{"id":32528,"date":"2025-03-04T10:20:14","date_gmt":"2025-03-04T02:20:14","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=32528"},"modified":"2025-03-04T10:20:14","modified_gmt":"2025-03-04T02:20:14","slug":"prometheus%e5%a6%82%e4%bd%95%e4%b8%8eopentelemetry%e9%9b%86%e6%88%90%e5%ae%9e%e7%8e%b0%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/32528.html","title":{"rendered":"Prometheus\u5982\u4f55\u4e0eOpenTelemetry\u96c6\u6210\u5b9e\u73b0\u53ef\u89c2\u6d4b\u6027\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/pic.zadbj010.com\/2025\/73edaa6ba951ad6.jpg\" alt=\"Prometheus\u5982\u4f55\u4e0eOpenTelemetry\u96c6\u6210\u5b9e\u73b0\u53ef\u89c2\u6d4b\u6027\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5728\u4e91\u539f\u751f\u6280\u672f\u84ec\u52c3\u53d1\u5c55\u7684\u4eca\u5929\uff0c\u7cfb\u7edf\u7684\u590d\u6742\u6027\u5448\u73b0\u6307\u6570\u7ea7\u589e\u957f\u3002\u4e00\u4e2a\u5fae\u670d\u52a1\u8bf7\u6c42\u53ef\u80fd\u8de8\u8d8a\u6570\u5341\u4e2a\u5bb9\u5668\uff0c\u8c03\u7528\u94fe\u6d89\u53ca\u6570\u636e\u5e93\u3001\u6d88\u606f\u961f\u5217\u3001\u7f13\u5b58\u7b49\u591a\u79cd\u7ec4\u4ef6\u3002\u5f53\u51fa\u73b0\u63a5\u53e3\u5ef6\u8fdf\u7a81\u589e\u6216\u670d\u52a1\u5f02\u5e38\u65f6\uff0c\u8fd0\u7ef4\u56e2\u961f\u5f80\u5f80\u9700\u8981\u50cf\u201c\u6570\u5b57\u4fa6\u63a2\u201d\u4e00\u6837\uff0c\u4ece\u788e\u7247\u5316\u7684\u65e5\u5fd7\u3001\u6307\u6807\u548c\u94fe\u8def\u6570\u636e\u4e2d\u62fc\u51d1\u771f\u76f8\u3002\u8fd9\u6b63\u662f<strong>\u53ef\u89c2\u6d4b\u6027<\/strong>\u6210\u4e3a\u73b0\u4ee3IT\u67b6\u6784\u6838\u5fc3\u7ade\u4e89\u529b\u7684\u539f\u56e0\u2014\u2014\u800c\u5982\u4f55\u5c06<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a><\/strong>\u4e0e<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">OpenTelemetry<\/a><\/strong>\u8fd9\u4e24\u5927\u89c2\u6d4b\u5229\u5668\u6df1\u5ea6\u96c6\u6210\uff0c\u6b63\u5728\u5f15\u53d1\u6280\u672f\u793e\u533a\u7684\u5e7f\u6cdb\u8ba8\u8bba\u3002<\/p>\n<h3 id=\"\u4e00-\u89c2\u6d4b\u5de5\u5177\u7684\u89d2\u8272\u5b9a\u4f4d-\u4e3a\u4ec0\u4e48\u9700\u8981\u53cc\u5251\u5408\u74a7\">\u4e00\u3001\u89c2\u6d4b\u5de5\u5177\u7684\u89d2\u8272\u5b9a\u4f4d\uff1a\u4e3a\u4ec0\u4e48\u9700\u8981\u53cc\u5251\u5408\u74a7\uff1f<\/h3>\n<p>\u4f5c\u4e3a\u4e91\u539f\u751f\u76d1\u63a7\u7684\u4e8b\u5b9e\u6807\u51c6\uff0c<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a><\/strong>\u51ed\u501f\u5176\u591a\u7ef4\u6570\u636e\u6a21\u578b\u548c\u9ad8\u6548\u7684\u65f6\u5e8f\u6570\u636e\u5e93\uff0c\u5728\u6307\u6807\u91c7\u96c6\u4e0e\u8b66\u62a5\u9886\u57df\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\u3002\u5176\u57fa\u4e8ePull\u7684\u91c7\u96c6\u673a\u5236\u914d\u5408\u7075\u6d3b\u7684PromQL\u67e5\u8be2\u8bed\u8a00\uff