bd4\u5982Cortex\u3001thanos<\/li>\n\n\n\n<li>\u4e0d\u9002\u5408\u5b58\u50a8\u4e8b\u4ef6\u53ca\u65e5\u5fd7\u7b49\uff0c\u5b83\u66f4\u591a\u5730\u5c55\u793a\u7684\u662f\u8d8b\u52bf\u6027\u7684\u76d1\u63a7\uff0c\u800c\u975e\u7cbe\u51c6\u6570\u636e\uff1b<\/li>\n\n\n\n<li>\u4e0d\u957f\u5b58\u6570\u636e\uff0cPrometheus\u8ba4\u4e3a\u5ea6\u91cf\u6570\u636e\u65e0\u9700\u957f\u671f\u5b58\u50a8\uff0c\u6240\u6709\u5982\u679c\u6709\u9700\u6c42\uff0c\u9700\u8981\u81ea\u5df1\u63d0\u4f9b\u957f\u5b58\u50a8\u65b9\u6848\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u65e5\u5fd7\uff08Logging\uff09<br>\u65e5\u5fd7\u9886\u57df\u7684\u4e3b\u6d41\u6280\u672f\u65b9\u6848\u9664\u5374\u7ecf\u5178Elastic Stack\u5916\uff0c\u65b0\u5174\u7684\u5982Grafana Loki\u3001Graylog\u3002\u65e5\u5fd7\u7684\u6280\u672f\u65b9\u6848\u94fe\u8def\u8f83\u957f\uff0c\u4e3b\u8981\u5206\u4e3a\u65e5\u5fd7\u91c7\u96c6\u3001\u65e5\u5fd7\u7f13\u51b2\u3001\u65e5\u5fd7\u6e05\u6d17\u3001\u65e5\u5fd7\u5b58\u50a8\u3001\u65e5\u5fd7\u53ef\u89c6\u5316\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e5\u5fd7\u91c7\u96c6<\/li>\n\n\n\n<li>\u5e38\u89c1\u7684\u65e5\u5fd7\u91c7\u96c6\u5de5\u5177\u5305\u62ecLogstash\u3001Filebeat\u3001Fluentd\/Fluent-Bit\u3002<\/li>\n\n\n\n<li>Logstash\u7531\u4e8e\u5bf9cpu\u3001\u5185\u5b58\u3001io\u5360\u7528\u592a\u5927\u5df2\u7ecf\u57fa\u672c\u4e0d\u4f7f\u7528\u5728\u65e5\u5fd7\u91c7\u96c6\u4e0a\uff1b<\/li>\n\n\n\n<li>Filebeat\u975e\u5e38\u8f7b\u91cf\u7a33\u5b9a\uff0c\u4e3b\u8981\u91c7\u96c6\u76ee\u6807\u662f\u6587\u4ef6\uff1b<\/li>\n\n\n\n<li>Fluentd\/Fluent-Bit\u5bf9\u4f20\u7edf\u65e5\u5fd7\u91c7\u96c6\u7684\u6d41\u7a0b\u8fdb\u4e00\u6b65\u7684\u7ec6\u5206\uff0c\u80fd\u591f\u5c06\u6563\u4e71\u7684\u65e5\u5fd7\u6765\u6e90\u7edf\u4e00\u89e3\u6790\u8fc7\u6ee4\u5e76\u5b58\u50a8\uff0c\u662f\u5bb9\u5668\u73af\u5883\u4e0b\u65e5\u5fd7\u91c7\u96c6\u7684\u9996\u9009\u3002<\/li>\n\n\n\n<li>\u6b64\u5916Loki\u4f7f\u7528Promtail\u91c7\u96c6\u65e5\u5fd7\uff0c\u8fd8\u6709Flume\u3001Loggie\u7b49\u7b49\u3002<\/li>\n\n\n\n<li><\/li>\n\n\n\n<li>\u65e5\u5fd7\u7f13\u51b2<\/li>\n\n\n\n<li>Kafka\u7b49\u6d88\u606f\u961f\u5217\u90fd\u53ef\u4ee5\u7528\u4f5c\u65e5\u5fd7\u7f13\u51b2\uff0c\u9664\u975e\u65e5\u5fd7\u6570\u636e\u91cf\u8fc7\u4e8e\u5e9e\u5927\uff0c\u5426\u5219\u4e00\u822c\u4f1a\u7701\u53bb\u65e5\u5fd7\u7f13\u51b2\u3002<\/li>\n\n\n\n<li><\/li>\n\n\n\n<li>\u65e5\u5fd7\u6e05\u6d17<\/li>\n\n\n\n<li>\u6211\u6240\u77e5\u7684\u4e13\u95e8\u7528\u4e8e\u65e5\u5fd7\u6e05\u6d17\u7684\u7ec4\u4ef6\u5c31\u662flogstash\uff0c\u5176\u4ed6\u5982\u65b0\u5174\u7684\u65e5\u5fd7\u65b9\u6848Loki\u3001Graylog\u7b49\u90fd\u5c06\u65e5\u5fd7\u8fc7\u6ee4\u3001\u6e05\u6d17\u529f\u80fd\u96c6\u6210\u5728\u7ec4\u4ef6\u5185\u90e8\u3002<\/li>\n\n\n\n<li><\/li>\n\n\n\n<li>\u65e5\u5fd7\u5b58\u50a8<\/li>\n\n\n\n<li>\u9996\u5f53\u5176\u51b2\u7684\u662f\u4f7f\u7528\u8303\u56f4\u6700\u5e7f\u7684Elasticsearch\uff0c\u57fa\u4e8e\u5012\u6392\u7d22\u5f15\u7684\u7279\u6027\u4f7f\u5f97ES\u67e5\u8be2\u901f\u5ea6\u5feb\u3001QPS\u8f83\u9ad8\u3002<\/li>\n\n\n\n<li>\u4f46\u662f\u7531\u4e8e\u5927\u89c4\u6a21\u5efa\u8bbe\u6210\u672c\u95ee\u9898\uff0c\u5982\u4eca\u4eba\u4eec\u4e5f\u5728\u63a2\u7d22\u65b0\u7684\u5b58\u50a8\u65b9\u5f0f\uff0c\u6bd4\u5982clickhouse\uff0c\u541e\u5410\u91cf\u66f4\u9ad8\uff0c\u67e5\u8be2\u6027\u80fd\u66f4\u5feb\u3002<\/li>\n\n\n\n<li>\u800cLoki\u76f4\u63a5\u4f7f\u7528\u672c\u5730\u5b58\u50a8\u6216\u8005\u5bf9\u8c61\u5b58\u50a8\u3002<\/li>\n\n\n\n<li><\/li>\n\n\n\n<li>\u65e5\u5fd7\u53ef\u89c6\u5316<\/li>\n\n\n\n<li>\u53ef\u89c6\u5316\u4e0a\u4e3b\u8981\u6709Elastic Stack\u4e2d\u7684Kibana\uff0cGrafana Stack\u4e2d\u7684Grafana\uff0c\u800cGraylog\u81ea\u5e26\u53ef\u89c6\u5316\u6a21\u5757Graylog-web\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8ffd\u8e2a\uff08Tracing\uff09<br>\u8ffd\u8e2a\u9886\u57df\u6700\u65e9\u53ef\u4ee5\u8ffd\u6eaf\u5230Google\u7684Dapper\u7cfb\u7edf\uff0c\u6bd4\u8d77\u65e5\u5fd7\u4e0e\u5ea6\u91cf\uff0c\u8ffd\u8e2a\u8fd9\u4e2a\u9886\u57df\u7684\u4ea7\u54c1\u7ade\u4e89\u8981\u76f8\u5bf9\u6fc0\u70c8\u5f97\u591a\u3002\u4e00\u65b9\u9762\uff0c\u76ee\u524d\u8fd8\u6ca1\u6709\u50cf\u65e5\u5fd7\u3001\u5ea6\u91cf\u90a3\u6837\u51fa\u73b0\u5177\u6709\u660e\u663e\u7edf\u6cbb\u529b\u7684\u4ea7\u54c1\uff0c\u4ecd\u5904\u4e8e\u7fa4\u96c4\u6df7\u6218\u7684\u72b6\u6001\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u51e0\u4e4e\u5e02\u9762\u4e0a\u6240\u6709\u7684\u8ffd\u8e2a\u7cfb\u7edf\u90fd\u662f\u4ee5 