{"id":6782,"date":"2025-05-15T20:08:49","date_gmt":"2025-05-15T12:08:49","guid":{"rendered":"https:\/\/t.n-years.com\/?p=6782"},"modified":"2025-05-15T20:08:49","modified_gmt":"2025-05-15T12:08:49","slug":"%e6%80%a7%e8%83%bd%e7%9b%91%e6%8e%a7-apm%ef%bc%88%e5%ba%94%e7%94%a8%e6%80%a7%e8%83%bd%e7%ae%a1%e7%90%86%ef%bc%89%e5%b9%b3%e5%8f%b0%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1","status":"publish","type":"post","link":"https:\/\/t.n-years.com\/?p=6782","title":{"rendered":"\u6027\u80fd\u76d1\u63a7 APM\uff08\u5e94\u7528\u6027\u80fd\u7ba1\u7406\uff09\u5e73\u53f0\u7cfb\u7edf\u8bbe\u8ba1"},"content":{"rendered":"<h3>\u6027\u80fd\u76d1\u63a7 APM\uff08\u5e94\u7528\u6027\u80fd\u7ba1\u7406\uff09\u5e73\u53f0\u7cfb\u7edf\u8bbe\u8ba1<\/h3>\n<h4><strong>\u4e00\u3001\u7cfb\u7edf\u5b9a\u4f4d\u4e0e\u76ee\u6807<\/strong><\/h4>\n<p><strong>APM\u5e73\u53f0\u6838\u5fc3\u76ee\u6807<\/strong>\uff1a\u5b9e\u65f6\u76d1\u63a7\u5e94\u7528\u7cfb\u7edf\u6027\u80fd\uff0c\u5feb\u901f\u5b9a\u4f4d\u6545\u969c\uff0c\u4f18\u5316\u8d44\u6e90\u5229\u7528\u7387\uff0c\u63d0\u5347\u7528\u6237\u4f53\u9a8c\u3002<br \/>\n<strong>\u6838\u5fc3\u80fd\u529b<\/strong>\uff1a  <\/p>\n<ul>\n<li>\u5168\u94fe\u8def\u8ffd\u8e2a\uff08\u4ece\u7528\u6237\u8bf7\u6c42\u5230\u540e\u7aef\u670d\u52a1\u7684\u5b8c\u6574\u8def\u5f84\u76d1\u63a7\uff09\u3002  <\/li>\n<li>\u6027\u80fd\u6307\u6807\u91c7\u96c6\u4e0e\u5206\u6790\uff08\u5982\u54cd\u5e94\u65f6\u95f4\u3001\u541e\u5410\u91cf\u3001\u9519\u8bef\u7387\u7b49\uff09\u3002  <\/li>\n<li>\u5f02\u5e38\u544a\u8b66\u4e0e\u6545\u969c\u5b9a\u4f4d\uff08\u57fa\u4e8e\u89c4\u5219\u6216AI\u7684\u667a\u80fd\u9884\u8b66\uff09\u3002  <\/li>\n<li>\u5bb9\u91cf\u89c4\u5212\u4e0e\u8d8b\u52bf\u9884\u6d4b\uff08\u901a\u8fc7\u5386\u53f2\u6570\u636e\u4f18\u5316\u8d44\u6e90\u914d\u7f6e\uff09\u3002  <\/li>\n<\/ul>\n<h4><strong>\u4e8c\u3001\u7cfb\u7edf\u67b6\u6784\u8bbe\u8ba1<\/strong><\/h4>\n<h5><strong>1. \u6574\u4f53\u67b6\u6784\u5206\u5c42<\/strong><\/h5>\n<pre><code class=\"language-mermaid\">graph LR\nA[\u6570\u636e\u91c7\u96c6\u5c42] --&gt; B[\u6570\u636e\u5904\u7406\u5c42]\nB --&gt; C[\u6570\u636e\u5b58\u50a8\u5c42]\nC --&gt; D[\u5206\u6790\u5c55\u793a\u5c42]\nD --&gt; E[\u7528\u6237\u5c42]\nA --&gt; F[Agent\/\u63a2\u9488]\nA --&gt; G[\u65e0Agent\u91c7\u96c6\uff08SDK\/API\uff09]<\/code><\/pre>\n<h5><strong>2. \u6838\u5fc3\u6a21\u5757\u8bbe\u8ba1<\/strong><\/h5>\n<h6><strong>\uff081\uff09\u6570\u636e\u91c7\u96c6\u5c42<\/strong><\/h6>\n<ul>\n<li><strong>\u91c7\u96c6\u65b9\u5f0f<\/strong>\uff1a\n<ul>\n<li><strong>Agent\/\u63a2\u9488<\/strong>\uff1a\u690d\u5165\u5e94\u7528\u7a0b\u5e8f\uff08\u5982Java\/Go Agent\uff09\uff0c\u91c7\u96c6\u4ee3\u7801\u7ea7\u6027\u80fd\u6570\u636e\uff08\u51fd\u6570\u8c03\u7528\u3001SQL\u6267\u884c\u7b49\uff09\u3002  <\/li>\n<li><strong>\u65e0Agent\u91c7\u96c6<\/strong>\uff1a\u901a\u8fc7SDK\uff08\u5982OpenTelemetry\uff09\u6216API\u5bf9\u63a5\u7b2c\u4e09\u65b9\u5de5\u5177\uff08\u5982Prometheus\u3001CloudWatch\uff09\uff0c\u83b7\u53d6\u57fa\u7840\u8bbe\u65bd\u6307\u6807\uff08CPU\/\u5185\u5b58\/\u7f51\u7edc\uff09\u3002  <\/li>\n<\/ul>\n<\/li>\n<li><strong>\u91c7\u96c6\u7ef4\u5ea6<\/strong>\uff1a\n<ul>\n<li><strong>\u5e94\u7528\u5c42<\/strong>\uff1a\u8bf7\u6c42\u54cd\u5e94\u65f6\u95f4\u3001\u63a5\u53e3\u8c03\u7528\u94fe\u3001\u9519\u8bef\u65e5\u5fd7\u3001\u4e8b\u52a1\u6210\u529f\u7387\u3002  <\/li>\n<li><strong>\u57fa\u7840\u8bbe\u65bd\u5c42<\/strong>\uff1a\u670d\u52a1\u5668\/\u5bb9\u5668\u8d44\u6e90\u5229\u7528\u7387\u3001\u6570\u636e\u5e93\u6162\u67e5\u8be2\u3001\u6d88\u606f\u961f\u5217\u5ef6\u8fdf\u3002  <\/li>\n<li><strong>\u7528\u6237\u4f53\u9a8c\u5c42<\/strong>\uff1a\u524d\u7aef\u9875\u9762\u52a0\u8f7d\u65f6\u95f4\uff08RUM\uff0cReal User Monitoring\uff09\u3001API\u8c03\u7528\u6210\u529f\u7387\uff08\u901a\u8fc7\u6d4f\u89c8\u5668\/APP SDK\u91c7\u96c6\uff09\u3002  <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h6><strong>\uff082\uff09\u6570\u636e\u5904\u7406\u5c42<\/strong><\/h6>\n<ul>\n<li><strong>\u6570\u636e\u6e05\u6d17\u4e0e\u8f6c\u6362<\/strong>\uff1a\u8fc7\u6ee4\u65e0\u6548\u6570\u636e\uff0c\u7edf\u4e00\u683c\u5f0f\uff08\u5982\u5c06\u4e0d\u540c\u6765\u6e90\u7684\u6307\u6807\u8f6c\u6362\u4e3aOpenTelemetry\u6807\u51c6\u7684Span\/Metric\uff09\u3002  <\/li>\n<li><strong>\u5b9e\u65f6\u8ba1\u7b97<\/strong>\uff1a\u57fa\u4e8e\u6d41\u5904\u7406\u6846\u67b6\uff08\u5982Flink\u3001Kafka Streams\uff09\u5b9e\u65f6\u8ba1\u7b97\u6307\u6807\uff08\u5982\u6bcf\u5206\u949f\u9519\u8bef\u7387\u300195\u7ebf\u54cd\u5e94\u65f6\u95f4\uff09\u3002  <\/li>\n<li><strong>\u805a\u5408\u538b\u7f29<\/strong>\uff1a\u5bf9\u9ad8\u9891\u6570\u636e\uff08\u5982\u6bcf\u79d2\u6570\u5343\u6761\u8c03\u7528\u94fe\uff09\u8fdb\u884c\u5206\u5c42\u805a\u5408\uff08\u6309\u5206\u949f\/\u5c0f\u65f6\u7edf\u8ba1\uff09\uff0c\u51cf\u5c11\u5b58\u50a8\u538b\u529b\u3002  <\/li>\n<\/ul>\n<h6><strong>\uff083\uff09\u6570\u636e\u5b58\u50a8\u5c42<\/strong><\/h6>\n<ul>\n<li><strong>\u65f6\u5e8f\u6570\u636e\u5e93\uff08TSDB\uff09<\/strong>\uff1a\u5b58\u50a8\u6307\u6807\u6570\u636e\uff08\u5982InfluxDB\u3001TimescaleDB\uff09\uff0c\u652f\u6301\u9ad8\u5199\u5165\u541e\u5410\u91cf\u548c\u65f6\u95f4\u8303\u56f4\u67e5\u8be2\u3002  <\/li>\n<li><strong>\u5206\u5e03\u5f0f\u5b58\u50a8<\/strong>\uff1a\n<ul>\n<li><strong>\u8c03\u7528\u94fe\u6570\u636e<\/strong>\uff1a\u4f7f\u7528Elasticsearch\u6216Apache Cassandra\uff0c\u652f\u6301\u9ad8\u5e76\u53d1\u68c0\u7d22\u548c\u5168\u6587\u641c\u7d22\u3002  <\/li>\n<li><strong>\u65e5\u5fd7\u6570\u636e<\/strong>\uff1a\u901a\u8fc7Elasticsearch+Logstash+Kibana\uff08ELK\uff09\u6216Fluentd\u8fdb\u884c\u5b58\u50a8\u548c\u5206\u6790\u3002  <\/li>\n<\/ul>\n<\/li>\n<li><strong>\u5143\u6570\u636e\u5b58\u50a8<\/strong>\uff1a\u4f7f\u7528\u5173\u7cfb\u578b\u6570\u636e\u5e93\uff08\u5982MySQL\uff09\u7ba1\u7406\u5e94\u7528\u3001\u670d\u52a1\u5668\u3001\u6307\u6807\u7ef4\u5ea6\u7b49\u5143\u6570\u636e\u3002  <\/li>\n<\/ul>\n<h6><strong>\uff084\uff09\u5206\u6790\u5c55\u793a\u5c42<\/strong><\/h6>\n<ul>\n<li><strong>\u6838\u5fc3\u529f\u80fd<\/strong>\uff1a\n<ul>\n<li><strong>\u4eea\u8868\u76d8\uff08Dashboard\uff09<\/strong>\uff1a\u81ea\u5b9a\u4e49\u53ef\u89c6\u5316\u9762\u677f\uff0c\u5c55\u793a\u5e94\u7528\u62d3\u6251\u3001\u6027\u80fd\u8d8b\u52bf\u3001\u544a\u8b66\u6982\u89c8\u3002  <\/li>\n<li><strong>\u5168\u94fe\u8def\u8ffd\u8e2a<\/strong>\uff1a\u53ef\u89c6\u5316\u8bf7\u6c42\u8c03\u7528\u94fe\uff0c\u6807\u6ce8\u6162\u8282\u70b9\u548c\u9519\u8bef\u70b9\uff0c\u652f\u6301\u6309Trace ID\u68c0\u7d22\u3002  <\/li>\n<li><strong>\u5f02\u5e38\u5206\u6790<\/strong>\uff1a\u901a\u8fc7\u706b\u7130\u56fe\u3001\u8c03\u7528\u6808\u5206\u6790\u5b9a\u4f4d\u4ee3\u7801\u7ea7\u6027\u80fd\u74f6\u9888\uff08\u5982\u9501\u7ade\u4e89\u3001\u6162\u51fd\u6570\uff09\u3002  <\/li>\n<li><strong>\u667a\u80fd\u544a\u8b66<\/strong>\uff1a\u8bbe\u7f6e\u9608\u503c\u6216\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\uff08\u5982\u5f02\u5e38\u68c0\u6d4b\u7b97\u6cd5\uff09\u81ea\u52a8\u89e6\u53d1\u544a\u8b66\uff08\u90ae\u4ef6\/\u77ed\u4fe1\/IM\u901a\u77e5\uff09\u3002  <\/li>\n<\/ul>\n<\/li>\n<li><strong>\u6280\u672f\u5b9e\u73b0<\/strong>\uff1a\n<ul>\n<li>\u524d\u7aef\uff1aReact\/Vue + ECharts\/D3.js \u5b9e\u73b0\u4ea4\u4e92\u5f0f\u56fe\u8868\u3002  <\/li>\n<li>\u540e\u7aef\uff1a\u63d0\u4f9bRESTful API\u63a5\u53e3\uff0c\u652f\u6301\u591a\u79df\u6237\u6570\u636e\u9694\u79bb\u548c\u6743\u9650\u63a7\u5236\u3002  <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h4><strong>\u4e09\u3001\u5173\u952e\u6280\u672f\u9009\u578b<\/strong><\/h4>\n<table>\n<thead>\n<tr>\n<th><strong>\u6a21\u5757<\/strong><\/th>\n<th><strong>\u63a8\u8350\u6280\u672f\/\u5de5\u5177<\/strong><\/th>\n<th><strong>\u8bf4\u660e<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6570\u636e\u91c7\u96c6<\/td>\n<td>OpenTelemetry\u3001SkyWalking\u3001Datadog Agent<\/td>\n<td>\u652f\u6301\u591a\u8bed\u8a00\u3001\u6807\u51c6\u5316\u534f\u8bae\uff08\u5982OTLP\uff09\uff0c\u517c\u5bb9\u4e91\u539f\u751f\u73af\u5883\uff08K8s\/Docker\uff09\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u6d88\u606f\u961f\u5217<\/td>\n<td>Apache Kafka\u3001RabbitMQ<\/td>\n<td>\u9ad8\u541e\u5410\u91cf\u6d88\u606f\u4f20\u8f93\uff0c\u89e3\u8026\u91c7\u96c6\u5c42\u4e0e\u5904\u7406\u5c42\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u6d41\u8ba1\u7b97<\/td>\n<td>Apache Flink\u3001Apache Storm<\/td>\n<td>\u5b9e\u65f6\u5904\u7406\u6570\u636e\uff0c\u652f\u6301\u7a97\u53e3\u805a\u5408\u3001\u72b6\u6001\u7ba1\u7406\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u5b58\u50a8<\/td>\n<td>InfluxDB 3.0\u3001Elasticsearch 8.x<\/td>\n<td>TSDB\u5b58\u50a8\u65f6\u5e8f\u6570\u636e\uff0cES\u5b58\u50a8\u65e5\u5fd7\u548c\u8c03\u7528\u94fe\u6570\u636e\uff0c\u652f\u6301\u6c34\u5e73\u6269\u5c55\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u53ef\u89c6\u5316<\/td>\n<td>Grafana\u3001\u81ea\u7814React\u7ec4\u4ef6<\/td>\n<td>Grafana\u7528\u4e8e\u5feb\u901f\u642d\u5efa\u4eea\u8868\u76d8\uff0c\u81ea\u7814\u7ec4\u4ef6\u5b9e\u73b0\u5b9a\u5236\u5316\u4ea4\u4e92\uff08\u5982\u8c03\u7528\u94fe\u4e0b\u94bb\u5206\u6790\uff09\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u544a\u8b66<\/td>\n<td>Prometheus Alertmanager\u3001\u81ea\u7814\u901a\u77e5\u670d\u52a1<\/td>\n<td>\u57fa\u4e8e\u89c4\u5219\u6216AI\u751f\u6210\u544a\u8b66\uff0c\u652f\u6301\u591a\u6e20\u9053\u901a\u77e5\uff08\u5982\u4f01\u4e1a\u5fae\u4fe1\u3001\u9489\u9489\uff09\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4><strong>\u56db\u3001\u6269\u5c55\u80fd\u529b\u8bbe\u8ba1<\/strong><\/h4>\n<ol>\n<li>\n<p><strong>\u591a\u4e91\/\u6df7\u5408\u4e91\u652f\u6301<\/strong>\uff1a  <\/p>\n<ul>\n<li>\u9002\u914dAWS\u3001Azure\u3001\u963f\u91cc\u4e91\u7b49\u4e91\u5e73\u53f0\uff0c\u91c7\u96c6\u4e91\u670d\u52a1\u6307\u6807\uff08\u5982AWS Lambda\u8017\u65f6\u3001RDS\u8fde\u63a5\u6570\uff09\u3002  <\/li>\n<li>\u652f\u6301Kubernetes\u96c6\u7fa4\u76d1\u63a7\uff0c\u96c6\u6210Kube-State-Metrics\u3001cAdvisor\u3002  <\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u53ef\u89c2\u6d4b\u6027\u4e09\u8981\u7d20\u6574\u5408<\/strong>\uff1a  <\/p>\n<ul>\n<li><strong>Metrics\uff08\u6307\u6807\uff09<\/strong>\uff1a\u6570\u503c\u578b\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff08\u5982QPS\u3001\u54cd\u5e94\u65f6\u95f4\u5206\u4f4d\u6570\uff09\u3002  <\/li>\n<li><strong>Logs\uff08\u65e5\u5fd7\uff09<\/strong>\uff1a\u5173\u8054\u65e5\u5fd7\u4e0e\u8c03\u7528\u94fe\uff0c\u901a\u8fc7Trace ID\u5feb\u901f\u5b9a\u4f4d\u9519\u8bef\u65e5\u5fd7\u3002  <\/li>\n<li><strong>Traces\uff08\u8c03\u7528\u94fe\uff09<\/strong>\uff1a\u5c55\u793a\u8bf7\u6c42\u5728\u670d\u52a1\u95f4\u7684\u4f20\u64ad\u8def\u5f84\uff0c\u6807\u8bb0\u670d\u52a1\u4f9d\u8d56\u5173\u7cfb\u3002  <\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u667a\u80fd\u8fd0\u7ef4\uff08AIOps\uff09<\/strong>\uff1a  <\/p>\n<ul>\n<li><strong>\u5f02\u5e38\u68c0\u6d4b<\/strong>\uff1a\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff08\u5982\u5b64\u7acb\u68ee\u6797\u3001LSTM\uff09\u8bc6\u522b\u6307\u6807\u5f02\u5e38\uff0c\u51cf\u5c11\u8bef\u544a\u8b66\u3002  <\/li>\n<li><strong>\u6839\u56e0\u5206\u6790\uff08RCA\uff09<\/strong>\uff1a\u901a\u8fc7\u4f9d\u8d56\u62d3\u6251\u548c\u56e0\u679c\u5173\u7cfb\u5206\u6790\uff0c\u81ea\u52a8\u5b9a\u4f4d\u6545\u969c\u6839\u6e90\uff08\u5982\u6570\u636e\u5e93\u6162\u67e5\u8be2\u5bfc\u81f4\u5e94\u7528\u8d85\u65f6\uff09\u3002  <\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u4e94\u3001\u90e8\u7f72\u4e0e\u8fd0\u7ef4<\/strong><\/h4>\n<ol>\n<li>\n<p><strong>\u90e8\u7f72\u6a21\u5f0f<\/strong>\uff1a  <\/p>\n<ul>\n<li><strong>\u4e91\u539f\u751f\u90e8\u7f72<\/strong>\uff1a\u57fa\u4e8eDocker\u5bb9\u5668\u5316\uff0c\u901a\u8fc7Helm\u5728K8s\u96c6\u7fa4\u4e2d\u90e8\u7f72\uff0c\u652f\u6301\u52a8\u6001\u6269\u7f29\u5bb9\u3002  <\/li>\n<li><strong>\u79c1\u6709\u5316\u90e8\u7f72<\/strong>\uff1a\u9002\u914d\u7269\u7406\u673a\u6216\u865a\u62df\u673a\u73af\u5883\uff0c\u63d0\u4f9b\u79bb\u7ebf\u5b89\u88c5\u5305\u548c\u6570\u636e\u52a0\u5bc6\u529f\u80fd\uff08\u5982TLS\u4f20\u8f93\u3001\u9759\u6001\u6570\u636e\u52a0\u5bc6\uff09\u3002  <\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u6027\u80fd\u4f18\u5316<\/strong>\uff1a  <\/p>\n<ul>\n<li><strong>\u91c7\u96c6\u8f7b\u91cf\u5316<\/strong>\uff1aAgent\u8bbe\u8ba1\u4e3a\u975e\u4fb5\u5165\u5f0f\uff0cCPU\/\u5185\u5b58\u5360\u7528\u7387\u63a7\u5236\u57285%\u4ee5\u5185\u3002  <\/li>\n<li><strong>\u6570\u636e\u5206\u7247\u4e0e\u5206\u533a<\/strong>\uff1a\u6309\u5e94\u7528\/\u65f6\u95f4\u5bf9\u5b58\u50a8\u6570\u636e\u5206\u7247\uff0c\u63d0\u5347\u67e5\u8be2\u6027\u80fd\u3002  <\/li>\n<li><strong>\u7f13\u5b58\u673a\u5236<\/strong>\uff1a\u5bf9\u9ad8\u9891\u67e5\u8be2\u7ed3\u679c\uff08\u5982\u6700\u65b0\u544a\u8b66\u3001\u5b9e\u65f6\u6307\u6807\uff09\u4f7f\u7528Redis\u7f13\u5b58\u3002  <\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u5b89\u5168\u8bbe\u8ba1<\/strong>\uff1a  <\/p>\n<ul>\n<li>\u6570\u636e\u4f20\u8f93\u52a0\u5bc6\uff08TLS 1.3\uff09\uff0c\u5b58\u50a8\u52a0\u5bc6\uff08AES-256\uff09\u3002  <\/li>\n<li>\u7ec6\u7c92\u5ea6\u6743\u9650\u63a7\u5236\uff08RBAC\uff09\uff0c\u652f\u6301\u7528\u6237\u7ec4\u3001\u89d2\u8272\u9694\u79bb\u548c\u64cd\u4f5c\u5ba1\u8ba1\u65e5\u5fd7\u3002  <\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u516d\u3001\u5178\u578b\u5e94\u7528\u573a\u666f<\/strong><\/h4>\n<ol>\n<li>\n<p><strong>\u6545\u969c\u5feb\u901f\u5b9a\u4f4d<\/strong>\uff1a  <\/p>\n<ul>\n<li>\u7528\u6237\u6295\u8bc9\u54cd\u5e94\u6162 \u2192 \u901a\u8fc7\u5168\u94fe\u8def\u8ffd\u8e2a\u53d1\u73b0\u67d0\u5fae\u670d\u52a1\u63a5\u53e3\u8d85\u65f6 \u2192 \u67e5\u770b\u8be5\u670d\u52a1\u65e5\u5fd7\u548c\u6570\u636e\u5e93\u6162\u67e5\u8be2 \u2192 \u5b9a\u4f4d\u4ee3\u7801\u4e2d\u672a\u4f18\u5316\u7684SQL\u8bed\u53e5\u3002  <\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u5bb9\u91cf\u89c4\u5212<\/strong>\uff1a  <\/p>\n<ul>\n<li>\u5206\u6790\u5386\u53f2CPU\/\u5185\u5b58\u5229\u7528\u7387\u8d8b\u52bf \u2192 \u9884\u6d4b\u4e1a\u52a1\u5cf0\u503c\u8d44\u6e90\u9700\u6c42 \u2192 \u81ea\u52a8\u89e6\u53d1\u4e91\u670d\u52a1\u5668\u6269\u5bb9\u6216K8s Pod\u526f\u672c\u589e\u52a0\u3002  <\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u7528\u6237\u4f53\u9a8c\u4f18\u5316<\/strong>\uff1a  <\/p>\n<ul>\n<li>\u901a\u8fc7RUM\u6570\u636e\u53d1\u73b0\u79fb\u52a8\u7aef\u9875\u9762\u52a0\u8f7d\u7f13\u6162 \u2192 \u4f18\u5316\u9759\u6001\u8d44\u6e90\u7f13\u5b58\u7b56\u7565\u6216\u538b\u7f29JS\/CSS\u6587\u4ef6 \u2192 \u63d0\u5347\u7528\u6237\u7559\u5b58\u7387\u3002  <\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<h4><strong>\u4e03\u3001\u603b\u7ed3<\/strong><\/h4>\n<p>APM\u5e73\u53f0\u8bbe\u8ba1\u9700\u5e73\u8861<strong>\u6570\u636e\u91c7\u96c6\u7684\u5168\u9762\u6027<\/strong>\u4e0e<strong>\u7cfb\u7edf\u6027\u80fd\u7684\u7a33\u5b9a\u6027<\/strong>\uff0c\u901a\u8fc7\u6807\u51c6\u5316\u534f\u8bae\uff08\u5982OpenTelemetry\uff09\u548c\u4e91\u539f\u751f\u67b6\u6784\u5b9e\u73b0\u6269\u5c55\u6027\uff0c\u7ed3\u5408\u667a\u80fd\u5206\u6790\u964d\u4f4e\u8fd0\u7ef4\u6210\u672c\u3002\u672a\u6765\u53ef\u8fdb\u4e00\u6b65\u878d\u5165AIOps\u3001\u8fb9\u7f18\u8ba1\u7b97\u76d1\u63a7\u7b49\u80fd\u529b\uff0c\u9002\u5e94\u590d\u6742\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u53ef\u89c2\u6d4b\u6027\u9700\u6c42\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6027\u80fd\u76d1\u63a7 APM\uff08\u5e94\u7528\u6027\u80fd\u7ba1\u7406\uff09\u5e73\u53f0\u7cfb\u7edf\u8bbe\u8ba1 \u4e00\u3001\u7cfb\u7edf\u5b9a\u4f4d\u4e0e\u76ee\u6807 APM\u5e73\u53f0\u6838\u5fc3\u76ee\u6807\uff1a\u5b9e\u65f6\u76d1\u63a7\u5e94\u7528\u7cfb\u7edf\u6027\u80fd\uff0c\u5feb&#8230; <\/p>\n<div class=\"read-more navbutton\"><a href=\"https:\/\/t.n-years.com\/?p=6782\">\u9605\u8bfb\u66f4\u591a<i class=\"fa fa-angle-double-right\"><\/i><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-6782","post","type-post","status-publish","format-standard","hentry","category-5"],"_links":{"self":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts\/6782","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6782"}],"version-history":[{"count":1,"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts\/6782\/revisions"}],"predecessor-version":[{"id":6783,"href":"https:\/\/t.n-years.com\/index.php?rest_route=\/wp\/v2\/posts\/6782\/revisions\/6783"}],"wp:attachment":[{"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6782"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6782"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/t.n-years.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6782"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}