{"id":37356,"date":"2025-04-18T11:17:10","date_gmt":"2025-04-18T03:17:10","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=37356"},"modified":"2025-04-18T11:17:10","modified_gmt":"2025-04-18T03:17:10","slug":"%e5%85%a8%e6%a0%88%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e5%a6%82%e4%bd%95%e4%bc%98%e5%8c%96%e5%a4%9a%e4%ba%91%e7%8e%af%e5%a2%83%e7%9a%84%e7%ae%a1%e7%90%86%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/37356.html","title":{"rendered":"\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u4f18\u5316\u591a\u4e91\u73af\u5883\u7684\u7ba1\u7406\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/04\/ZD2Q0.jpg\" alt=\"\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u4f18\u5316\u591a\u4e91\u73af\u5883\u7684\u7ba1\u7406\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u8d8a\u6765\u8d8a\u4f9d\u8d56\u591a\u4e91\u67b6\u6784\u6765\u5e73\u8861\u6210\u672c\u3001\u7075\u6d3b\u6027\u4e0e\u53ef\u9760\u6027\u3002\u7136\u800c\uff0c\u968f\u7740\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\uff08\u5982AWS\u3001Azure\u3001GCP\uff09\u548c\u672c\u5730\u57fa\u7840\u8bbe\u65bd\u7684\u6df7\u5408\u90e8\u7f72\uff0c\u7cfb\u7edf\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u4e00\u4e2a\u5e94\u7528\u53ef\u80fd\u8de8\u8d8a\u591a\u4e2a\u4e91\u5e73\u53f0\uff0c\u4f9d\u8d56\u6570\u5341\u9879\u5fae\u670d\u52a1\uff0c\u5e76\u4ea7\u751f\u6d77\u91cf\u65e5\u5fd7\u3001\u6307\u6807\u548c\u94fe\u8def\u6570\u636e\u3002\u5728\u6b64\u80cc\u666f\u4e0b\uff0c<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u6808\u53ef\u89c2\u6d4b<\/a>\u6027<\/strong>\uff08Full-Stack Observability\uff09\u9010\u6e10\u6210\u4e3a\u4f01\u4e1a\u7834\u89e3\u591a\u4e91\u7ba1\u7406\u96be\u9898\u7684\u6838\u5fc3\u5de5\u5177\u3002\u5b83\u4e0d\u4ec5\u5e2e\u52a9\u56e2\u961f\u5b9e\u65f6\u611f\u77e5\u7cfb\u7edf\u72b6\u6001\uff0c\u66f4\u80fd\u901a\u8fc7\u6570\u636e\u9a71\u52a8\u51b3\u7b56\uff0c\u5c06\u201c\u88ab\u52a8\u6551\u706b\u201d\u8f6c\u5316\u4e3a\u201c\u4e3b\u52a8\u9632\u5fa1\u201d\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u6808\u53ef\u89c2\u6d4b<\/a>\u6027\u5982\u4f55\u901a\u8fc7<strong>\u7edf\u4e00\u76d1\u63a7\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\u3001\u6210\u672c\u4f18\u5316<\/strong>\u7b49\u7ef4\u5ea6\uff0c\u91cd\u5851\u591a\u4e91\u73af\u5883\u7684\u7ba1\u7406\u6548\u7387\u3002<\/p>\n<hr>\n<h3 