Dapper \u7684\u8bba\u6587\u4e3a\u539f\u578b\u53d1\u5c55\u51fa\u6765\u7684\uff0c\u57fa\u672c\u4e0a\u90fd\u7b97\u662f\u540c\u95e8\u5e08\u5144\u5f1f\uff0c\u529f\u80fd\u4e0a\u5e76\u6ca1\u6709\u592a\u672c\u8d28\u7684\u5dee\u8ddd\uff0c\u5374\u53c8\u53d7\u5236\u4e8e\u5b9e\u73b0\u7ec6\u8282\uff0c\u5f7c\u6b64\u4e92\u65a5\uff0c\u5f88\u96be\u642d\u914d\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p>\u4e00\u4e2a\u5b8c\u6574\u7684\u5206\u5e03\u5f0f\u8ffd\u8e2a\u7cfb\u7edf\u5e94\u8be5\u7531\u6570\u636e\u6536\u96c6\u3001\u6570\u636e\u5b58\u50a8\u548c\u6570\u636e\u5c55\u793a\u4e09\u4e2a\u5b50\u7cfb\u7edf\u6784\u6210\uff0c\u800c\u72ed\u4e49\u4e0a\u8bb2\u7684\u8ffd\u8e2a\u5219\u5c31\u53ea\u662f\u7279\u6307\u94fe\u8def\u8ffd\u8e2a\u6570\u636e\u7684\u6536\u96c6\u90e8\u5206\u3002\u8b6c\u5982Spring Cloud Sleuth\u5c31\u5c5e\u4e8e\u72ed\u4e49\u7684\u8ffd\u8e2a\u7cfb\u7edf\uff0c\u901a\u5e38\u4f1a\u642d\u914d Zipkin \u4f5c\u4e3a\u6570\u636e\u5c55\u793a\uff0c\u642d\u914d Elasticsearch \u4f5c\u4e3a\u6570\u636e\u5b58\u50a8\u6765\u7ec4\u5408\u4f7f\u7528\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u4e0b\u9762\u8c08\u5230\u7684\u5927\u591a\u5c5e\u4e8e\u5b8c\u6574\u7684\u8ffd\u8e2a\u7cfb\u7edf\u3002<\/p>\n\n\n\n<p>\u8ffd\u8e2a\u7684\u6570\u636e\u901a\u5e38\u7531\u4e1a\u52a1\u5e94\u7528\u4ea7\u751f\uff0c\u4e3b\u6d41\u7684\u6536\u96c6\u65b9\u5f0f\u5305\u62ec\uff1a<\/p>\n\n\n\n<p>\uff081\uff09\u65e5\u5fd7\uff0cDapper\u7cfb\u7edf\u5c31\u662f\u901a\u8fc7\u4ece\u65e5\u5fd7\u4e2d\u7b5b\u9009\u51fa\u8ffd\u8e2a\u7c7b\u578b\u6570\u636e\u8fdb\u884c\u6c47\u805a\u3002<\/p>\n\n\n\n<p>\uff082\uff09\u5e94\u7528\u63a2\u9488\uff0c\u4ee5Java\u5e94\u7528\u4e3a\u4f8b\uff0c\u901a\u5e38\u91c7\u7528Java Agent\u5b57\u8282\u7801\u589e\u5f3a\u6280\u672f\u6ce8\u5165\u5e94\u7528\uff0c\u5bf9\u4e1a\u52a1\u96f6\u4fb5\u5165\u3002<\/p>\n\n\n\n<p>\uff083\uff09\u670d\u52a1\u7f51\u683c\u4e0b\u7684SideCar\u8fb9\u8f66\u4ee3\u7406\uff0c\u6280\u672f\u65e0\u5173\u6027\uff0c\u901a\u8fc7\u7f51\u7edc\u6d41\u91cf\u91c7\u96c6\u6570\u636e\uff0c\u7f3a\u70b9\u5c31\u662f\u65e0\u6cd5\u6df1\u5165\u5230\u65b9\u6cd5\u7ea7\u522b\uff0c\u6bd4\u5982Envoy\u3002<\/p>\n\n\n\n<p>\u800c\u5728\u5b58\u50a8\u4e0a\u5927\u90e8\u5206\u7ec4\u4ef6\u4e5f\u90fd\u4ee5ES\u4e3a\u4e3b\uff0c\u5f3a\u5982SkyWalking\u652f\u6301ES\u3001H2\u3001Mysql\u3001TIDB\u3001Sharding