{"id":93019,"date":"2026-08-11T17:17:13","date_gmt":"2026-08-11T09:17:13","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/93019.html"},"modified":"2026-08-11T17:17:13","modified_gmt":"2026-08-11T09:17:13","slug":"micrometer-%e7%b3%bb%e5%88%97%e3%80%9036%e3%80%91spring-boot-actuator-%e9%9b%86%e6%88%90-prometheus-grafana-%e5%8f%af%e8%a7%86%e5%8c%96","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/93019.html","title":{"rendered":"Micrometer \u7cfb\u5217\u301036\u3011Spring Boot Actuator | \u96c6\u6210 Prometheus + Grafana \u53ef\u89c6\u5316"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>1. \u6574\u4f53\u67b6\u6784<\/li>\n<li>\n<ul>\n<li>1.1 \u4e1a\u52a1\u670d\u52a1&#xff5c;Micrometer \u91c7\u96c6\u5c42<\/li>\n<li>1.2 Prometheus&#xff5c;\u65f6\u5e8f\u5b58\u50a8 &amp; \u8ba1\u7b97 &amp; \u544a\u8b66\u5c42<\/li>\n<li>1.3 Grafana&#xff5c;\u53ef\u89c6\u5316\u89c2\u6d4b\u5c42<\/li>\n<\/ul>\n<\/li>\n<li>2. \u90e8\u7f72 Prometheus &#043; Grafana<\/li>\n<li>3. Spring Boot \u9879\u76ee\u96c6\u6210<\/li>\n<li>\n<ul>\n<li>3.1 \u5f15\u5165\u4f9d\u8d56<\/li>\n<li>3.2 \u5e94\u7528\u914d\u7f6e<\/li>\n<li>3.3 \u81ea\u5b9a\u4e49\u4e1a\u52a1\u6307\u6807<\/li>\n<li>\n<ul>\n<li>3.3.1 \u4e1a\u52a1\u7c7b<\/li>\n<li>3.3.2 \u5b9e\u73b0 MeterBinder \u63a5\u53e3<\/li>\n<li>3.3.3 Spring \u914d\u7f6e\u7c7b<\/li>\n<\/ul>\n<\/li>\n<li>3.4 \u542f\u52a8\u5e94\u7528<\/li>\n<\/ul>\n<\/li>\n<li>4. Prometheus \u4e2d\u67e5\u770b\u6570\u636e<\/li>\n<li>\n<ul>\n<li>4.1 \u67e5\u770b\u4efb\u52a1\u72b6\u6001<\/li>\n<li>4.2 \u57fa\u7840 PromQL \u67e5\u8be2<\/li>\n<\/ul>\n<\/li>\n<li>4. \u96c6\u6210 Grafana \u76d1\u63a7\u5927\u76d8<\/li>\n<li>\n<ul>\n<li>4.1 \u6570\u636e\u6e90\u914d\u7f6e<\/li>\n<li>4.2 \u5b98\u65b9\u4eea\u8868\u76d8<\/li>\n<li>4.3 \u81ea\u5b9a\u4e49\u76d1\u63a7\u76d8<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h2>1. \u6574\u4f53\u67b6\u6784<\/h2>\n<p>\u6307\u6807\u6d41\u8f6c\u94fe\u8def&#xff1a;<\/p>\n<ul>\n<li>Spring Boot \u670d\u52a1\u901a\u8fc7 Actuator \u66b4\u9732 \/actuator\/prometheus \u7aef\u70b9&#xff0c;\u4ee5 OpenMetrics \u683c\u5f0f\u5b9e\u65f6\u8f93\u51fa\u5168\u91cf\u6307\u6807&#xff08;JVM\u3001HTTP\u3001\u4e1a\u52a1\u81ea\u5b9a\u4e49\u6307\u6807&#xff09;&#xff1b;<\/li>\n<li>Prometheus \u901a\u8fc7 HTTP \u5b9a\u65f6\u62c9\u53d6&#xff08;Pull \u6a21\u5f0f&#xff09;\u91c7\u96c6\u6307\u6807\u3001\u6301\u4e45\u5316\u65f6\u5e8f\u6570\u636e&#xff1b;<\/li>\n<li>Grafana \u5bf9\u63a5 Prometheus \u6570\u636e\u6e90&#xff0c;\u5b9e\u73b0\u6307\u6807\u53ef\u89c6\u5316\u3001\u8d8b\u52bf\u5206\u6790\u3001\u5206\u5c42\u89c2\u6d4b\u4e0e\u5f02\u5e38\u5b9a\u4f4d\u3002<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811091710-6a7ae89648bb2.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>1.1 \u4e1a\u52a1\u670d\u52a1&#xff5c;Micrometer \u91c7\u96c6\u5c42<\/h3>\n<p>\u57cb\u70b9\u6765\u6e90&#xff1a;<\/p>\n<ul>\n<li>\u5185\u7f6e\u57cb\u70b9&#xff1a;http.server.requests\u3001JVM\u3001\u7ebf\u7a0b\u3001GC\u3001\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u7b49<\/li>\n<li>\u4e1a\u52a1\u81ea\u5b9a\u4e49\u57cb\u70b9&#xff1a;Counter \/ Timer \/ Gauge \/ DistributionSummary<\/li>\n<\/ul>\n<p>\u6570\u636e\u8f93\u51fa&#xff1a;\u66b4\u9732 \/actuator\/prometheus \u7aef\u70b9&#xff0c;Prometheus\u62c9\u53d6\u6307\u6807<\/p>\n<h3>1.2 Prometheus&#xff5c;\u65f6\u5e8f\u5b58\u50a8 &amp; \u8ba1\u7b97 &amp; \u544a\u8b66\u5c42<\/h3>\n<ul>\n<li>\u6570\u636e\u83b7\u53d6&#xff1a;Pull \u6a21\u5f0f\u5b9a\u65f6\u62c9\u53d6\u4e1a\u52a1\u670d\u52a1 \/actuator\/prometheus<\/li>\n<li>\u65f6\u5e8f\u5b58\u50a8&#xff1a;\u4fdd\u5b58\u6307\u6807 &#043; \u6807\u7b7e &#043; \u65f6\u95f4\u6233\u539f\u59cb\u65f6\u5e8f\u6570\u636e<\/li>\n<li>\u805a\u5408\u8ba1\u7b97&#xff1a;PromQL \u505a\u805a\u5408\u3001\u8fc7\u6ee4\u3001\u901f\u7387\u8ba1\u7b97(rate()\/irate()\/sum()\/avg())<\/li>\n<li>\u544a\u8b66\u80fd\u529b&#xff1a;Rules \u914d\u7f6e\u544a\u8b66\u89c4\u5219&#xff0c;\u89e6\u53d1\u540e\u63a8\u9001 AlertManager&#xff0c;\u8f93\u51fa\u9489\u9489\/\u90ae\u4ef6\/\u77ed\u4fe1<\/li>\n<\/ul>\n<h3>1.3 Grafana&#xff5c;\u53ef\u89c6\u5316\u89c2\u6d4b\u5c42<\/h3>\n<ul>\n<li>\u6570\u636e\u6e90\u5bf9\u63a5 Prometheus &#xff0c;\u6267\u884c PromQL \u67e5\u8be2<\/li>\n<li>\u5206\u5c42\u89c2\u6d4b\u5927\u76d8&#xff1a;\n<ul>\n<li>\u4e1a\u52a1\u5c42&#xff1a;QPS\u3001\u9519\u8bef\u7387\u3001\u4e1a\u52a1\u8017\u65f6<\/li>\n<li>\u5e94\u7528\u5c42&#xff1a;JVM \u5185\u5b58\u3001GC\u3001\u7ebf\u7a0b\u3001\u8fde\u63a5\u6c60<\/li>\n<li>\u7cfb\u7edf\u5c42&#xff1a;CPU\u3001\u5185\u5b58\u3001\u78c1\u76d8\u3001\u7f51\u7edc<\/li>\n<li>\u8bf7\u6c42\u94fe\u8def&#xff1a;P95\/P99 \u8017\u65f6\u3001\u6d3b\u8dc3\u8bf7\u6c42\u6570<\/li>\n<\/ul>\n<\/li>\n<li>\u544a\u8b66\u89c6\u56fe\u3001\u9608\u503c\u544a\u8b66\u3001\u591a\u5b9e\u4f8b\u5bf9\u6bd4\u3001\u9762\u677f\u6a21\u677f\u590d\u7528<\/li>\n<\/ul>\n<h2>2. \u90e8\u7f72 Prometheus &#043; Grafana<\/h2>\n<p>\u7edf\u4e00\u7aef\u53e3\u4e0e\u8def\u5f84\u89c4\u8303&#xff1a;<\/p>\n<ul>\n<li>\u670d\u52a1\u6307\u6807\u63a5\u53e3&#xff1a;http:\/\/{\u670d\u52a1IP}:{\u7aef\u53e3}\/actuator\/prometheus<\/li>\n<li>Prometheus \u9ed8\u8ba4\u7aef\u53e3&#xff1a;9090<\/li>\n<li>Grafana \u9ed8\u8ba4\u7aef\u53e3&#xff1a;3000<\/li>\n<li>\u7edf\u4e00\u91c7\u96c6\u5468\u671f&#xff1a;15s&#xff08;\u751f\u4ea7\u6807\u51c6&#xff0c;\u517c\u987e\u7cbe\u5ea6\u4e0e\u5b58\u50a8\u6210\u672c&#xff09;<\/li>\n<\/ul>\n<p>\u76ee\u5f55\u7ed3\u6784&#xff1a;<\/p>\n<p>prom-stack\/<br \/>\n\u251c\u2500\u2500 docker-compose.yml<br \/>\n\u251c\u2500\u2500 prometheus\/<br \/>\n\u2502   \u2514\u2500\u2500 prometheus.yml<br \/>\n\u2514\u2500\u2500 .env&#xff08;\u53ef\u9009&#xff09;<\/p>\n<p>prometheus\/prometheus.yml \u914d\u7f6e\u6587\u4ef6&#xff1a;<\/p>\n<p><span class=\"token comment\"># Prometheus \u5168\u5c40\u914d\u7f6e &#8211; \u9002\u914dMicrometer 4.1.0 \u5fae\u670d\u52a1\u4f53\u7cfb<\/span><br \/>\n<span class=\"token key atrule\">global<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">scrape_interval<\/span><span class=\"token punctuation\">:<\/span> 15s       <span class=\"token comment\"># \u5168\u5c40\u91c7\u96c6\u5468\u671f 15s \u751f\u4ea7\u6807\u51c6<\/span><br \/>\n  <span class=\"token key atrule\">evaluation_interval<\/span><span class=\"token punctuation\">:<\/span> 15s   <span class=\"token comment\"># \u544a\u8b66\u89c4\u5219\u8ba1\u7b97\u5468\u671f<\/span><br \/>\n  <span class=\"token key atrule\">scrape_timeout<\/span><span class=\"token punctuation\">:<\/span> 10s        <span class=\"token comment\"># \u91c7\u96c6\u8d85\u65f6\u65f6\u95f4<\/span><br \/>\n<span class=\"token comment\"># \u91c7\u96c6\u4efb\u52a1\u914d\u7f6e<\/span><br \/>\n<span class=\"token key atrule\">scrape_configs<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token comment\"># \u5fae\u670d\u52a1\u7edf\u4e00\u91c7\u96c6\u4efb\u52a1&#xff08;\u9002\u914d\u6240\u6709SpringBoot&#043;Micrometer\u670d\u52a1&#xff09;<\/span><br \/>\n  <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">job_name<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;spring-micrometer-service&#039;<\/span><br \/>\n    <span class=\"token key atrule\">metrics_path<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;\/actuator\/prometheus&#039;<\/span><br \/>\n    <span class=\"token key atrule\">static_configs<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token key atrule\">targets<\/span><span class=\"token punctuation\">:<\/span><br \/>\n          <span class=\"token punctuation\">&#8211;<\/span> 127.0.0.1<span class=\"token punctuation\">:<\/span><span class=\"token number\">8080<\/span><\/p>\n<p>docker-compose.yml \u5b8c\u6574\u6587\u4ef6&#xff1a;<\/p>\n<p><span class=\"token key atrule\">version<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#039;3.8&#039;<\/span><\/p>\n<p><span class=\"token key atrule\">services<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">prometheus<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">image<\/span><span class=\"token punctuation\">:<\/span> prom\/prometheus<span class=\"token punctuation\">:<\/span>v2.53.0<br \/>\n    <span class=\"token key atrule\">container_name<\/span><span class=\"token punctuation\">:<\/span> prometheus<br \/>\n    <span class=\"token key atrule\">restart<\/span><span class=\"token punctuation\">:<\/span> always<br \/>\n    <span class=\"token key atrule\">ports<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token string\">&#034;9090:9090&#034;<\/span><br \/>\n    <span class=\"token key atrule\">volumes<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> .