id=\"\u591a\u4e91\u7ba1\u7406\u7684\u6311\u6218-\u4ece-\u5931\u63a7-\u5230-\u53ef\u63a7\"><strong>\u591a\u4e91\u7ba1\u7406\u7684\u6311\u6218\uff1a\u4ece\u201c\u5931\u63a7\u201d\u5230\u201c\u53ef\u63a7\u201d<\/strong><\/h3>\n<p>\u591a\u4e91\u67b6\u6784\u7684\u521d\u8877\u662f\u907f\u514d\u4f9b\u5e94\u5546\u9501\u5b9a\u3001\u63d0\u5347\u4e1a\u52a1\u5f39\u6027\uff0c\u4f46\u73b0\u5b9e\u5f80\u5f80\u4f34\u968f\u4e09\u5927\u75db\u70b9\uff1a<\/p>\n<ol>\n<li><strong>\u6570\u636e\u5b64\u5c9b<\/strong>\uff1a\u4e0d\u540c\u4e91\u5e73\u53f0\u7684\u76d1\u63a7\u5de5\u5177\u4e92\u4e0d\u517c\u5bb9\uff0c\u65e5\u5fd7\u683c\u5f0f\u3001\u6307\u6807\u5b9a\u4e49\u5dee\u5f02\u663e\u8457\uff0c\u5bfc\u81f4\u8fd0\u7ef4\u4eba\u5458\u9700\u5728\u591a\u4e2a\u63a7\u5236\u53f0\u95f4\u5207\u6362\uff0c\u96be\u4ee5\u5168\u5c40\u611f\u77e5\uff1b\n<\/li>\n<li><strong>\u54cd\u5e94\u6ede\u540e<\/strong>\uff1a\u6545\u969c\u53d1\u751f\u65f6\uff0c\u56e2\u961f\u9700\u624b\u52a8\u5173\u8054\u65e5\u5fd7\u3001\u6307\u6807\u548c\u94fe\u8def\u6570\u636e\uff0c\u5ef6\u8fdf\u6839\u56e0\u5b9a\u4f4d\uff1b\n<\/li>\n<li><strong>\u6210\u672c\u9ed1\u6d1e<\/strong>\uff1a\u8d44\u6e90\u5229\u7528\u7387\u4e0d\u900f\u660e\uff0c\u5197\u4f59\u5b9e\u4f8b\u3001\u95f2\u7f6e\u5b58\u50a8\u7b49\u9690\u6027\u6d6a\u8d39\u96be\u4ee5\u8ffd\u8e2a\u3002\n<\/li>\n<\/ol>\n<p>\u636eGartner\u7edf\u8ba1\uff0c<strong>\u52302025\u5e74\uff0c\u8d85\u8fc770%\u7684\u4f01\u4e1a\u5c06\u56e0\u7f3a\u4e4f\u7edf\u4e00\u53ef\u89c2\u6d4b\u6027\u7b56\u7565\u800c\u9762\u4e34\u591a\u4e91\u7ba1\u7406\u5931\u6548\u98ce\u9669<\/strong>\u3002\u8981\u6253\u7834\u8fd9\u4e00\u56f0\u5c40\uff0c\u4f01\u4e1a\u9700\u6784\u5efa\u8986\u76d6\u57fa\u7840\u8bbe\u65bd\u3001\u5e94\u7528\u5c42\u53ca\u4e1a\u52a1\u5c42\u7684\u5168\u6808\u53ef\u89c2\u6d4b\u4f53\u7cfb\u3002<\/p>\n<hr>\n<h3 id=\"\u5168\u6808\u53ef\u89c2\u6d4b\u6027-\u7a7f\u900f\u590d\u6742\u6027\u7684-x\u5149\u673a\"><strong>\u5168\u6808\u53ef\u89c2\u6d4b\u6027\uff1a\u7a7f\u900f\u590d\u6742\u6027\u7684\u201cX\u5149\u673a\u201d<\/strong><\/h3>\n<p>\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u5e76\u975e\u5355\u4e00\u5de5\u5177\uff0c\u800c\u662f\u4e00\u79cd\u901a\u8fc7<strong>\u65e5\u5fd7