sphere\u7b49\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>\u8ffd\u8e2a\u9886\u57df\u76ee\u524d\u6bd4\u8f83\u6210\u719f\u3001\u51fa\u73b0\u8f83\u65e9\u7684\u7684\u4e00\u4e9b\u7ec4\u4ef6\u5305\u62ec\uff1aTwitter\u5f00\u6e90\u7684Zipkin\u3001Apache\u7684SkyWalking\u3001PinPoint\u3001\u5927\u4f17\u70b9\u8bc4\u5f00\u6e90\u7684CAT\u3002\u65b0\u5174\u7684\u6bd4\u5982CNCF jaeger\u3001Grafana Tempo\u3002<\/p>\n\n\n\n<p><strong>\u4e3b\u6d41\u843d\u5730\u65b9\u6848<\/strong><br><strong>ELK\/EFK + GPE + SkyWalking<\/strong><br>\u8fd9\u5957\u65b9\u6848\u5c31\u662f\u5954\u7740\u5efa\u8bbe\u4e09\u5957\u7cfb\u7edf\u7684\u601d\u8def\u53bb\u7684\uff0c\u4e5f\u662f\u6700\u7ecf\u5178\u7684\u53ef\u89c2\u6d4b\u6027\u65b9\u6848\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e5\u5fd7\u65b9\u9762Elasticsearch\u505a\u5b58\u50a8\uff0cFileBeat\u6216\u8005Fluentd\u505a\u91c7\u96c6\uff0cKibana\u505a\u5c55\u73b0\uff0c\u5fc5\u8981\u7684\u8bdd\u63a5\u5165Logstash\u8fdb\u884c\u65e5\u5fd7\u6e05\u6d17\uff0cKafka\u505a\u65e5\u5fd7\u7f13\u51b2<\/li>\n\n\n\n<li>\u76d1\u63a7\u65b9\u9762\u540c\u6837Elasticsearch\u505a\u5b58\u50a8\uff0cPrometheus\u7ed3\u5408\u5404\u79cdsdk\u3001exporter\u3001agent\u505a\u6307\u6807\u91c7\u96c6\u548c\u63a5\u5165\uff0cGrafana\u505a\u5c55\u793a<\/li>\n\n\n\n<li>\u8ffd\u8e2a\u65b9\u9762\u81ea\u7531\u5ea6\u5927\u4e00\u4e9b\uff0c\u6211\u4e2a\u4eba\u4e60\u60ef\u4f7f\u7528SkyWalking<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u5957\u65b9\u6848\u80fd\u529b\u5747\u8861\uff0c\u5982\u679c\u6ca1\u6709\u4ec0\u4e48\u7279\u6b8a\u9700\u6c42\uff0c\u9009\u4e07\u91d1\u6cb9\u7ec4\u5408\u603b\u6ca1\u9519\u7684\u3002<\/p>\n\n\n\n<p><strong>OpenTelemetry + Loki + Tempo + Prometheus + Grafana<\/strong><br>\u8fd9\u5957\u65b9\u6848\u7b97\u662f\u65b0\u5174\u7684\u8f7b\u91cf\u5316\u65b9\u6848\uff0c\u4e3b\u8981\u56f4\u7ed5Grafana