\/prometheus\/prometheus.yml<span class=\"token punctuation\">:<\/span>\/etc\/prometheus\/prometheus.yml<br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> prom_data<span class=\"token punctuation\">:<\/span>\/prometheus<br \/>\n    <span class=\"token key atrule\">command<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token string\">&#039;&#8211;config.file&#061;\/etc\/prometheus\/prometheus.yml&#039;<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token string\">&#039;&#8211;storage.tsdb.path&#061;\/prometheus&#039;<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token string\">&#039;&#8211;storage.tsdb.retention.time&#061;15d&#039;<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token string\">&#039;&#8211;web.enable-lifecycle&#039;<\/span><br \/>\n    <span class=\"token key atrule\">networks<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> monitor<span class=\"token punctuation\">&#8211;<\/span>net<br \/>\n  <span class=\"token key atrule\">grafana<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">image<\/span><span class=\"token punctuation\">:<\/span> grafana\/grafana<span class=\"token punctuation\">:<\/span>11.1.0<br \/>\n    <span class=\"token key atrule\">container_name<\/span><span class=\"token punctuation\">:<\/span> grafana<br \/>\n    <span class=\"token key atrule\">restart<\/span><span class=\"token punctuation\">:<\/span> always<br \/>\n    <span class=\"token key atrule\">ports<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token string\">&#034;3000:3000&#034;<\/span><br \/>\n    <span class=\"token key atrule\">volumes<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> grafana_data<span class=\"token punctuation\">:<\/span>\/var\/lib\/grafana<br \/>\n    <span class=\"token key atrule\">environment<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> GF_SECURITY_ADMIN_PASSWORD&#061;admin123456<br \/>\n    <span class=\"token key atrule\">networks<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token punctuation\">&#8211;<\/span> monitor<span class=\"token punctuation\">&#8211;<\/span>net<\/p>\n<p><span class=\"token key atrule\">networks<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">monitor-net<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">driver<\/span><span class=\"token punctuation\">:<\/span> bridge<\/p>\n<p><span class=\"token key atrule\">volumes<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">prom_data<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">grafana_data<\/span><span class=\"token punctuation\">:<\/span><\/p>\n<p>\u542f\u52a8\u670d\u52a1&#xff1a;<\/p>\n<p><span class=\"token function\">docker<\/span> compose up <span class=\"token parameter variable\">-d<\/span><\/p>\n<p>\u8bbf\u95ee\u5730\u5740<\/p>\n<ul>\n<li>Prometheus: http:\/\/ip:9090<\/li>\n<li>Grafana: http:\/\/ip:3000 \u8d26\u53f7 admin \/admin123456<\/li>\n<\/ul>\n<p>\u5728 Prometheus \u63a7\u5236\u53f0\u53ef\u4ee5\u770b\u5230\u914d\u7f6e\u7684\u91c7\u96c6\u4efb\u52a1&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811091710-6a7ae896750c7.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>3. Spring Boot \u9879\u76ee\u96c6\u6210<\/h2>\n<h3>3.1 \u5f15\u5165\u4f9d\u8d56<\/h3>\n<p>Pom \u5f15\u5165\u6838\u5fc3\u4f9d\u8d56<\/p>\n<p>    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependencyManagement<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependencies<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n                <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>org.springframework.boot<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n                <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>spring-boot-dependencies<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n                <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>version<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>4.1.0<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>version<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n                <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>type<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>pom<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>type<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n                <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>scope<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>import<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>scope<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependencies<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependencyManagement<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><\/p>\n<p>    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependencies<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token comment\">&lt;!&#8211; SpringMVC Web &#8211;&gt;<\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>org.springframework.boot<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>spring-boot-starter-web<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token comment\">&lt;!&#8211; Actuator \u76d1\u63a7\u7aef\u70b9 &#8211;&gt;<\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>org.springframework.boot<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>spring-boot-starter-actuator<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token comment\">&lt;!&#8211; prometheus \u6307\u6807\u5bfc\u51fa &#8211;&gt;<\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>io.micrometer<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>groupId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n            <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span>micrometer-registry-prometheus<span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>artifactId<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n        <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependency<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><br \/>\n    <span class=\"token tag\"><span class=\"token tag\"><span class=\"token punctuation\">&lt;\/<\/span>dependencies<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><\/p>\n<h3>3.2 \u5e94\u7528\u914d\u7f6e<\/h3>\n<p>\u91cd\u70b9\u662f\u914d\u7f6e\u5e94\u7528\u540d\u79f0\u3001\u5f00\u53d1 metrics,prometheus \u7aef\u70b9<\/p>\n<p><span class=\"token key atrule\">spring<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">application<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">name<\/span><span class=\"token punctuation\">:<\/span> spring<span class=\"token punctuation\">&#8211;<\/span>micrometer<span class=\"token punctuation\">&#8211;<\/span>service<br \/>\n<span class=\"token key atrule\">management<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">endpoints<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">web<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token key atrule\">exposure<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token key atrule\">include<\/span><span class=\"token punctuation\">:<\/span> metrics<span class=\"token punctuation\">,<\/span>prometheus<\/p>\n<p>\u53ef\u4ee5\u8fd9\u6837\u914d\u7f6e\u5173\u95ed\u4e00\u4e9b\u6307\u6807&#xff1a;<\/p>\n<p><span class=\"token key atrule\">management<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">metrics<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token key atrule\">enable<\/span><span class=\"token punctuation\">:<\/span><br \/>\n      <span class=\"token key atrule\">jvm<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">false<\/span><br \/>\n      <span class=\"token key atrule\">http.server.requests<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><br \/>\n      <span class=\"token key atrule\">all<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">true<\/span><\/p>\n<h3>3.3 \u81ea\u5b9a\u4e49\u4e1a\u52a1\u6307\u6807<\/h3>\n<p>Spring Boot\u81ea\u5b9a\u4e49\u4e1a\u52a1\u6307\u6807\u7684\u591a\u79cd\u65b9\u5f0f&#xff1a;<\/p>\n<ul>\n<li>MeterRegistry \u6ce8\u5165\u5230\u7ec4\u4ef6\u4e2d\u624b\u52a8\u8fdb\u884c\u6ce8\u518c<\/li>\n<li>\u901a\u8fc7 MeterBinder Bean \u81ea\u52a8\u6ce8\u5165 MeterRegistry \u5b8c\u6210\u7ed1\u5b9a<\/li>\n<li>\u901a\u8fc7\u6ce8\u89e3 