\uff08Logs\uff09\u3001\u6307\u6807\uff08Metrics\uff09\u3001\u8ffd\u8e2a\uff08Traces\uff09<\/strong>\u4e09\u5927\u652f\u67f1\u6570\u636e\uff0c\u7ed3\u5408\u673a\u5668\u5b66\u4e60\u4e0e\u81ea\u52a8\u5316\u80fd\u529b\uff0c\u5b9e\u73b0\u7cfb\u7edf\u5168\u666f\u6d1e\u5bdf\u7684\u65b9\u6cd5\u8bba\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\uff1a<\/p>\n<ul>\n<li><strong>\u6a2a\u5411\u6253\u901a<\/strong>\uff1a\u6574\u5408AWS CloudWatch\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u3001Jaeger\u7b49\u5de5\u5177\u7684\u6570\u636e\u6e90\uff0c\u6784\u5efa\u7edf\u4e00\u89c6\u56fe\uff1b\n<\/li>\n<li><strong>\u7eb5\u5411\u6df1\u5165<\/strong>\uff1a\u4ece\u5e95\u5c42\u670d\u52a1\u5668\u6027\u80fd\u5230\u7528\u6237\u4f53\u9a8c\uff08\u5982\u9875\u9762\u52a0\u8f7d\u901f\u5ea6\uff09\uff0c\u5b9e\u73b0\u7aef\u5230\u7aef\u76d1\u6d4b\uff1b\n<\/li>\n<li><strong>\u667a\u80fd\u5206\u6790<\/strong>\uff1a\u901a\u8fc7\u7b97\u6cd5\u81ea\u52a8\u5173\u8054\u4e8b\u4ef6\uff0c\u9884\u6d4b\u6f5c\u5728\u6545\u969c\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u7535\u5546\u5e73\u53f0\u5728\u201c\u9ed1\u8272\u661f\u671f\u4e94\u201d\u671f\u95f4\uff0c\u901a\u8fc7\u5168\u6808\u53ef\u89c2\u6d4b\u5de5\u5177\u53d1\u73b0\u652f\u4ed8\u670d\u52a1\u5ef6\u8fdf\u6fc0\u589e\u3002\u7cfb\u7edf\u81ea\u52a8\u5173\u8054\u5230AWS\u67d0\u4e2a\u53ef\u7528\u533a\u7684\u7f51\u7edc\u6ce2\u52a8\uff0c\u5e76\u8ffd\u6eaf\u5230\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u7684\u95ee\u9898\uff0c\u6700\u7ec8\u5728\u7528\u6237\u6d41\u5931\u524d\u5b8c\u6210\u6269\u5bb9\u3002<\/p>\n<hr>\n<h3 id=\"\u4f18\u5316\u591a\u4e91\u7ba1\u7406\u7684\u56db\u5927\u5b9e\u8df5\u8def\u5f84\"><strong>\u4f18\u5316\u591a\u4e91\u7ba1\u7406\u7684\u56db\u5927\u5b9e\u8df5\u8def\u5f84<\/strong><\/h3>\n<h4 id=\"1-\u7edf\u4e00\u76d1\u63a7-\u6253\u7834\u6570\u636e\u5b64\u5c9b-\u6784\u5efa\u5168\u5c40\u4eea\u8868\u76d8\"><strong>1. \u7edf\u4e00\u76d1\u63a7\uff1a\u6253\u7834\u6570\u636e\u5b64\u5c9b\uff0c\u6784\u5efa\u5168\u5c40\u4eea\u8868\u76d8<\/strong><\/h4>\n<p>\u5728\u591a\u4e91\u73af\u5883\u4e2d\uff0c<strong>\u6807\u51c6\u5316\u6570\u636e\u91c7\u96c6<\/strong>\u662f\u7b2c\u4e00\u6b65\u3002\u4f01\u4e1a\u53ef\u901a\u8fc7OpenTelemetry\u7b49\u5f00\u6e90\u6846\u67b6\uff0c\u7edf\u4e00\u6536\u96c6\u5404\u5e73\u53f0\u7684\u6307\u6807\u548c\u94fe\u8def\u6570\u636e\uff0c\u5e76\u501f\u52a9Grafana\u6216Elastic