0c\u4f7f\u5f97CPU\u4f7f\u7528\u7387\u3001API\u8c03\u7528\u6b21\u6570\u7b49\u6307\u6807\u76d1\u63a7\u53d8\u5f97\u76f4\u89c2\u9ad8\u6548\u3002\u4f46\u9762\u5bf9\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u590d\u6742\u7684\u94fe\u8def\u8ffd\u8e2a\uff08Tracing\uff09\u548c\u4e0a\u4e0b\u6587\u65e5\u5fd7\uff08Logging\uff09\uff0c\u5355\u4e00\u7684\u6307\u6807\u76d1\u63a7\u4f53\u7cfb\u5f00\u59cb\u663e\u9732\u5c40\u9650\u6027\u3002<\/p>\n<p>\u6b64\u65f6<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">OpenTelemetry<\/a><\/strong>\u7684\u8bde\u751f\u6253\u5f00\u4e86\u65b0\u5c40\u9762\u3002\u8fd9\u4e2a\u7531CNCF\u5b75\u5316\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u7edf\u4e00\u4e86\u89c2\u6d4b\u6570\u636e\u7684\u91c7\u96c6\u6807\u51c6\uff0c\u901a\u8fc7\u81ea\u52a8\u5316\u7684Instrumentation\u6280\u672f\uff0c\u80fd\u591f\u8de8\u8bed\u8a00\u3001\u8de8\u6846\u67b6\u6536\u96c6<strong>\u6307\u6807\uff08Metrics\uff09\u3001\u8ddf\u8e2a\uff08Trace\uff09\u3001\u65e5\u5fd7\uff08Logs\uff09<\/strong>\u4e09\u4f4d\u4e00\u4f53\u7684\u89c2\u6d4b\u6570\u636e\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u6253\u7834\u4e86\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u7684\u6570\u636e\u5b64\u5c9b\uff0c\u4f46\u81ea\u8eab\u5e76\u4e0d\u63d0\u4f9b\u957f\u671f\u5b58\u50a8\u548c\u53ef\u89c6\u5316\u80fd\u529b\u2014\u2014\u8fd9\u6b63\u662f\u4e0ePrometheus\u5f62\u6210\u4e92\u8865\u7684\u5173\u952e\u5207\u5165\u70b9\u3002<\/p>\n<h3 id=\"\u4e8c-\u67b6\u6784\u878d\u5408-\u6570\u636e\u7ba1\u9053\u7684\u7cbe\u5bc6\u5bf9\u63a5\">\u4e8c\u3001\u67b6\u6784\u878d\u5408\uff1a\u6570\u636e\u7ba1\u9053\u7684\u7cbe\u5bc6\u5bf9\u63a5<\/h3>\n<p>\u5b9e\u73b0\u4e24\u5927\u7cfb\u7edf\u7684\u534f\u540c\u8fd0\u4f5c\uff0c\u672c\u8d28\u662f\u6784\u5efa\u6807\u51c6\u5316\u7684<strong>\u89c2\u6d4b\u6570\u636e\u6d41\u6c34\u7ebf<\/strong>\u3002OpenTelemetry Collector\u4f5c\u4e3a\u6570\u636e\u5904\u7406\u4e2d\u67a2\uff0c\u5728\u6b64\u8fc7\u7a0b\u4e2d\u626e\u6f14\u7740\u6838\u5fc3\u89d2\u8272\u3002\u5982\u4e0b\u56fe\u6240\u793a\u7684\u6570\u636e\u6d41\u5411\u63ed\u793a\u4e86\u96c6\u6210\u7684\u6280\u672f\u8109\u7edc\uff1a<\/p>\n<pre><code>[\u5e94\u7528\u670d\u52a1] --(OTLP\u534f\u8bae)--&gt; [OpenTelemetry Collector] --(Prometheus\u683c\u5f0f)--&gt; [Prometheus Server]  \r\n|  \r\nV  \r\n[Jaeger\/Elasticsearch\u7b49]  \r\n<\/code><\/pre>\n<p>\u8fd9\u4e2a\u67b6\u6784\u4e2d\u9690\u85cf\u7740\u4e09\u4e2a\u5173\u952e\u6280\u672f\u70b9\uff1a<\/p>\n<ol>\n<li><strong>\u534f\u8bae\u8f6c\u6362\u9b54\u6cd5<\/strong>\uff1aCollector\u901a\u8fc7<code>prometheusremotewrite<\/code> exporter\uff0c\u5c06OTLP\u683c\u5f0f\u7684\u6307\u6807\u6570\u636e\u5b9e\u65f6\u8f6c\u6362\u4e3aPrometheus\u517c\u5bb9\u7684remote_write\u534f\u8bae\n<\/li>\n<li><strong>\u53cc\u6a21\u91c7\u96c6\u517c\u5bb9<\/strong>\uff1a\u65e2\u652f\u6301\u4f20\u7edfPrometheus\u7684scrape\u6a21\u5f0f\u6293\u53d6\u6307\u6807\uff0c\u4e5f\u5141\u8bb8\u5e94\u7528\u901a\u8fc7SDK\u4e3b\u52a8\u63a8\u9001OTLP\u6570\u636e\n<\/li>\n<li><strong>\u8d44\u6e90\u6807\u7b7e\u5bf9\u9f50<\/strong>\uff1a\u5229\u7528OpenTelemetry\u7684Resource