AOP<\/li>\n<\/ul>\n<p>MeterBinder \u662f Spring Boot Actuator \u5b98\u65b9\u63a8\u8350\u6a21\u5f0f&#xff0c;\u6240\u6709\u5bb9\u5668\u5185 MeterBinder Bean&#xff0c;Spring \u4f1a\u81ea\u52a8\u6ce8\u5165 MeterRegistry \u5b8c\u6210\u7ed1\u5b9a&#xff0c;\u65e0\u9700\u624b\u52a8\u64cd\u4f5c\u3002<\/p>\n<h4>3.3.1 \u4e1a\u52a1\u7c7b<\/h4>\n<p>\u6a21\u62df\u4e1a\u52a1\u7ec4\u4ef6&#xff0c;\u672c\u5730\u5185\u5b58\u6d88\u606f\u961f\u5217&#xff0c;\u63d0\u4f9b\u6d88\u606f\u5165\u961f\u3001\u51fa\u961f\u80fd\u529b&#xff0c;\u5bf9\u5916\u66b4\u9732\u961f\u5217\u957f\u5ea6\u67e5\u8be2\u65b9\u6cd5&#xff0c;\u4f9b\u76d1\u63a7\u6307\u6807\u8bfb\u53d6\u5b9e\u65f6\u6570\u636e\u3002<\/p>\n<p>MessageQueueManager&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;Component<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MessageQueueManager<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">BlockingQueue<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token class-name\">String<\/span><span class=\"token punctuation\">&gt;<\/span><\/span> messageQueue <span class=\"token operator\">&#061;<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">LinkedBlockingQueue<\/span><span class=\"token generics\"><span class=\"token punctuation\">&lt;<\/span><span class=\"token punctuation\">&gt;<\/span><\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1000<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">boolean<\/span> <span class=\"token function\">addMessage<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">String<\/span> msg<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> messageQueue<span class=\"token punctuation\">.<\/span><span class=\"token function\">offer<\/span><span class=\"token punctuation\">(<\/span>msg<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">String<\/span> <span class=\"token function\">takeMessage<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> messageQueue<span class=\"token punctuation\">.<\/span><span class=\"token function\">poll<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token comment\">\/**<br \/>\n     * \u4f9b\u7ed9Gauge\u8bfb\u53d6\u5b9e\u65f6\u961f\u5217\u957f\u5ea6<br \/>\n     *\/<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">int<\/span> <span class=\"token function\">getQueueSize<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> messageQueue<span class=\"token punctuation\">.<\/span><span class=\"token function\">size<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h4>3.3.2 \u5b9e\u73b0 MeterBinder \u63a5\u53e3<\/h4>\n<p>\u72ec\u7acb\u5b9e\u73b0 MeterBinder&#xff0c;\u4e13\u95e8\u8d1f\u8d23\u6ce8\u518c\u961f\u5217\u76f8\u5173\u76d1\u63a7\u6307\u6807&#xff1a;<\/p>\n<p><span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MessageQueueMeterBinder<\/span> <span class=\"token keyword\">implements<\/span> <span class=\"token class-name\">MeterBinder<\/span> <span class=\"token punctuation\">{<\/span><\/p>\n<p>    <span class=\"token keyword\">private<\/span> <span class=\"token keyword\">final<\/span> <span class=\"token class-name\">MessageQueueManager<\/span> queueManager<span class=\"token punctuation\">;<\/span><\/p>\n<p>    <span class=\"token comment\">\/\/ \u6784\u9020\u6ce8\u5165\u4e1a\u52a1\u5bf9\u8c61<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">MessageQueueMeterBinder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">MessageQueueManager<\/span> queueManager<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">this<\/span><span class=\"token punctuation\">.<\/span>queueManager <span class=\"token operator\">&#061;<\/span> queueManager<span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><\/p>\n<p>    <span class=\"token annotation punctuation\">&#064;Override<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token keyword\">void<\/span> <span class=\"token function\">bindTo<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\"><span class=\"token namespace\">io<span class=\"token punctuation\">.<\/span>micrometer<span class=\"token punctuation\">.<\/span>core<span class=\"token punctuation\">.<\/span>instrument<span class=\"token punctuation\">.