Stack\u6784\u5efa\u53ef\u89c6\u5316\u4eea\u8868\u76d8\u3002<\/p>\n<ul>\n<li><strong>\u5173\u952e\u52a8\u4f5c<\/strong>\uff1a\u5b9a\u4e49\u7edf\u4e00\u7684\u6807\u7b7e\uff08Tags\uff09\u4f53\u7cfb\uff0c\u4f8b\u5982\u4e3a\u6240\u6709\u8d44\u6e90\u6807\u8bb0\u73af\u5883\uff08\u751f\u4ea7\/\u6d4b\u8bd5\uff09\u3001\u6240\u5c5e\u4e1a\u52a1\u7ebf\u7b49\uff1b\n<\/li>\n<li><strong>\u6548\u679c<\/strong>\uff1a\u8fd0\u7ef4\u56e2\u961f\u53ef\u5feb\u901f\u7b5b\u9009\u7279\u5b9a\u4e91\u533a\u57df\u6216\u670d\u52a1\u7684\u72b6\u6001\uff0c\u51cf\u5c11\u8de8\u5e73\u53f0\u68c0\u7d22\u65f6\u95f4\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u6839\u56e0\u5206\u6790-\u4ece-\u5927\u6d77\u635e\u9488-\u5230-\u7cbe\u51c6\u5b9a\u4f4d\"><strong>2. <a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\uff1a\u4ece\u201c\u5927\u6d77\u635e\u9488\u201d\u5230\u201c\u7cbe\u51c6\u5b9a\u4f4d\u201d<\/strong><\/h4>\n<p>\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u4ec5\u80fd\u53d1\u51fa\u201c\u67d0\u670d\u52a1CPU\u4f7f\u7528\u7387\u8d85\u9608\u503c\u201d\u7684\u8b66\u62a5\uff0c\u800c\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u53ef\u7ed3\u5408\u4e0a\u4e0b\u6587\uff08\u5982\u540c\u65f6\u6bb5\u7684\u7528\u6237\u8bf7\u6c42\u6fc0\u589e\u3001\u6570\u636e\u5e93\u6162\u67e5\u8be2\uff09\u81ea\u52a8\u63a8\u65ad\u6839\u56e0\u3002<\/p>\n<ul>\n<li><strong>\u6280\u672f\u652f\u6491<\/strong>\uff1a\u57fa\u4e8eAI\u7684\u5f02\u5e38\u68c0\u6d4b\u7b97\u6cd5\uff08\u5982\u52a8\u6001\u57fa\u7ebf\u8ba1\u7b97\uff09\u4e0e\u62d3\u6251\u6620\u5c04\uff08Service Map\uff09\uff1b\n<\/li>\n<li><strong>\u6848\u4f8b<\/strong>\uff1a\u67d0\u91d1\u878d\u4f01\u4e1a\u901a\u8fc7\u5206\u6790\u94fe\u8def\u6570\u636e\uff0c\u53d1\u73b0\u7b2c\u4e09\u65b9API\u7684\u54cd\u5e94\u5ef6\u8fdf\u62d6\u7d2f\u6574\u4f53\u4ea4\u6613\u6d41\u7a0b\uff0c\u6700\u7ec8\u63a8\u52a8\u4f9b\u5e94\u5546\u4f18\u5316\u63a5\u53e3\u6027\u80fd\u3002\n<\/li>\n<\/ul>\n<h4 