{"id":33310,"date":"2025-03-04T11:56:21","date_gmt":"2025-03-04T03:56:21","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=33310"},"modified":"2025-03-04T11:56:21","modified_gmt":"2025-03-04T03:56:21","slug":"%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%a6%82%e4%bd%95%e6%94%af%e6%8c%81%e6%8c%81%e7%bb%ad%e7%9a%84%e7%9b%91%e6%8e%a7%e5%92%8c%e4%bc%98%e5%8c%96%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/33310.html","title":{"rendered":"\u4e91\u539f\u751fAPM\u5982\u4f55\u652f\u6301\u6301\u7eed\u7684\u76d1\u63a7\u548c\u4f18\u5316\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/W6yrDKM7.jpg\" alt=\"\u4e91\u539f\u751fAPM\u5982\u4f55\u652f\u6301\u6301\u7eed\u7684\u76d1\u63a7\u548c\u4f18\u5316\uff1f\" ><\/p>\n<\/p>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u7684IT\u67b6\u6784\u6b63\u52a0\u901f\u5411\u4e91\u539f\u751f\u6f14\u8fdb\u3002\u5fae\u670d\u52a1\u3001\u5bb9\u5668\u5316\u3001\u52a8\u6001\u7f16\u6392\u7b49\u6280\u672f\u91ca\u653e\u4e86\u654f\u6377\u521b\u65b0\u7684\u6f5c\u529b\uff0c\u4f46\u4e5f\u8ba9\u7cfb\u7edf\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u4e00\u6b21\u63a5\u53e3\u8c03\u7528\u53ef\u80fd\u7a7f\u900f\u6570\u5341\u4e2a\u670d\u52a1\uff0c\u4e00\u4e2a\u5bb9\u5668\u8282\u70b9\u7684\u6545\u969c\u53ef\u80fd\u5f15\u53d1\u7ea7\u8054\u96ea\u5d29\u3002\u5982\u4f55\u5728\u8fd9\u79cd\u52a8\u6001\u3001\u5206\u5e03\u5f0f\u73af\u5883\u4e2d\u5b9e\u73b0<strong>\u6301\u7eed\u76d1\u63a7\u4e0e\u4f18\u5316<\/strong>\uff0c\u6210\u4e3a\u4f01\u4e1a\u80fd\u5426\u771f\u6b63\u9a7e\u9a6d\u4e91\u539f\u751f\u7684\u5173\u952e\u3002\u800c<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u4e91\u539f\u751fAPM<\/a>\uff08<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff09<\/strong>\u901a\u8fc7\u6df1\u5ea6\u878d\u5408\u53ef\u89c2\u6d4b\u6027\u6280\u672f\u4e0e\u4e91\u539f\u751f\u7279\u6027\uff0c\u6b63\u5728\u4e3a\u8fd9\u4e00\u6311\u6218\u63d0\u4f9b\u7b54\u6848\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u4e91\u539f\u751fapm\u7684\u67b6\u6784\u9769\u65b0-\u4ece-\u9759\u6001\u76d1\u63a7-\u5230-\u52a8\u6001\u611f\u77e5\"><strong>\u4e00\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u4e91\u539f\u751fAPM<\/a>\u7684\u67b6\u6784\u9769\u65b0\uff1a\u4ece\u201c\u9759\u6001\u76d1\u63a7\u201d\u5230\u201c\u52a8\u6001\u611f\u77e5\u201d<\/strong><\/h3>\n<p>\u4f20\u7edfAPM\u5de5\u5177\u8bde\u751f\u4e8e\u5355\u4f53\u67b6\u6784\u65f6\u4ee3\uff0c\u5176\u76d1\u63a7\u903b\u8f91\u57fa\u4e8e\u56fa\u5b9a\u7684\u670d\u52a1\u5668\u3001IP\u548c\u7aef\u53e3\u3002\u4f46\u5728\u4e91\u539f\u751f\u573a\u666f\u4e0b\uff0c\u670d\u52a1\u5b9e\u4f8b\u968f\u8d1f\u8f7d\u52a8\u6001\u6269\u7f29\uff0c\u5bb9\u5668\u751f\u547d\u5468\u671f\u4ee5\u5206\u949f\u751a\u81f3\u79d2\u4e3a\u5355\u4f4d\u53d8\u5316\u3002<strong>\u4e91\u539f\u751fAPM<\/strong>\u901a\u8fc7\u4e09\u5927\u6838\u5fc3\u80fd\u529b\u7a81\u7834\u8fd9\u4e00\u5c40\u9650\uff1a<\/p>\n<ol>\n<li><strong>\u670d\u52a1\u62d3\u6251\u81ea\u52a8\u53d1\u73b0<\/strong>\uff1a\u501f\u52a9Kubernetes