<\/span><\/span>MeterRegistry<\/span> registry<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token comment\">\/\/ \u6307\u68071&#xff1a;\u961f\u5217\u957f\u5ea6<\/span><br \/>\n        <span class=\"token class-name\">Gauge<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;business.message.queue.size&#034;<\/span><span class=\"token punctuation\">,<\/span> queueManager<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">MessageQueueManager<\/span><span class=\"token operator\">::<\/span><span class=\"token function\">getQueueSize<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">description<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6d88\u606f\u961f\u5217\u5806\u79ef\u6570\u91cf&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n                <span class=\"token punctuation\">.<\/span><span class=\"token function\">register<\/span><span class=\"token punctuation\">(<\/span>registry<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><\/p>\n<p>        <span class=\"token comment\">\/\/ \u53ef\u4ee5\u7ee7\u7eed\u6dfb\u52a0\u540c\u6a21\u5757\u591a\u4e2a\u6307\u6807<\/span><br \/>\n        <span class=\"token comment\">\/\/ Gauge.builder(&#8230;).register(registry);<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u5e26 Tags \u591a\u7ef4\u5ea6\u6307\u6807\u793a\u4f8b&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;Bean<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token class-name\">MeterBinder<\/span> <span class=\"token function\">messageQueueSizeBinder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">MessageQueueManager<\/span> queueManager<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> registry <span class=\"token operator\">-&gt;<\/span> <span class=\"token class-name\">Gauge<\/span><span class=\"token punctuation\">.<\/span><span class=\"token function\">builder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;business.message.queue.size&#034;<\/span><span class=\"token punctuation\">,<\/span> queueManager<span class=\"token punctuation\">,<\/span> <span class=\"token class-name\">MessageQueueManager<\/span><span class=\"token operator\">::<\/span><span class=\"token function\">getQueueSize<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">tag<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;queue_name&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;order_queue&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">tag<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;env&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;${spring.profiles.active}&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token comment\">\/\/ \u914d\u5408\u5360\u4f4d\u7b26<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">description<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u8ba2\u5355\u6d88\u606f\u961f\u5217\u5806\u79ef\u957f\u5ea6&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            <span class=\"token punctuation\">.<\/span><span class=\"token function\">register<\/span><span class=\"token punctuation\">(<\/span>registry<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h4>3.3.3 Spring \u914d\u7f6e\u7c7b<\/h4>\n<p>\u628a MessageQueueMeterBinder \u6ce8\u518c\u4e3a Bean&#xff1a;<\/p>\n<p><span class=\"token annotation punctuation\">&#064;Configuration<\/span><br \/>\n<span class=\"token keyword\">public<\/span> <span class=\"token keyword\">class<\/span> <span class=\"token class-name\">MetricBinderConfig<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token annotation punctuation\">&#064;Bean<\/span><br \/>\n    <span class=\"token keyword\">public<\/span> <span class=\"token class-name\">MeterBinder<\/span> <span class=\"token function\">messageQueueMeterBinder<\/span><span class=\"token punctuation\">(<\/span><span class=\"token class-name\">MessageQueueManager<\/span> queueManager<span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token keyword\">new<\/span> <span class=\"token class-name\">MessageQueueMeterBinder<\/span><span class=\"token punctuation\">(<\/span>queueManager<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">;<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><\/p>\n<h3>3.4 \u542f\u52a8\u5e94\u7528<\/h3>\n<p>\u542f\u52a8\u5e94\u7528&#xff0c;\u5148\u67e5\u770b \/actuator\/prometheus &#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811091710-6a7ae896a6069.