id=\"3-\u6210\u672c\u4f18\u5316-\u8d44\u6e90\u5229\u7528\u7387\u7684-\u663e\u5fae\u955c\"><strong>3. \u6210\u672c\u4f18\u5316\uff1a\u8d44\u6e90\u5229\u7528\u7387\u7684\u201c\u663e\u5fae\u955c\u201d<\/strong><\/h4>\n<p>\u591a\u4e91\u6210\u672c\u5931\u63a7\u7684\u4e3b\u56e0\u662f\u8d44\u6e90\u5206\u914d\u4e0e\u4e1a\u52a1\u9700\u6c42\u8131\u8282\u3002\u901a\u8fc7\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\uff0c\u4f01\u4e1a\u53ef\u4ee5\uff1a<\/p>\n<ul>\n<li><strong>\u8bc6\u522b\u4f4e\u6548\u8d44\u6e90<\/strong>\uff1a\u4f8b\u5982\u957f\u671f\u95f2\u7f6e\u7684\u865a\u62df\u673a\u3001\u672a\u7ed1\u5b9a\u7684\u5f39\u6027IP\u5730\u5740\uff1b\n<\/li>\n<li><strong>\u52a8\u6001\u8c03\u6574\u89c4\u6a21<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u8d1f\u8f7d\u9884\u6d4b\uff0c\u81ea\u52a8\u4f38\u7f29\u5bb9\u5668\u96c6\u7fa4\uff08\u5982Kubernetes HPA\uff09\uff1b\n<\/li>\n<li><strong>\u9884\u7b97\u7ba1\u63a7<\/strong>\uff1a\u8bbe\u7f6e\u6210\u672c\u9608\u503c\u8b66\u62a5\uff0c\u907f\u514d\u8d85\u989d\u652f\u51fa\u3002\n<\/li>\n<\/ul>\n<h4 id=\"4-\u5b89\u5168\u4e0e\u5408\u89c4-\u5b9e\u65f6\u98ce\u9669\u611f\u77e5\"><strong>4. \u5b89\u5168\u4e0e\u5408\u89c4\uff1a\u5b9e\u65f6\u98ce\u9669\u611f\u77e5<\/strong><\/h4>\n<p>\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u8fd8\u53ef\u6574\u5408\u5b89\u5168\u6570\u636e\uff08\u5982WAF\u65e5\u5fd7\u3001\u5165\u4fb5\u68c0\u6d4b\u544a\u8b66\uff09\uff0c\u5e2e\u52a9\u56e2\u961f\uff1a<\/p>\n<ul>\n<li><strong>\u8ffd\u8e2a\u5f02\u5e38\u884c\u4e3a<\/strong>\uff1a\u4f8b\u5982\u67d0\u8d26\u6237\u9891\u7e41\u5c1d\u8bd5\u8de8\u533a\u57df\u8bbf\u95ee\u654f\u611f\u6570\u636e\uff1b\n<\/li>\n<li><strong>\u81ea\u52a8\u5316\u54cd\u5e94<\/strong>\uff1a\u5f53\u68c0\u6d4b\u5230DDoS\u653b\u51fb\u65f6\uff0c\u8054\u52a8\u4e91\u9632\u706b\u5899\u89e6\u53d1\u6d41\u91cf\u6e05\u6d17\uff1b\n<\/li>\n<li><strong>\u5ba1\u8ba1\u5c31\u7eea<\/strong>\uff1a\u751f\u6210\u7b26\u5408GDPR\u3001HIPAA\u7b49\u6cd5\u89c4\u7684\u5ba1\u8ba1\u62a5\u544a\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u672a\u6765\u8d8b\u52bf-\u4ece-\u53ef\u89c2\u6d4b-\u5230-\u81ea\u6108\"><strong>\u672a\u6765\u8d8b\u52bf\uff1a\u4ece\u201c\u53ef\u89c2\u6d4b\u201d\u5230\u201c\u81ea\u6108\u201d<\/strong><\/h3>\n<p>\u968f\u7740AIOps\u6280\u672f\u7684\u6210\u719f\uff0c\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u6b63\u4ece\u201c\u8bca\u65ad\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u81ea\u6cbb\u7cfb\u7edf\u201d\u3002\u4f8b\u5982\uff0c\u8c37\u6b4c\u7684Site