API\u3001\u670d\u52a1\u7f51\u683c\uff08\u5982Istio\uff09\u7684\u96c6\u6210\uff0c\u5b9e\u65f6\u611f\u77e5\u670d\u52a1\u4f9d\u8d56\u5173\u7cfb\uff0c\u52a8\u6001\u6620\u5c04\u5bb9\u5668\u3001Pod\u4e0e\u5fae\u670d\u52a1\u95f4\u7684\u5173\u8054\u3002\n<\/li>\n<li><strong>\u591a\u7ef4\u6570\u636e\u878d\u5408<\/strong>\uff1a\u4e0d\u4ec5\u91c7\u96c6\u6307\u6807\uff08Metrics\uff09\u3001\u65e5\u5fd7\uff08Logs\uff09\u3001\u94fe\u8def\u8ffd\u8e2a\uff08Traces\uff09\uff0c\u8fd8\u7ed3\u5408\u4e8b\u4ef6\uff08Events\uff09\u3001\u914d\u7f6e\u6587\u4ef6\uff08Profiles\uff09\uff0c\u6784\u5efa\u5b8c\u6574\u7684<strong>\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u6e56<\/strong>\u3002\n<\/li>\n<li><strong>\u5f39\u6027\u63a2\u9488\u6280\u672f<\/strong>\uff1a\u8f7b\u91cf\u7ea7\u63a2\u9488\u53ef\u968f\u5bb9\u5668\u542f\u505c\u81ea\u52a8\u6ce8\u5165\u6216\u5378\u8f7d\uff0c\u907f\u514d\u8d44\u6e90\u6d6a\u8d39\u3002\u4f8b\u5982\uff0c\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u901a\u8fc7<strong>\u65e0\u4fb5\u5165\u5f0f\u63a2\u9488<\/strong>\u5c06\u76d1\u63a7\u8986\u76d6\u7387\u4ece65%\u63d0\u5347\u81f398%\uff0c\u4e14\u8d44\u6e90\u635f\u8017\u964d\u4f4e40%\u3002\n<\/li>\n<\/ol>\n<p>\u8fd9\u4e00\u67b6\u6784\u9769\u65b0\u4f7f\u5f97\u76d1\u63a7\u7cfb\u7edf\u80fd\u591f\u201c\u7406\u89e3\u201d\u4e91\u539f\u751f\u73af\u5883\u7684\u52a8\u6001\u672c\u8d28\uff0c\u4e3a\u6301\u7eed\u4f18\u5316\u5960\u5b9a\u57fa\u7840\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u6301\u7eed\u76d1\u63a7\u7684\u6838\u5fc3-\u5168\u94fe\u8def-\u5168\u6808-\u5b9e\u65f6\u5316\"><strong>\u4e8c\u3001\u6301\u7eed\u76d1\u63a7\u7684\u6838\u5fc3\uff1a\u5168\u94fe\u8def\u3001\u5168\u6808\u3001\u5b9e\u65f6\u5316<\/strong><\/h3>\n<p>\u5728\u4e91\u539f\u751f\u73af\u5883\u4e2d\uff0c\u6027\u80fd\u95ee\u9898\u7684\u6839\u56e0\u5f80\u5f80\u9690\u85cf\u4e8e\u8de8\u670d\u52a1\u3001\u8de8\u5c42\u7684\u590d\u6742\u4ea4\u4e92\u4e2d\u3002<strong>\u4e91\u539f\u751fAPM<\/strong>\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5b9e\u73b0\u7cbe\u51c6\u76d1\u63a7\uff1a<\/p>\n<ul>\n<li><strong>\u5168\u94fe\u8def\u8ffd\u8e2a<\/strong>\uff1a\u57fa\u4e8eOpenTelemetry\u7b49\u6807\u51c6\u534f\u8bae\uff0c\u8ffd\u8e2a\u4ece\u7528\u6237\u7aef\u5230\u6570\u636e\u5e93\u7684\u5b8c\u6574\u8bf7\u6c42\u8def\u5f84\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u901a\u8fc7\u5206\u6790\u94fe\u8def\u6570\u636e\uff0c\u53d1\u73b0\u652f\u4ed8\u670d\u52a1\u768499\u5206\u4f4d\u5ef6\u8fdf\u7531\u4e0b\u6e38\u5e93\u5b58\u670d\u52a1\u7684\u7f13\u5b58\u7b56\u7565\u7f3a\u9677\u5bfc\u81f4\uff0c\u4f18\u5316\u540e\u8ba2\u5355\u6d41\u5931\u7387\u4e0b\u964d12%\u3002\n<\/li>\n<li><strong>\u5168\u6808\u53ef\u89c6\u5316<\/strong>\uff1a\u6574\u5408\u57fa\u7840\u8bbe\u65bd\uff08CPU\u3001\u5185\u5b58\uff09\u3001\u4e2d\u95f4\u4ef6\uff08Redis\u3001Kafka\uff09\u3001\u5e94\u7528\u4ee3\u7801\uff08\u6162SQL\u3001\u5f02\u5e38\u5806\u6808\uff09\u7684\u591a\u5c42\u6570\u636e\uff0c\u901a\u8fc7\u7edf\