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>4. Prometheus \u4e2d\u67e5\u770b\u6570\u636e<\/h2>\n<h3>4.1 \u67e5\u770b\u4efb\u52a1\u72b6\u6001<\/h3>\n<p>\u5728 Prometheus \u63a7\u5236\u53f0\u67e5\u770b\u91c7\u96c6\u4efb\u52a1\u5065\u5eb7\u72b6\u6001&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811091710-6a7ae896c66db.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>4.2 \u57fa\u7840 PromQL \u67e5\u8be2<\/h3>\n<p>PromQL&#xff08;Prometheus Query Language&#xff09;\u662f Prometheus \u67e5\u8be2\u8bed\u8a00&#xff0c;\u4e13\u95e8\u7528\u6765\u4ece Prometheus \u65f6\u5e8f\u6570\u636e\u5e93\u91cc\u67e5\u8be2\u3001\u8fc7\u6ee4\u3001\u8fd0\u7b97\u76d1\u63a7\u6307\u6807\u3002<\/p>\n<p>\u6211\u4eec\u5148\u5728 \/actuator\/prometheus \u7aef\u70b9\u67e5\u770b\u4e0b\u6307\u6807\u5e94\u7528\u542f\u52a8\u5b8c\u6210\u8017\u65f6&#xff08;\u5355\u4f4d&#xff1a;\u79d2&#xff09;\u6307\u6807 application_ready_time_seconds &#xff0c;\u7684\u6570\u636e&#xff1a;<\/p>\n<p># <span class=\"token constant\">HELP<\/span> application_ready_time_seconds <span class=\"token class-name\">Time<\/span> taken <span class=\"token keyword\">for<\/span> the application <span class=\"token keyword\">to<\/span> <span class=\"token namespace\">be<\/span> ready <span class=\"token keyword\">to<\/span> <span class=\"token namespace\">service<\/span> requests<br \/>\n# <span class=\"token constant\">TYPE<\/span> application_ready_time_seconds gauge<br \/>\napplication_ready_time_seconds<span class=\"token punctuation\">{<\/span>main_application_class<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;com.yovis.example.micrometer.boot.demo.MicrometerBootDemoApplication&#034;<\/span><span class=\"token punctuation\">}<\/span> <span class=\"token number\">2.224<\/span><\/p>\n<p>\u7ed3\u6784\u89e3\u6790&#xff1a;<\/p>\n<ul>\n<li>\u7c7b\u578b\u662f gauge<\/li>\n<li>\u53ea\u6709\u4e00\u4e2a application_ready_time_seconds \u6807\u7b7e<\/li>\n<li>\u6307\u6807\u503c 2.224 \u79d2<\/li>\n<\/ul>\n<p>\u5728 Prometheus \u4e2d\u67e5\u8be2\u5168\u90e8\u65f6\u5e8f&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span>__name__<span class=\"token operator\">&#061;<\/span><span class=\"token operator\">~<\/span><span class=\"token string\">&#034;.&#043;&#034;<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811091711-6a7ae89708346.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>application_ready_time_seconds \u65f6\u5e8f\u6570\u636e&#xff1a;<\/p>\n<p>application_ready_time_seconds<span class=\"token punctuation\">{<\/span>instance<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;192.168.7.84:8080&#034;<\/span><span class=\"token punctuation\">,<\/span> job<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;spring-micrometer-service&#034;<\/span><span class=\"token punctuation\">,<\/span> main_application_class<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;com.yovis.example.micrometer.boot.demo.MicrometerBootDemoApplication&#034;<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p>Prometheus \u91c7\u96c6\u540e&#xff0c;\u4f1a\u52a0\u4e0a\u4efb\u52a1\u6807\u7b7e Label &#xff1a;<\/p>\n<ul>\n<li>instance&#xff1a;Prometheus \u914d\u7f6e\u91cc\u5b9a\u4e49\u7684\u76ee\u6807\u5730\u5740&#xff0c;\u4ee3\u8868\u8fd9\u53f0\u5b9e\u4f8b\u7684 ip &#043; \u7aef\u53e3\u3002<\/li>\n<li>job&#xff1a;Prometheus \u914d\u7f6e\u91cc\u5b9a\u4e49\u4efb\u52a1\u540d\u79f0&#xff0c;&#xff0c;\u7528\u6765\u5f52\u7c7b\u540c\u4e00\u7ec4\u670d\u52a1\u3002<\/li>\n<\/ul>\n<p>\u901a\u8fc7 instance \u548c job \u6807\u7b7e\u5c31\u53ef\u4ee5\u5b9a\u4f4d\u5230\u67d0\u4e2a\u5177\u4f53\u7684\u670d\u52a1\u5b9e\u4f8b&#xff1a;<\/p>\n<p><span class=\"token punctuation\">{<\/span>instance<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;192.168.7.84:8080&#034;<\/span><span class=\"token punctuation\">,<\/span> job<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;spring-micrometer-service&#034;<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p>\u518d\u52a0\u4e0a\u6307\u6807\u540d\u3001\u4e1a\u52a1\u6807\u7b7e\u3001\u805a\u5408\u51fd\u6570\u7b49&#xff0c;\u5c31\u53ef\u4ee5\u5b9e\u73b0\u590d\u6742\u7684\u67e5\u8be2\u4e86&#xff0c;\u5177\u4f53\u8bf7\u53c2\u8003\u5b98\u65b9\u8bf4\u660e&#xff0c;\u6bd4\u5982 JVM \u5806\u5185\u5b58\u4f7f\u7528&#xff1a;<\/p>\n<p>jvm_memory_used_bytes<span class=\"token punctuation\">{<\/span>instance<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;192.168.7.84:8080&#034;<\/span><span class=\"token punctuation\">,<\/span> job<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;spring-micrometer-service&#034;<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811091711-6a7ae89723a5e.