Stack\u6784\u5efa\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e5\u5fd7\u4f7f\u7528Loki\uff0c\u65e5\u5fd7\u7684\u6536\u96c6\u53ef\u4ee5\u901a\u8fc7loki4j\u6536\u96c6\u5e94\u7528\u6253\u5370\u65e5\u5fd7\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7Promtail\u6536\u96c6\u5176\u4ed6\u7c7b\u578b\u65e5\u5fd7<\/li>\n\n\n\n<li>\u76d1\u63a7\u4f9d\u7136\u57fa\u4e8ePrometheus\u548cGrafana\u7684\u65e0\u7f1d\u96c6\u6210<\/li>\n\n\n\n<li>\u8ffd\u8e2a\u65b9\u9762\u4f7f\u7528OpenTelemetry\u91c7\u96c6\u5668\u8fdb\u884c\u6570\u636e\u91c7\u96c6\uff0c\u53d1\u9001\u5230Tempo\u5b58\u50a8\u5e76\u96c6\u6210Grafana\u8fdb\u884c\u5c55\u793a<\/li>\n<\/ul>\n\n\n\n<p><strong>ElasticSearch + Kibana + Beats + Elastic APM<\/strong><br>\u8fd9\u5957\u65b9\u6848\u4e3b\u8981\u56f4\u7ed5Elastic Stack\u6784\u5efa\uff0c\u6570\u636e\u91c7\u96c6\u57fa\u4e8eBeats\u5bb6\u65cf\u7ec4\u4ef6<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e5\u5fd7\u8fd8\u662f\u57fa\u4e8eEFK<\/li>\n\n\n\n<li>\u76d1\u63a7\u6307\u6807\u7684\u91c7\u96c6\u5229\u7528Beats\u5bb6\u65cf\u7684Metricbeat\u7ec4\u4ef6<\/li>\n\n\n\n<li>\u8ffd\u8e2a\u4f7f\u7528Elastic APM<\/li>\n\n\n\n<li>\u7edf\u4e00\u7531Kibana\u8fdb\u884c\u6570\u636e\u5c55\u793a<\/li>\n\n\n\n<li><\/li>\n<\/ul>\n\n\n\n<p><strong>\u5176\u4ed6<\/strong><br>\u5176\u4ed6\u7684\u65b9\u6848\u5c31\u4e0d\u8d58\u8ff0\u4e86\uff0c\u5f00\u6e90\u6280\u672f\u53ef\u9009\u4f59\u5730\u8f83\u5927\uff0c\u7ec4\u5408\u65b9\u6848\u7e41\u591a\u3002<\/p>\n\n\n\n<p>\u6280\u672f\u4e4b\u5916\u7684\u56e0\u7d20<br>\u9009\u53d6\u6280\u672f\u65b9\u6848\u53ea\u662f\u6784\u5efa\u53ef\u89c2\u6d4b\u6027\u7684\u4e00\u90e8\u5206\uff0c\u8981\u8ba9\u53ef\u89c2\u6d4b\u6027\u66f4\u6709\u6548\u6211\u4eec\u8fd8\u9700\u8981\u5728\u6570\u636e\u5c42\u9762\u505a\u4e00\u4e9b\u89c4\u8303\u548c\u7ea6\u675f\uff0c\u63d0\u9ad8\u91c7\u96c6\u6570\u636e\u7684\u8d28\u91cf<\/p>\n\n\n\n<p>\u7edf\u4e00\u65e5\u5fd7<br>\u65e5\u5fd7\u6570\u636e\u8bb0\u5f55\u7684\u4fe1\u606f\u4ee5\u53ca\u8d28\u91cf\u5bf9\u4e8e\u95ee\u9898\u53d1\u73b0\u548c\u95ee\u9898\u5b9a\u4f4d\u8d77\u7740\u5173\u952e\u7684\u4f5c\u7528\uff0c\u7136\u800c\u73b0\u72b6\u662f\u5f00\u53d1\u8005\u8f83\u968f\u610f\uff0c\u90fd\u6709\u81ea\u5df1\u7684\u7406\u89e3\u548c\u505a\u6cd5\uff0c\u5f62\u6210\u4e86\u4e94\u82b1\u516b\u95e8\u7684\u683c\u5f0f\u3001\u7ea7\u522b\u3001\u5206\u7c7b\uff0c\u751a\u81f3\u4e8e error \u548c info \u90fd\u6df7\u6742\u5728\u4e00\u8d77\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u65e5\u5fd7\u4f55\u65f6\u6253\u3001\u6253\u4ec0\u4e48\u3001\u600e\u4e48\u6253\u90fd\u8981\u8ba2\u597d\u89c4\u8303\uff0c\u65e5\u5fd7\u5206\u7c7b\u3001\u65e5\u5fd7\u683c\u5f0f\u3001\u65e5\u5fd7\u7ea7\u522b\u3001\u65e5\u5fd7\u5185\u5bb9\u4e5f\u9700\u8981\u6709\u76f8\u5e94\u7684\u6807\u51c6\uff0c\u5982\u679c\u6709\u5fc5\u8981\u63d0\u4f9b\u7edf\u4e00\u7684\u65e5\u5fd7sdk\u3002<\/p>\n\n\n\n<p>\u4e0b\u8868\u662fOpenTelemetry\u7684LogModel\u6a21\u578b<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>\u5b57\u6bb5\u540d<\/td><td>\u63cf\u8ff0<\/td><td>\u5fc5\u9009<\/td><\/tr><tr><td>Timestamp<\/td><td>\u65e5\u5fd7\u65f6\u95f4\u6233<\/td><td>\u662f<\/td><\/tr><tr><td>TraceId <\/td><td>\u5173\u8054\u8bf7\u6c42\u7684TraceId<\/td><td>\u5426<\/td><\/tr><tr><td>SpanId<\/td><td>\u5173\u8054\u8bf7\u6c42\u7684SpanId<\/td><td>\u5426<\/td><\/tr><tr><td>TraceFlags<\/td><td>W3C trace flag.<\/td><td>\u5426<\/td><\/tr><tr><td>SeverityText<\/td><td>\u65e5\u5fd7\u7b49\u7ea7\u7684\u53ef\u8bfb\u63cf\u8ff0.<\/td><td>\u5426<\/td><\/tr><tr><td>SeverityNumber<\/td><td>\u65e5\u5fd7\u7b49\u7ea7.<\/td><td>\u5426<\/td><\/tr><tr><td>ShortName<\/td><td>\u7528\u4e8e\u6807\u8bc6\u65e5\u5fd7\u7c7b\u578b\u7684\u77ed\u8bed.<\/td><td>\u5426<\/td><\/tr><tr><td>Body<\/td><td>\u5177\u4f53\u7684\u65e5\u5fd7\u5185\u5bb9.<\/td><td>\u5426<\/td><\/tr><tr><td>Resource<\/td><td>Log\u5173\u8054\u7684Resource.<\/td><td>\u5426<\/td><\/tr><tr><td>Attributes<\/td><td>\u989d\u5916\u5173\u8054\u5c5e\u6027.<\/td><td>\u5426<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><br>\u5ea6\u91cf\u6307\u6807\u6cbb\u7406<br>\u76d1\u63a7\u9886\u57df\u4e3b\u8981\u5173\u6ce8\u5ea6\u91cf\uff08Metrics\uff09\u6570\u636e\u7c7b\u578b\uff0c\u5173\u4e8e\u5ea6\u91cf\u6307\u6807\u6570\u636e\uff0c\u7279\u70b9\u5c31\u662f\u9762\u5e7f\u3001\u91cf\u591a\uff0c\u5355\u5355\u4e3b\u673a\u4e00\u9879\uff0c\u5c31\u9700\u8981\u76d1\u63a7\uff1aCPU\u3001\u5185\u5b58\u3001\u78c1\u76d8\u3001IO\u3001\u5185\u6838\u53c2\u6570\u3001\u7f51\u7edc\u76f8\u5173\u7b49\u7b49\u5341\u51e0\u4e2a\u7ef4\u5ea6\uff0c\u6bcf\u4e2a\u7ef4\u5ea6\u8fd8\u6709\u51e0\u4e2a\u5230\u4e0a\u767e\u4e2a\u4e0d\u7b49\u7684