u4e00\u4eea\u8868\u76d8\u5448\u73b0\u3002<em>\u201c\u8fc7\u53bb\u6211\u4eec\u9700\u8981\u5728Prometheus\u3001ELK\u3001Jaeger\u4e4b\u95f4\u6765\u56de\u5207\u6362\uff0c\u73b0\u5728\u6240\u6709\u95ee\u9898\u4e00\u76ee\u4e86\u7136\u3002\u201d<\/em>\u2014\u2014\u67d0\u7269\u6d41\u4f01\u4e1aDevOps\u8d1f\u8d23\u4eba\u53cd\u9988\u3002\n<\/li>\n<li><strong>\u5b9e\u65f6\u544a\u8b66\u4e0e\u9884\u6d4b<\/strong>\uff1a\u501f\u52a9\u6d41\u5f0f\u8ba1\u7b97\u5f15\u64ce\uff0c\u5bf9\u5f02\u5e38\u6307\u6807\uff08\u5982\u9519\u8bef\u7387\u7a81\u589e\u3001P90\u5ef6\u8fdf\u8d85\u6807\uff09\u5b9e\u73b0\u79d2\u7ea7\u544a\u8b66\u3002\u540c\u65f6\uff0c\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u9884\u6d4b\u5bb9\u91cf\u74f6\u9888\uff0c\u63d0\u524d\u89e6\u53d1\u5f39\u6027\u6269\u7f29\u5bb9\u3002\n<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u7acb\u4f53\u5316\u76d1\u63a7\u4f53\u7cfb\uff0c\u8ba9\u4f01\u4e1a\u4ece\u201c\u6551\u706b\u5f0f\u8fd0\u7ef4\u201d\u8f6c\u5411\u201c\u9884\u9632\u6027\u6cbb\u7406\u201d\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u52a8\u6001\u4f18\u5316\u7b56\u7565-\u6570\u636e\u9a71\u52a8\u7684\u95ed\u73af\u53cd\u9988\"><strong>\u4e09\u3001\u52a8\u6001\u4f18\u5316\u7b56\u7565\uff1a\u6570\u636e\u9a71\u52a8\u7684\u95ed\u73af\u53cd\u9988<\/strong><\/h3>\n<p>\u76d1\u63a7\u53ea\u662f\u8d77\u70b9\uff0c\u4f18\u5316\u624d\u662f\u76ee\u6807\u3002<strong>\u4e91\u539f\u751fAPM<\/strong>\u901a\u8fc7\u95ed\u73af\u673a\u5236\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u884c\u52a8\uff1a<\/p>\n<ol>\n<li><strong>\u667a\u80fd<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\uff08RCA\uff09<\/strong>\uff1a\u57fa\u4e8e\u5173\u8054\u89c4\u5219\u5f15\u64ce\uff0c\u81ea\u52a8\u5b9a\u4f4d\u95ee\u9898\u6e90\u5934\u3002\u4f8b\u5982\uff0c\u5f53API\u54cd\u5e94\u53d8\u6162\u65f6\uff0c\u7cfb\u7edf\u53ef\u81ea\u52a8\u5173\u8054\u5230\u67d0\u6b21\u4ee3\u7801\u53d1\u5e03\u5bfc\u81f4\u7684\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u6cc4\u6f0f\u3002\n<\/li>\n<li><strong>\u6027\u80fd\u57fa\u7ebf\u5bf9\u6bd4<\/strong>\uff1a\u901a\u8fc7\u5386\u53f2\u6570\u636e\u5efa\u7acb\u52a8\u6001\u57fa\u7ebf\uff0c\u8bc6\u522b\u504f\u79bb\u9608\u503c\u7684\u670d\u52a1\u3002\u67d0\u89c6\u9891\u5e73\u53f0\u5229\u7528\u6b64\u529f\u80fd\uff0c\u5728\u6d41\u91cf\u6d2a\u5cf0\u524d\u81ea\u52a8\u6269\u5bb9CDN\u8282\u70b9\uff0c\u907f\u514d\u4e86\u5361\u987f\u4e8b\u6545\u3002\n<\/li>\n<li><strong>\u6301\u7eed profiling<\/strong>\uff1a\u7ed3\u5408\u706b\u7130\u56fe\u4e0e\u4ee3\u7801\u7ea7\u5256\u6790\uff0c\u7cbe\u51c6\u5b9a\u4f4d\u9ad8\u8017\u80fd\u51fd\u6570\u3002\u4e00\u5bb6SaaS\u4f01\u4e1a\u901a\u8fc7\u4f18\u5316\u5355\u4e2aGo\u534f\u7a0b\u7684\u9501\u7ade\u4e89\uff0c\u4f7f\u5e76\u53d1\u541e\u5410\u91cf\u63d0\u53473\u500d\u3002\n<\/li>\n<li><strong>\u81ea\u52a8\u5316\u4fee\u590d\u5efa\u8bae<\/strong>\uff1a\u96c6\u6210ChatOps\u80fd\u529b\uff0c\u5c06\u4f18\u5316\u65b9\u6848\uff08\u5982\u8c03\u6574JVM\u53c2\u6570\u3001\u4f18\u5316SQL\u67e5\u8be