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>4. \u96c6\u6210 Grafana \u76d1\u63a7\u5927\u76d8<\/h2>\n<h3>4.1 \u6570\u636e\u6e90\u914d\u7f6e<\/h3>\n<li>\u767b\u5f55 Grafana \u540e\u53f0&#xff0c;\u8fdb\u5165 Connections- Add new Data sources<\/li>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811091711-6a7ae897383ea.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<li>\n<p>\u9009\u62e9\u6dfb\u52a0 Prometheus \u6570\u636e\u6e90<\/p>\n<\/li>\n<li>\n<p>URL \u586b\u5199&#xff1a;http:\/\/Prometheus\u670d\u52a1IP:9090<\/p>\n<\/li>\n<li>\n<p>Scrape interval \u586b\u5199&#xff1a;15s<\/p>\n<\/li>\n<li>\n<p>\u5173\u95ed Proxy \u5f02\u5e38\u7f13\u5b58&#xff0c;\u70b9\u51fb Save &amp; test&#xff0c;\u663e\u793a\u6210\u529f\u5373\u53ef<\/p>\n<\/li>\n<p>\u5173\u952e\u9002\u914d\u70b9&#xff1a;\u6570\u636e\u6e90\u5fc5\u987b\u4e0e Prometheus \u91c7\u96c6\u5468\u671f\u4e00\u81f4&#xff0c;\u5426\u5219\u5927\u76d8\u6570\u636e\u65ad\u5c42\u3001\u5ef6\u8fdf\u5931\u771f\u3002<\/p>\n<h3>4.2 \u5b98\u65b9\u4eea\u8868\u76d8<\/h3>\n<p>\u5728\u5b98\u65b9\u641c\u7d22 Spring Boot \u3001Micrometer &#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811091711-6a7ae897769a8.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>Grafana \u4e2d\u65b0\u5efa\u4eea\u8868\u76d8 &#xff08;Home &#8211; Dashboards &#8211; new &#8211; Import dashboard&#xff09;&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811091711-6a7ae89796325.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u901a\u8fc7 ID \u6216 Json \u6570\u636e\u5bfc\u5165&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811091711-6a7ae897c23ea.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u5bfc\u5165\u6210\u529f\u540e&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260811091711-6a7ae897da824.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>4.3 \u81ea\u5b9a\u4e49\u76d1\u63a7\u76d8<\/h3>\n<p>\u5bf9\u4e8e\u6ca1\u6709\u5b98\u65b9\u4eea\u8868\u76d8\u7684\u573a\u666f\u4e0b&#xff0c;\u6bd4\u5982\u81ea\u5b9a\u4e49\u7684\u4e1a\u52a1\u6307\u6807&#xff0c;\u53ef\u4ee5\u628a \/actuator\/prometheus \u4e2d\u7684\u6307\u6807\u53d1\u7ed9 AI \u5199\u4e00\u4e2a Json \u6587\u4ef6&#xff0c;\u76f4\u63a5\u5bfc\u5165\u5230 Grafana \u4e2d\u5c31\u53ef\u4ee5\u4e86 &#xff01;&#xff01;&#xff01;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u76ee\u5f551. \u6574\u4f53\u67b6\u67841.1 \u4e1a\u52a1\u670d\u52a1&#xff5c;Micrometer \u91c7\u96c6\u5c421.2 Prometheus&#xff5c;\u65f6\u5e8f\u5b58\u50a8 &amp; 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Prometh<\/p>\n","protected":false},"author":2,"featured_media":93008,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1647,678,98],"topic":[],"class_list":["post-93019","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-grafana","tag-prometheus","tag-spring-boot"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Micrometer \u7cfb\u5217\u301036\u3011Spring Boot Actuator | \u96c6\u6210 Prometheus + Grafana \u53ef\u89c6\u5316 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/93019.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Micrometer \u7cfb\u5217\u301036\u3011Spring Boot Actuator | \u96c6\u6210 Prometheus + Grafana \u53ef\u89c6\u5316 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u76ee\u5f551. \u6574\u4f53\u67b6\u67841.1 \u4e1a\u52a1\u670d\u52a1&#xff5c;Micrometer \u91c7\u96c6\u5c421.2 Prometheus&#xff5c;\u65f6\u5e8f\u5b58\u50a8 &amp; \u8ba1\u7b97 &amp; \u544a\u8b66\u5c421.3 Grafana&#xff5c;\u53ef\u89c6\u5316\u89c2\u6d4b\u5c422. \u90e8\u7f72 Prometheus Grafana3. 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