Reliability Engineering\uff08SRE\uff09\u6846\u67b6\u5df2\u5c1d\u8bd5\u5c06\u53ef\u89c2\u6d4b\u6570\u636e\u8f93\u5165\u81ea\u52a8\u5316\u51b3\u7b56\u5f15\u64ce\uff0c\u5b9e\u73b0\u6545\u969c\u81ea\u6108\uff08\u5982\u81ea\u52a8\u56de\u6eda\u5f02\u5e38\u7248\u672c\uff09\u3002\u672a\u6765\uff0c\u7ed3\u5408\u8fb9\u7f18\u8ba1\u7b97\u4e0eServerless\u67b6\u6784\uff0c\u53ef\u89c2\u6d4b\u6027\u5c06\u8fdb\u4e00\u6b65\u4e0b\u6c89\u5230\u66f4\u7ec6\u7c92\u5ea6\u7684\u4e1a\u52a1\u573a\u666f\u4e2d\uff0c\u4f8b\u5982\u5b9e\u65f6\u4f18\u5316CDN\u8282\u70b9\u9009\u62e9\u3001\u52a8\u6001\u8c03\u6574\u51fd\u6570\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n<p>\u90e8\u7f72\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u4e0d\u518d\u662f\u4e00\u4e2a\u6280\u672f\u9009\u9879\uff0c\u800c\u662f\u591a\u4e91\u65f6\u4ee3\u5b9e\u73b0<strong>\u4e1a\u52a1\u8fde\u7eed\u6027\u3001\u7ade\u4e89\u529b\u63d0\u5347<\/strong>\u7684\u6218\u7565\u6295\u8d44\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u8d8a\u6765\u8d8a\u4f9d\u8d56\u591a\u4e91\u67b6\u6784\u6765\u5e73\u8861\u6210\u672c\u3001\u7075\u6d3b\u6027\u4e0e\u53ef\u9760\u6027\u3002\u7136\u800c\uff0c\u968f\u7740\u4e91\u670d\u52a1\u63d0\u4f9b\u5546\uff08\u5982AWS\u3001Azure\u3001GCP\uff09\u548c\u672c\u5730\u57fa\u7840\u8bbe\u65bd\u7684\u6df7\u5408\u90e8\u7f72\uff0c\u7cfb\u7edf\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u4e00\u4e2a\u5e94\u7528\u53ef\u80fd\u8de8\u8d8a\u591a\u4e2a\u4e91\u5e73\u53f0\uff0c\u4f9d\u8d56\u6570\u5341\u9879\u5fae\u670d\u52a1\uff0c\u5e76\u4ea7\u751f\u6d77\u91cf\u65e5\u5fd7\u3001\u6307\u6807\u548c\u94fe\u8def\u6570\u636e\u3002\u5728\u6b64\u80cc\u666f\u4e0b\uff0c\u5168\u6808\u53ef\u89c2\u6d4b\u6027\uff08Full-Stack Observability\uff09\u9010\u6e10\u6210\u4e3a\u4f01\u4e1a\u7834\u89e3\u591a\u4e91\u7ba1\u7406\u96be\u9898\u7684\u6838\u5fc3\u5de5\u5177\u3002\u5b83\u4e0d\u4ec5\u5e2e\u52a9\u56e2\u961f\u5b9e\u65f6\u611f\u77e5\u7cfb\u7edf\u72b6\u6001\uff0c\u66f4\u80fd\u901a\u8fc7\u6570\u636e\u9a71\u52a8\u51b3\u7b56\uff0c\u5c06\u201c\u88ab\u52a8\u6551\u706b\u201d\u8f6c\u5316\u4e3a\u201c\u4e3b\u52a8\u9632\u5fa1\u201d\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u901a\u8fc7\u7edf\u4e00\u76d1\u63a7\u3001\u6839\u56e0\u5206\u6790\u3001\u6210\u672c\u4f18\u5316\u7b49\u7ef4\u5ea6\uff0c\u91cd\u5851\u591a\u4e91\u73af\u5883\u7684\u7ba1\u7406\u6548\u7387\u3002 \u591a\u4e91\u7ba1\u7406\u7684\u6311\u6218\uff1a\u4ece\u201c\u5931\u63a7\u201d\u5230\u201c\u53ef\u63a7\u201d \u591a\u4e91\u67b6\u6784\u7684\u521d\u8877\u662f\u907f\u514d\u4f9b\u5e94\u5546\u9501\u5b9a\u3001\u63d0\u5347\u4e1a\u52a1\u5f39\u6027\uff0c\u4f46\u73b0\u5b9e\u5f80\u5f80\u4f34\u968f\u4e09\u5927\u75db\u70b9\uff1a \u6570\u636e\u5b64\u5c9b\uff1a\u4e0d\u540c\u4e91\u5e73\u53f0\u7684\u76d1\u63a7\u5de5\u5177\u4e92\u4e0d\u517c\u5bb9\uff0c\u65e5\u5fd7\u683c\u5f0f\u3001\u6307\u6807\u5b9a\u4e49\u5dee\u5f02\u663e\u8457\uff0c\u5bfc\u81f4\u8fd0\u7ef4\u4eba\u5458\u9700\u5728\u591a\u4e2a\u63a7\u5236\u53f0\u95f4\u5207\u6362\uff0c\u96be\u4ee5\u5168\u5c40\u611f\u77e5\uff1b \u54cd\u5e94\u6ede\u540e\uff1a\u6545\u969c\u53d1\u751f\u65f6\uff0c\u56e2\u961f\u9700\u624b\u52a8\u5173\u8054\u65e5\u5fd7\u3001\u6307\u6807\u548c\u94fe\u8def\u6570\u636e\uff0c\u5ef6\u8fdf\u6839\u56e0\u5b9a\u4f4d\uff1b \u6210\u672c\u9ed1\u6d1e\uff1a\u8d44\u6e90\u5229\u7528\u7387\u4e0d\u900f\u660e\uff0c\u5197\u4f59\u5b9e\u4f8b\u3001\u95f2\u7f6e\u5b58\u50a8\u7b49\u9690\u6027\u6d6a\u8d39\u96be\u4ee5\u8ffd\u8e2a\u3002 \u636eGartner\u7edf\u8ba1\uff0c\u52302025\u5e74\uff0c\u8d85\u8fc770%\u7684\u4f01\u4e1a\u5c06\u56e0\u7f3a\u4e4f\u7edf\u4e00\u53ef\u89c2\u6d4b\u6027\u7b56\u7565\u800c\u9762\u4e34\u591a\u4e91\u7ba1\u7406\u5931\u6548\u98ce\u9669\u3002\u8981\u6253\u7834\u8fd9\u4e00\u56f0\u5c40\uff0c\u4f01\u4e1a\u9700\u6784\u5efa\u8986\u76d6\u57fa\u7840\u8bbe\u65bd\u3001\u5e94\u7528\u5c42\u53ca\u4e1a\u52a1\u5c42\u7684\u5168\u6808\u53ef\u89c2\u6d4b\u4f53\u7cfb\u3002 \u5168\u6808\u53ef\u89c2\u6d4b\u6027\uff1a\u7a7f\u900f\u590d\u6742\u6027\u7684\u201cX\u5149\u673a\u201d 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\u67d0\u7535\u5546\u5e73\u53f0\u5728\u201c\u9ed1\u8272\u661f\u671f\u4e94\u201d\u671f\u95f4\uff0c\u901a\u8fc7\u5168\u6808\u53ef\u89c2\u6d4b\u5de5\u5177\u53d1\u73b0\u652f\u4ed8\u670d\u52a1\u5ef6\u8fdf\u6fc0\u589e\u3002\u7cfb\u7edf\u81ea\u52a8\u5173\u8054\u5230AWS\u67d0\u4e2a\u53ef\u7528\u533a\u7684\u7f51\u7edc\u6ce2\u52a8\uff0c\u5e76\u8ffd\u6eaf\u5230\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u7684\u95ee\u9898\uff0c\u6700\u7ec8\u5728\u7528\u6237\u6d41\u5931\u524d\u5b8c\u6210\u6269\u5bb9\u3002 \u4f18\u5316\u591a\u4e91\u7ba1\u7406\u7684\u56db\u5927\u5b9e\u8df5\u8def\u5f84 1. \u7edf\u4e00\u76d1\u63a7\uff1a\u6253\u7834\u6570\u636e\u5b64\u5c9b\uff0c\u6784\u5efa\u5168\u5c40\u4eea\u8868\u76d8 \u5728\u591a\u4e91\u73af\u5883\u4e2d\uff0c\u6807\u51c6\u5316\u6570\u636e\u91c7\u96c6\u662f\u7b2c\u4e00\u6b65\u3002\u4f01\u4e1a\u53ef\u901a\u8fc7OpenTelemetry\u7b49\u5f00\u6e90\u6846\u67b6\uff0c\u7edf\u4e00\u6536\u96c6\u5404\u5e73\u53f0\u7684\u6307\u6807\u548c\u94fe\u8def\u6570\u636e\uff0c\u5e76\u501f\u52a9Grafana\u6216Elastic Stack\u6784\u5efa\u53ef\u89c6\u5316\u4eea\u8868\u76d8\u3002 \u5173\u952e\u52a8\u4f5c\uff1a\u5b9a\u4e49\u7edf\u4e00\u7684\u6807\u7b7e\uff08Tags\uff09\u4f53\u7cfb\uff0c\u4f8b\u5982\u4e3a\u6240\u6709\u8d44\u6e90\u6807\u8bb0\u73af\u5883\uff08\u751f\u4ea7\/\u6d4b\u8bd5\uff09\u3001\u6240\u5c5e\u4e1a\u52a1\u7ebf\u7b49\uff1b \u6548\u679c\uff1a\u8fd0\u7ef4\u56e2\u961f\u53ef\u5feb\u901f\u7b5b\u9009\u7279\u5b9a\u4e91\u533a\u57df\u6216\u670d\u52a1\u7684\u72b6\u6001\uff0c\u51cf\u5c11\u8de8\u5e73\u53f0\u68c0\u7d22\u65f6\u95f4\u3002 2. \u6839\u56e0\u5206\u6790\uff1a\u4ece\u201c\u5927\u6d77\u635e\u9488\u201d\u5230\u201c\u7cbe\u51c6\u5b9a\u4f4d\u201d \u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u4ec5\u80fd\u53d1\u51fa\u201c\u67d0\u670d\u52a1CPU\u4f7f\u7528\u7387\u8d85\u9608\u503c\u201d\u7684\u8b66\u62a5\uff0c\u800c\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u53ef\u7ed3\u5408\u4e0a\u4e0b\u6587\uff08\u5982\u540c\u65f6\u6bb5\u7684\u7528\u6237\u8bf7\u6c42\u6fc0\u589e\u3001\u6570\u636e\u5e93\u6162\u67e5\u8be2\uff09\u81ea\u52a8\u63a8\u65ad\u6839\u56e0\u3002 \u6280\u672f\u652f\u6491\uff1a\u57fa\u4e8eAI\u7684\u5f02\u5e38\u68c0\u6d4b\u7b97\u6cd5\uff08\u5982\u52a8\u6001\u57fa\u7ebf\u8ba1\u7b97\uff09\u4e0e\u62d3\u6251\u6620\u5c04\uff08Service Map\uff09\uff1b \u6848\u4f8b\uff1a\u67d0\u91d1\u878d\u4f01\u4e1a\u901a\u8fc7\u5206\u6790\u94fe\u8def\u6570\u636e\uff0c\u53d1\u73b0\u7b2c\u4e09\u65b9API\u7684\u54cd\u5e94\u5ef6\u8fdf\u62d6\u7d2f\u6574\u4f53\u4ea4\u6613\u6d41\u7a0b\uff0c\u6700\u7ec8\u63a8\u52a8\u4f9b\u5e94\u5546\u4f18\u5316\u63a5\u53e3\u6027\u80fd\u3002 3. \u6210\u672c\u4f18\u5316\uff1a\u8d44\u6e90\u5229\u7528\u7387\u7684\u201c\u663e\u5fae\u955c\u201d 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