2\uff09\u63a8\u9001\u81f3\u8fd0\u7ef4\u7fa4\u7ec4\uff0c\u7f29\u77ed\u51b3\u7b56\u94fe\u8def\u3002\n<\/li>\n<\/ol>\n<p>\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\uff0c<strong>\u4e91\u539f\u751fAPM<\/strong>\u4e0d\u4ec5\u662f\u76d1\u63a7\u5de5\u5177\uff0c\u66f4\u6210\u4e3a\u6027\u80fd\u5de5\u7a0b\u7684\u534f\u540c\u5e73\u53f0\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u5b89\u5168\u4e0e\u5408\u89c4-\u76d1\u63a7\u4e0d\u53ef\u5ffd\u89c6\u7684\u7ef4\u5ea6\"><strong>\u56db\u3001\u5b89\u5168\u4e0e\u5408\u89c4\uff1a\u76d1\u63a7\u4e0d\u53ef\u5ffd\u89c6\u7684\u7ef4\u5ea6<\/strong><\/h3>\n<p>\u5728\u8ffd\u6c42\u6027\u80fd\u7684\u540c\u65f6\uff0c\u4e91\u539f\u751f\u73af\u5883\u7684\u5b89\u5168\u98ce\u9669\u4e0d\u5bb9\u5ffd\u89c6\u3002\u9886\u5148\u7684<strong>\u4e91\u539f\u751fAPM<\/strong>\u65b9\u6848\u5df2\u5185\u7f6e\u5b89\u5168\u80fd\u529b\uff1a<\/p>\n<ul>\n<li><strong>\u654f\u611f\u6570\u636e\u906e\u853d<\/strong>\uff1a\u81ea\u52a8\u8bc6\u522b\u5e76\u8131\u654f\u94fe\u8def\u4e2d\u7684\u8eab\u4efd\u8bc1\u53f7\u3001\u94f6\u884c\u5361\u4fe1\u606f\uff0c\u6ee1\u8db3GDPR\u3001\u7b49\u4fdd2.0\u8981\u6c42\u3002\n<\/li>\n<li><strong>\u5f02\u5e38\u884c\u4e3a\u68c0\u6d4b<\/strong>\uff1a\u901a\u8fc7API\u8c03\u7528\u6a21\u5f0f\u5206\u6790\uff0c\u53d1\u73b0\u672a\u6388\u6743\u8bbf\u95ee\u6216DDoS\u653b\u51fb\u8ff9\u8c61\u3002\u67d0\u533b\u7597\u4e91\u670d\u52a1\u5546\u66fe\u501f\u6b64\u963b\u65ad\u4e00\u8d77\u9488\u5bf9\u5065\u5eb7\u6570\u636e\u63a5\u53e3\u7684\u722c\u866b\u653b\u51fb\u3002\n<\/li>\n<li><strong>\u5408\u89c4\u62a5\u544a\u751f\u6210<\/strong>\uff1a\u81ea\u52a8\u8f93\u51fa\u6ee1\u8db3\u5ba1\u8ba1\u8981\u6c42\u7684\u6027\u80fd\u4e0e\u5b89\u5168\u62a5\u544a\uff0c\u51cf\u5c11\u4eba\u5de5\u5de5\u4f5c\u91cf\u3002\n<\/li>\n<\/ul>\n<p>\u5b89\u5168\u4e0e\u6027\u80fd\u7684\u878d\u5408\u76d1\u63a7\uff0c\u5e2e\u52a9\u4f01\u4e1a\u6784\u5efa\u53ef\u4fe1\u7684\u4e91\u539f\u751f\u4f53\u7cfb\u3002<\/p>\n<hr>\n<h3 id=\"\u4e94-\u9762\u5411\u672a\u6765\u7684\u4e91\u539f\u751fapm-ai\u4e0e\u8fb9\u7f18\u8ba1\u7b97\"><strong>\u4e94\u3001\u9762\u5411\u672a\u6765\u7684\u4e91\u539f\u751fAPM\uff1aAI\u4e0e\u8fb9\u7f18\u8ba1\u7b97<\/strong><\/h3>\n<p>\u968f\u7740AIOps\u548c\u8fb9\u7f18\u8ba1\u7b97\u7684\u666e\u53ca\uff0c<strong>\u4e91\u539f\u751fAPM<\/strong>\u6b63\u8fc8\u5411\u66f4\u667a\u80fd\u7684\u9636\u6bb5\uff1a<\/p>\n<ul>\n<li><strong>\u56e0\u679c\u63a8\u7406AI<\/strong>\uff1a\u4e0d\u4ec5\u9884\u6d4b\u6545\u969c\uff0c\u8fd8\u80fd\u89e3\u91ca\u201c\u4e3a\u4ec0\u4e48\u201d\u3002\u4f8b\u5982\uff0c\u57fa\u4e8e\u56e0\u679c\u56fe\u7684\u7b97\u6cd5\u53ef\u63ed\u793a\u670d\u52a1\u964d\u7ea7\u4e0e\u7b2c\u4e09\u65b9API\u9650\u6d41\u7684\u5173\u8054\u3002\n<\/li>\n<li><strong>\u4f4e\u4ee3\u7801\u5206\u6790<\/strong>\uff1a\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\uff08\u5982\u201c\u5bf9\u6bd4\u534e\u4e1c\u548c\u534e\u5317\u533a\u57df\u7684\u767b\u5f55\u5ef6\u8fdf\u201d\uff09\uff0c\u964d\u4f4e\u975e\u6280\u672f\u4eba\u5458\u7684\u