\u5177\u4f53\u6307\u6807\u3002\u6240\u4ee5\u5bf9\u4e8e\u5ea6\u91cf\u6307\u6807\u7684\u6cbb\u7406\u4e5f\u5f88\u91cd\u8981\uff0c\u641e\u6e05\u54ea\u4e9b\u6709\u7528\u54ea\u4e9b\u65e0\u7528\uff0c\u4ee5\u4e0b\u4e3e\u4e00\u4e9b\u6307\u6807\u5206\u7c7b\u548c\u6307\u6807\u4fe1\u606f\u4f9b\u53c2\u8003\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7aef\u76d1\u63a7\uff1a\u9488\u5bf9\u7528\u6237\u5728\u4f53\u9a8c\u4e0a\u53ef\u4ee5\u611f\u77e5\u7684\u5bf9\u8c61\u8fdb\u884c\u76d1\u63a7\uff0c\u5982\u7f51\u7ad9\u3001App\u3001\u5c0f\u7a0b\u5e8f\u7b49\u3002<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u7aef\u7684\u76d1\u63a7\u901a\u5e38\u5728\u4e92\u8054\u7f51\u4f01\u4e1a\u6216\u8005\u91cd\u89c6\u7528\u6237\u4f53\u9a8c\u7684\u516c\u53f8\uff0c\u5728\u79fb\u52a8\u5ba2\u6237\u7aef\u7684\u7cfb\u7edf\u4e2d\uff0c\u7aef\u76d1\u63a7\u7684\u5bf9\u8c61\u4e3b\u8981\u6709H5\u3001\u5c0f\u7a0b\u5e8f\u3001Android \u7cfb\u7edf\u3001iOS \u7cfb\u7edf\u7b49\uff0c\u5b8c\u5584\u7684\u7aef\u76d1\u63a7\u53ef\u4ee5\u53cd\u9988\u5730\u57df\u3001\u6e20\u9053\u3001\u94fe\u63a5\u7b49\u591a\u7ef4\u5ea6\u7684\u7528\u6237\u4f53\u9a8c\u4fe1\u606f\uff1b\u7528\u6237\u7ec8\u7aef\u4e3a\u4f20\u7edf\u7684 Web \u9875\u9762\u65f6\uff0c\u7aef\u76d1\u63a7\u4ecd\u4f1a\u56f4\u7ed5\u7528\u6237\u4f53\u9a8c\u91c7\u96c6\u6570\u636e\uff0c\u6bd4\u5982\u9875\u9762\u6253\u5f00\u901f\u5ea6\uff08\u6d4b\u901f\uff09\u3001\u9875\u9762\u7a33\u5b9a\u6027\uff08JS\uff09\u548c\u5916\u90e8\u670d\u52a1\u8c03\u7528\u6210\u529f\u7387\uff08API\uff09\uff0c\u8fd9 3 \u4e2a\u65b9\u9762\u7684\u6570\u636e\u53cd\u6620\u4e86 Web \u9875\u9762\u7684\u5065\u5eb7\u5ea6\u3002<\/li>\n\n\n\n<li>\u4e1a\u52a1\u5c42\u76d1\u63a7\uff1a\u5bf9\u4e8e\u4e1a\u52a1\u5c42\uff0c\u53ef\u6309\u9700\u6df1\u5ea6\u5b9a\u5236\u76d1\u63a7\u7cfb\u7edf\uff0c\u5b9e\u73b0\u5bf9\u4e1a\u52a1\u5c5e\u6027\u7684\u76d1\u63a7\u544a\u8b66\u529f\u80fd\uff0c\u751f\u6210\u4e1a\u52a1\u6570\u636e\u76d1\u63a7\u5927\u76d8\u3002\u6bd4\u5982\u7528\u6237\u8bbf\u95ee QPS\u3001DAU \u65e5\u6d3b\u3001\u8f6c\u5316\u7387\u3001\u4e1a\u52a1\u63a5\u53e3\uff08\u5982\u767b\u5f55\u6570\u3001\u6ce8\u518c\u6570\u3001\u8ba2\u5355\u91cf\u3001\u652f\u4ed8\u91cf\u3001\u641c\u7d22\u91cf\uff09\u7b49\u90fd\u662f\u5e38\u89c1\u7684\u76d1\u63a7\u5bf9\u8c61\u3002<\/li>\n\n\n\n<li>\u5e94\u7528\u5c42\u76d1\u63a7\uff1a\u4e3b\u8981\u662f\u5bf9\u5206\u5e03\u5f0f\u5e94\u7528\u548c\u8c03\u7528\u94fe\u5e94\u7528\u7684\u6027\u80fd\u8fdb\u884c\u7ba1\u7406\u548c\u76d1\u63a7\uff0c\u5982\u5bf9 Spring Boot\u3001JVM \u4fe1\u606f\u3001\u670d\u52a1\u94fe\u8def\u3001\u670d\u52a1\u7ec4\u4ef6\u7b49\u5e94\u7528\u5728\u8fdb\u884c\u8bf8\u5982 RPC \u8c03\u7528\u3001Trace \u94fe\u8def\u8ffd\u8e2a\u52a8\u4f5c\u65f6\u4ea7\u751f\u7684\u6570\u636e\u8fdb\u884c\u76d1\u63a7\u3002<\/li>\n\n\n\n<li>\u4e2d\u95f4\u4ef6\u76d1\u63a7\uff1a\u76d1\u63a7\u7684\u4e3b\u8981\u5bf9\u8c61\u662f\u6846\u67b6\u81ea\u8eab\u7684\u57cb\u70b9\u3001\u5ef6\u8fdf\u3001\u9519\u8bef\u7387\u7b49\u3002\u8fd9\u91cc\u7684\u4e2d\u95f4\u4ef6\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u6d88\u606f\u4e2d\u95f4\u4ef6\uff08RabbitMQ\u3001Kafka\u3001RocketMQ \u7b49\uff09\u3001\u6570\u636e\u5e93\u4e2d\u95f4\u4ef6\uff08MySQL\u3001Oracle\u3001PostgreSQL\u3001TIDB\u3001PolarDB \u7b49\uff09\u3001\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u4e2d\u95f4\u4ef6\uff08HikariCP\u3001Druid\u3001BoneCP \u7b49\uff09\u3001\u7f13\u5b58\u4e2d\u95f4\u4ef6\uff08Redis\u3001Memcached \u7b49\uff09\u548c Web \u670d\u52a1\u4e2d\u95f4\u4ef6\uff08Tomcat\u3001Jetty \u7b49\uff09\u3002<\/li>\n\n\n\n<li>\u7cfb\u7edf\u5c42\u76d1\u63a7\uff1a\u7cfb\u7edf\u5c42\u4e3b\u8981\u5305\u542b CPU\u3001Load\u3001\u5185\u5b58\u3001\u78c1\u76d8 I\/O\u3001\u7f51\u7edc\u76f8\u5173\u53c2\u6570\u3001\u5185\u6838\u53c2\u6570\u3001ss \u7edf\u8ba1\u8f93\u51fa\u3001\u7aef\u53e3\u3001\u6838\u5fc3\u670d\u52a1\u7684\u8fdb\u7a0b\u5b58\u6d3b\u60c5\u51b5\u3001\u5173\u952e\u4e1a\u52a1\u8fdb\u7a0b\u8d44\u6e90\u6d88\u8017\u3001NTP offset \u91c7\u96c6\u3001DNS \u89e3\u6790\u91c7\u96c6\u7b49\u6307\u6807\u3002\u8fd9\u4e9b\u90fd\u53ef\u4ee5\u4f5c\u4e3a\u5bf9\u7cfb\u7edf\u5c42\u76d1\u63a7\u7684\u5173\u952e\u6307\u6807\u3002\u53e6\u5916\uff0c\u7f51\u7edc\u76d1\u63a7\u4e5f\u662f\u7cfb\u7edf\u76d1\u63a7\u4e2d\u5f88\u91cd\u8981\u7684\u90e8\u5206\uff0c\u5bf9\u4ea4\u6362\u673a\u3001\u8def\u7531\u5668\u3001\u9632\u706b\u5899\u3001VPN 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