4f7f\u7528\u95e8\u69db\u3002\n<\/li>\n<li><strong>\u8fb9\u7f18\u8282\u70b9\u652f\u6301<\/strong>\uff1a\u9002\u5e94\u7269\u8054\u7f51\u3001\u8f66\u8054\u7f51\u573a\u666f\uff0c\u5b9e\u73b0\u4ece\u4e91\u7aef\u5230\u8fb9\u7f18\u7aef\u7684\u7edf\u4e00\u76d1\u63a7\u3002\u67d0\u667a\u80fd\u5de5\u5382\u901a\u8fc7\u8fb9\u7f18APM\u5c06\u8bbe\u5907\u72b6\u6001\u5206\u6790\u5ef6\u8fdf\u4ece2\u79d2\u538b\u7f29\u81f3200\u6beb\u79d2\u3002\n<\/li>\n<\/ul>\n<p>\u636eGartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c70%\u7684\u4e91\u539f\u751f\u5e94\u7528\u5c06\u4f9d\u8d56AI\u589e\u5f3a\u578bAPM\u5b9e\u73b0\u81ea\u6cbb\u8fd0\u7ef4\u3002\u8fd9\u610f\u5473\u7740\uff0c<strong>\u6301\u7eed\u76d1\u63a7\u4e0e\u4f18\u5316<\/strong>\u7684\u80fd\u529b\u5c06\u6210\u4e3a\u4f01\u4e1a\u4e91\u539f\u751f\u7ade\u4e89\u529b\u7684\u5206\u6c34\u5cad\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u7684IT\u67b6\u6784\u6b63\u52a0\u901f\u5411\u4e91\u539f\u751f\u6f14\u8fdb\u3002\u5fae\u670d\u52a1\u3001\u5bb9\u5668\u5316\u3001\u52a8\u6001\u7f16\u6392\u7b49\u6280\u672f\u91ca\u653e\u4e86\u654f\u6377\u521b\u65b0\u7684\u6f5c\u529b\uff0c\u4f46\u4e5f\u8ba9\u7cfb\u7edf\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u4e00\u6b21\u63a5\u53e3\u8c03\u7528\u53ef\u80fd\u7a7f\u900f\u6570\u5341\u4e2a\u670d\u52a1\uff0c\u4e00\u4e2a\u5bb9\u5668\u8282\u70b9\u7684\u6545\u969c\u53ef\u80fd\u5f15\u53d1\u7ea7\u8054\u96ea\u5d29\u3002\u5982\u4f55\u5728\u8fd9\u79cd\u52a8\u6001\u3001\u5206\u5e03\u5f0f\u73af\u5883\u4e2d\u5b9e\u73b0\u6301\u7eed\u76d1\u63a7\u4e0e\u4f18\u5316\uff0c\u6210\u4e3a\u4f01\u4e1a\u80fd\u5426\u771f\u6b63\u9a7e\u9a6d\u4e91\u539f\u751f\u7684\u5173\u952e\u3002\u800c\u4e91\u539f\u751fAPM\uff08\u5e94\u7528\u6027\u80fd\u7ba1\u7406\uff09\u901a\u8fc7\u6df1\u5ea6\u878d\u5408\u53ef\u89c2\u6d4b\u6027\u6280\u672f\u4e0e\u4e91\u539f\u751f\u7279\u6027\uff0c\u6b63\u5728\u4e3a\u8fd9\u4e00\u6311\u6218\u63d0\u4f9b\u7b54\u6848\u3002 \u4e00\u3001\u4e91\u539f\u751fAPM\u7684\u67b6\u6784\u9769\u65b0\uff1a\u4ece\u201c\u9759\u6001\u76d1\u63a7\u201d\u5230\u201c\u52a8\u6001\u611f\u77e5\u201d \u4f20\u7edfAPM\u5de5\u5177\u8bde\u751f\u4e8e\u5355\u4f53\u67b6\u6784\u65f6\u4ee3\uff0c\u5176\u76d1\u63a7\u903b\u8f91\u57fa\u4e8e\u56fa\u5b9a\u7684\u670d\u52a1\u5668\u3001IP\u548c\u7aef\u53e3\u3002\u4f46\u5728\u4e91\u539f\u751f\u573a\u666f\u4e0b\uff0c\u670d\u52a1\u5b9e\u4f8b\u968f\u8d1f\u8f7d\u52a8\u6001\u6269\u7f29\uff0c\u5bb9\u5668\u751f\u547d\u5468\u671f\u4ee5\u5206\u949f\u751a\u81f3\u79d2\u4e3a\u5355\u4f4d\u53d8\u5316\u3002\u4e91\u539f\u751fAPM\u901a\u8fc7\u4e09\u5927\u6838\u5fc3\u80fd\u529b\u7a81\u7834\u8fd9\u4e00\u5c40\u9650\uff1a \u670d\u52a1\u62d3\u6251\u81ea\u52a8\u53d1\u73b0\uff1a\u501f\u52a9Kubernetes API\u3001\u670d\u52a1\u7f51\u683c\uff08\u5982Istio\uff09\u7684\u96c6\u6210\uff0c\u5b9e\u65f6\u611f\u77e5\u670d\u52a1\u4f9d\u8d56\u5173\u7cfb\uff0c\u52a8\u6001\u6620\u5c04\u5bb9\u5668\u3001Pod\u4e0e\u5fae\u670d\u52a1\u95f4\u7684\u5173\u8054\u3002 \u591a\u7ef4\u6570\u636e\u878d\u5408\uff1a\u4e0d\u4ec5\u91c7\u96c6\u6307\u6807\uff08Metrics\uff09\u3001\u65e5\u5fd7\uff08Logs\uff09\u3001\u94fe\u8def\u8ffd\u8e2a\uff08Traces\uff09\uff0c\u8fd8\u7ed3\u5408\u4e8b\u4ef6\uff08Events\uff09\u3001\u914d\u7f6e\u6587\u4ef6\uff08Profiles\uff09\uff0c\u6784\u5efa\u5b8c\u6574\u7684\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u6e56\u3002 \u5f39\u6027\u63a2\u9488\u6280\u672f\uff1a\u8f7b\u91cf\u7ea7\u63a2\u9488\u53ef\u968f\u5bb9\u5668\u542f\u505c\u81ea\u52a8\u6ce8\u5165\u6216\u5378\u8f7d\uff0c\u907f\u514d\u8d44\u6e90\u6d6a\u8d39\u3002\u4f8b\u5982\uff0c\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u901a\u8fc7\u65e0\u4fb5\u5165\u5f0f\u63a2\u9488\u5c06\u76d1\u63a7\u8986\u76d6\u7387\u4ece65%\u63d0\u5347\u81f398%\uff0c\u4e14\u8d44\u6e90\u635f\u8017\u964d\u4f4e40%\u3002 \u8fd9\u4e00\u67b6\u6784\u9769\u65b0\u4f7f\u5f97\u76d1\u63a7\u7cfb\u7edf\u80fd\u591f\u201c\u7406\u89e3\u201d\u4e91\u539f\u751f\u73af\u5883\u7684\u52a8\u6001\u672c\u8d28\uff0c\u4e3a\u6301\u7eed\u4f18\u5316\u5960\u5b9a\u57fa\u7840\u3002 \u4e8c\u3001\u6301\u7eed\u76d1\u63a7\u7684\u6838\u5fc3\uff1a\u5168\u94fe\u8def\u3001\u5168\u6808\u3001\u5b9e\u65f6\u5316 \u5728\u4e91\u539f\u751f\u73af\u5883\u4e2d\uff0c\u6027\u80fd\u95ee\u9898\u7684\u6839\u56e0\u5f80\u5f80\u9690\u85cf\u4e8e\u8de8\u670d\u52a1\u3001\u8de8\u5c42\u7684\u590d\u6742\u4ea4\u4e92\u4e2d\u3002\u4e91\u539f\u751fAPM\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u5b9e\u73b0\u7cbe\u51c6\u76d1\u63a7\uff1a \u5168\u94fe\u8def\u8ffd\u8e2a\uff1a\u57fa\u4e8eOpenTelemetry\u7b49\u6807\u51c6\u534f\u8bae\uff0c\u8ffd\u8e2a\u4ece\u7528\u6237\u7aef\u5230\u6570\u636e\u5e93\u7684\u5b8c\u6574\u8bf7\u6c42\u8def\u5f84\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u901a\u8fc7\u5206\u6790\u94fe\u8def\u6570\u636e\uff0c\u53d1\u73b0\u652f\u4ed8\u670d\u52a1\u768499\u5206\u4f4d\u5ef6\u8fdf\u7531\u4e0b\u6e38\u5e93\u5b58\u670d\u52a1\u7684\u7f13\u5b58\u7b56\u7565\u7f3a\u9677\u5bfc\u81f4\uff0c\u4f18\u5316\u540e\u8ba2\u5355\u6d41\u5931\u7387\u4e0b\u964d12%\u3002 \u5168\u6808\u53ef\u89c6\u5316\uff1a\u6574\u5408\u57fa\u7840\u8bbe\u65bd\uff08CPU\u3001\u5185\u5b58\uff09\u3001\u4e2d\u95f4\u4ef6\uff08Redis\u3001Kafka\uff09\u3001\u5e94\u7528\u4ee3\u7801\uff08\u6162SQL\u3001\u5f02\u5e38\u5806\u6808\uff09\u7684\u591a\u5c42\u6570\u636e\uff0c\u901a\u8fc7\u7edf\u4e00\u4eea\u8868\u76d8\u5448\u73b0\u3002\u201c\u8fc7\u53bb\u6211\u4eec\u9700\u8981\u5728Prometheus\u3001ELK\u3001Jaeger\u4e4b\u95f4\u6765\u56de\u5207\u6362\uff0c\u73b0\u5728\u6240\u6709\u95ee\u9898\u4e00\u76ee\u4e86\u7136\u3002\u201d\u2014\u2014\u67d0\u7269\u6d41\u4f01\u4e1aDevOps\u8d1f\u8d23\u4eba\u53cd\u9988\u3002 \u5b9e\u65f6\u544a\u8b66\u4e0e\u9884\u6d4b\uff1a\u501f\u52a9\u6d41\u5f0f\u8ba1\u7b97\u5f15\u64ce\uff0c\u5bf9\u5f02\u5e38\u6307\u6807\uff08\u5982\u9519\u8bef\u7387\u7a81\u589e\u3001P90\u5ef6\u8fdf\u8d85\u6807\uff09\u5b9e\u73b0\u79d2\u7ea7\u544a\u8b66\u3002\u540c\u65f6\uff0c\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u9884\u6d4b\u5bb9\u91cf\u74f6\u9888\uff0c\u63d0\u524d\u89e6\u53d1\u5f39\u6027\u6269\u7f29\u5bb9\u3002 \u8fd9\u79cd\u7acb\u4f53\u5316\u76d1\u63a7\u4f53\u7cfb\uff0c\u8ba9\u4f01\u4e1a\u4ece\u201c\u6551\u706b\u5f0f\u8fd0\u7ef4\u201d\u8f6c\u5411\u201c\u9884\u9632\u6027\u6cbb\u7406\u201d\u3002 \u4e09\u3001\u52a8\u6001\u4f18\u5316\u7b56\u7565\uff1a\u6570\u636e\u9a71\u52a8\u7684\u95ed\u73af\u53cd\u9988 \u76d1\u63a7\u53ea\u662f\u8d77\u70b9\uff0c\u4f18\u5316\u624d\u662f\u76ee\u6807\u3002\u4e91\u539f\u751fAPM\u901a\u8fc7\u95ed\u73af\u673a\u5236\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u884c\u52a8\uff1a \u667a\u80fd\u6839\u56e0\u5206\u6790\uff08RCA\uff09\uff1a\u57fa\u4e8e\u5173\u8054\u89c4\u5219\u5f15\u64ce\uff0c\u81ea\u52a8\u5b9a\u4f4d\u95ee\u9898\u6e90\u5934\u3002\u4f8b\u5982\uff0c\u5f53API\u54cd\u5e94\u53d8\u6162\u65f6\uff0c\u7cfb\u7edf\u53ef\u81ea\u52a8\u5173\u8054\u5230\u67d0\u6b21\u4ee3\u7801\u53d1\u5e03\u5bfc\u81f4\u7684\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u6cc4\u6f0f\u3002 \u6027\u80fd\u57fa\u7ebf\u5bf9\u6bd4\uff1a\u901a\u8fc7\u5386\u53f2\u6570\u636e\u5efa\u7acb\u52a8\u6001\u57fa\u7ebf\uff0c\u8bc6\u522b\u504f\u79bb\u9608\u503c\u7684\u670d\u52a1\u3002\u67d0\u89c6\u9891\u5e73\u53f0\u5229\u7528\u6b64\u529f\u80fd\uff0c\u5728\u6d41\u91cf\u6d2a\u5cf0\u524d\u81ea\u52a8\u6269\u5bb9CDN\u8282\u70b9\uff0c\u907f\u514d\u4e86\u5361\u987f\u4e8b\u6545\u3002 \u6301\u7eed profiling\uff1a\u7ed3\u5408\u706b\u7130\u56fe\u4e0e\u4ee3\u7801\u7ea7\u5256\u6790\uff0c\u7cbe\u51c6\u5b9a\u4f4d\u9ad8\u8017\u80fd\u51fd\u6570\u3002\u4e00\u5bb6SaaS\u4f01\u4e1a\u901a\u8fc7\u4f18\u5316\u5355\u4e2aGo\u534f\u7a0b\u7684\u9501\u7ade\u4e89\uff0c\u4f7f\u5e76\u53d1\u541e\u5410\u91cf\u63d0\u53473\u500d\u3002 \u81ea\u52a8\u5316\u4fee\u590d\u5efa\u8bae\uff1a\u96c6\u6210ChatOps\u80fd\u529b\uff0c\u5c06\u4f18\u5316\u65b9\u6848\uff08\u5982\u8c03\u6574JVM\u53c2\u6570\u3001\u4f18\u5316SQL\u67e5\u8be2\uff09\u63a8\u9001\u81f3\u8fd0\u7ef4\u7fa4\u7ec4\uff0c\u7f29\u77ed\u51b3\u7b56\u94fe\u8def\u3002 \u8fd9\u4e00\u8fc7\u7a0b\u4e2d\uff0c\u4e91\u539f\u751fAPM\u4e0d\u4ec5\u662f\u76d1\u63a7\u5de5\u5177\uff0c\u66f4\u6210\u4e3a\u6027\u80fd\u5de5\u7a0b\u7684\u534f\u540c\u5e73\u53f0\u3002 \u56db\u3001\u5b89\u5168\u4e0e\u5408\u89c4\uff1a\u76d1\u63a7\u4e0d\u53ef\u5ffd\u89c6\u7684\u7ef4\u5ea6 \u5728\u8ffd\u6c42\u6027\u80fd\u7684\u540c\u65f6\uff0c\u4e91\u539f\u751f\u73af\u5883\u7684\u5b89\u5168\u98ce\u9669\u4e0d\u5bb9\u5ffd\u89c6\u3002\u9886\u5148\u7684\u4e91\u539f\u751fAPM\u65b9\u6848\u5df2\u5185\u7f6e\u5b89\u5168\u80fd\u529b\uff1a \u654f\u611f\u6570\u636e\u906e\u853d\uff1a\u81ea\u52a8\u8bc6\u522b\u5e76\u8131\u654f\u94fe\u8def\u4e2d\u7684\u8eab\u4efd\u8bc1\u53f7\u3001\u94f6\u884c\u5361\u4fe1\u606f\uff0c\u6ee1\u8db3GDPR\u3001\u7b49\u4fdd2.0\u8981\u6c42\u3002 \u5f02\u5e38\u884c\u4e3a\u68c0\u6d4b\uff1a\u901a\u8fc7API\u8c03\u7528\u6a21\u5f0f\u5206\u6790\uff0c\u53d1\u73b0\u672a\u6388\u6743\u8bbf\u95ee\u6216DDoS\u653b\u51fb\u8ff9\u8c61\u3002\u67d0\u533b\u7597\u4e91\u670d\u52a1\u5546\u66fe\u501f\u6b64\u963b\u65ad\u4e00\u8d77\u9488\u5bf9\u5065\u5eb7\u6570\u636e\u63a5\u53e3\u7684\u722c\u866b\u653b\u51fb\u3002 \u5408\u89c4\u62a5\u544a\u751f\u6210\uff1a\u81ea\u52a8\u8f93\u51fa\u6ee1\u8db3\u5ba1\u8ba1\u8981\u6c42\u7684\u6027\u80fd\u4e0e\u5b89\u5168\u62a5\u544a\uff0c\u51cf\u5c11\u4eba\u5de5\u5de5\u4f5c\u91cf\u3002 \u5b89\u5168\u4e0e\u6027\u80fd\u7684\u878d\u5408\u76d1\u63a7\uff0c\u5e2e\u52a9\u4f01\u4e1a\u6784\u5efa\u53ef\u4fe1\u7684\u4e91\u539f\u751f\u4f53\u7cfb\u3002 \u4e94\u3001\u9762\u5411\u672a\u6765\u7684\u4e91\u539f\u751fAPM\uff1aAI\u4e0e\u8fb9\u7f18\u8ba1\u7b97 \u968f\u7740AIOps\u548c\u8fb9\u7f18\u8ba1\u7b97\u7684\u666e\u53ca\uff0c\u4e91\u539f\u751fAPM\u6b63\u8fc8\u5411\u66f4\u667a\u80fd\u7684\u9636\u6bb5\uff1a \u56e0\u679c\u63a8\u7406AI\uff1a\u4e0d\u4ec5\u9884\u6d4b\u6545\u969c\uff0c\u8fd8\u80fd\u89e3\u91ca\u201c\u4e3a\u4ec0\u4e48\u201d\u3002\u4f8b\u5982\uff0c\u57fa\u4e8e\u56e0\u679c\u56fe\u7684\u7b97\u6cd5\u53ef\u63ed\u793a\u670d\u52a1\u964d\u7ea7\u4e0e\u7b2c\u4e09\u65b9API\u9650\u6d41\u7684\u5173\u8054\u3002 \u4f4e\u4ee3\u7801\u5206\u6790\uff1a\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\uff08\u5982\u201c\u5bf9\u6bd4\u534e\u4e1c\u548c\u534e\u5317\u533a\u57df\u7684\u767b\u5f55\u5ef6\u8fdf\u201d\uff09\uff0c\u964d\u4f4e\u975e\u6280\u672f\u4eba\u5458\u7684\u4f7f\u7528\u95e8\u69db\u3002 \u8fb9\u7f18\u8282\u70b9\u652f\u6301\uff1a\u9002\u5e94\u7269\u8054\u7f51\u3001\u8f66\u8054\u7f51\u573a\u666f\uff0c\u5b9e\u73b0\u4ece\u4e91\u7aef\u5230\u8fb9\u7f18\u7aef\u7684\u7edf\u4e00\u76d1\u63a7\u3002\u67d0\u667a\u80fd\u5de5\u5382\u901a\u8fc7\u8fb9\u7f18APM\u5c06\u8bbe\u5907\u72b6\u6001\u5206\u6790\u5ef6\u8fdf\u4ece2\u79d2\u538b\u7f29\u81f3200\u6beb\u79d2\u3002 \u636eGartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c70%\u7684\u4e91\u539f\u751f\u5e94\u7528\u5c06\u4f9d\u8d56AI\u589e\u5f3a\u578bAPM\u5b9e\u73b0\u81ea\u6cbb\u8fd0\u7ef4\u3002\u8fd9\u610f\u5473\u7740\uff0c\u6301\u7eed\u76d1\u63a7\u4e0e\u4f18\u5316\u7684\u80fd\u529b\u5c06\u6210\u4e3a\u4f01\u4e1a\u4e91\u539f\u751f\u7ade\u4e89\u529b\u7684\u5206\u6c34\u5cad\u3002<\/p>\n","protected":false},"author":4,"featured_media":33311,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-33310","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product-news"],"_links":{"self":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/33310","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/comments?post=33310"}],"version-history":[{"count":1,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/33310\/revisions"}],"predecessor-version":[{"id":33312,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/33310\/revisions\/33312"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media\/33311"}],"wp:attachment":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media?parent=33310"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/categories?post=33310"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/tags?post=33310"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}