SDK\u7edf\u4e00\u8bbe\u7f6e\u73af\u5883\uff08env\uff09\u3001\u670d\u52a1\u540d\uff08service.name\uff09\u7b49\u6807\u7b7e\uff0c\u786e\u4fdd\u4e0ePrometheus\u7684label\u4f53\u7cfb\u65e0\u7f1d\u8854\u63a5\n<\/li>\n<\/ol>\n<p>\u67d0\u8de8\u5883\u7535\u5546\u5e73\u53f0\u7684\u5b9e\u8df5\u9a8c\u8bc1\uff0c\u8fd9\u79cd\u6df7\u5408\u67b6\u6784\u4f7f\u76d1\u63a7\u6570\u636e\u91c7\u96c6\u6548\u7387\u63d0\u534740%\uff0c\u5173\u952e\u4e8b\u52a1\u7684\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u4ece\u5c0f\u65f6\u7ea7\u7f29\u77ed\u81f3\u5206\u949f\u7ea7\u3002<\/p>\n<h3 id=\"\u4e09-\u5b9e\u6218\u96c6\u6210-\u4e94\u6b65\u6784\u5efa\u89c2\u6d4b\u4f53\u7cfb\">\u4e09\u3001\u5b9e\u6218\u96c6\u6210\uff1a\u4e94\u6b65\u6784\u5efa\u89c2\u6d4b\u4f53\u7cfb<\/h3>\n<p><strong>\u6b65\u9aa41\uff1aInstrumentation\u81ea\u52a8\u5316\u57cb\u70b9<\/strong><br \/>\n\u5728Java\u5fae\u670d\u52a1\u4e2d\u6ce8\u5165OpenTelemetry\u4f9d\u8d56\uff1a<\/p>\n<pre><code class=\"language-xml\">&lt;dependency&gt;  \r\n&lt;groupId&gt;io.opentelemetry&lt;\/groupId&gt;  \r\n&lt;artifactId&gt;opentelemetry-api&lt;\/artifactId&gt;  \r\n&lt;version&gt;1.32.0&lt;\/version&gt;  \r\n&lt;\/dependency&gt;  \r\n<\/code><\/pre>\n<p>\u901a\u8fc7@WithSpan\u6ce8\u89e3\u81ea\u52a8\u751f\u6210\u94fe\u8def\u8ffd\u8e2a\uff1a<\/p>\n<pre><code class=\"language-java\">@GetMapping(&quot;\/checkout&quot;)  \r\n@WithSpan(&quot;process_payment&quot;)  \r\npublic ResponseEntity checkout() {  \r\n\/\/ \u4e1a\u52a1\u903b\u8f91  \r\n}  \r\n<\/code><\/pre>\n<p><strong>\u6b65\u9aa42\uff1aCollector\u5173\u952e\u914d\u7f6e<\/strong><br \/>\n\u5728otel-collector-config.yaml\u4e2d\u5b9a\u4e49Prometheus\u5bfc\u51fa\u5668\uff1a<\/p>\n<pre><code class=\"language-yaml\">exporters:  \r\nprometheusremotewrite:  \r\nendpoint: &quot;http:\/\/prometheus:9090\/api\/v1\/write&quot;  \r\nheaders:  \r\n&quot;X-Scope-OrgID&quot;: &quot;observability-team&quot;  \r\n  \r\nservice:  \r\npipelines:  \r\nmetrics:  \r\nreceivers: [otlp]  \r\nprocessors: [batch]  \r\nexporters: [prometheusremotewrite]  \r\n<\/code><\/pre>\n<p><strong>\u6b65\u9aa43\uff1aPrometheus\u670d\u52a1\u53d1\u73b0\u4f18\u5316<\/strong><br \/>\n\u914d\u7f6eprometheus.yml\u5b9e\u73b0\u53cc\u6a21\u91c7\u96c6\uff1a<\/p>\n<pre><code class=\"language-yaml\">scrape_configs:  \r\n- job_name: 'otel-collector'  \r\nstatic_configs:  \r\n- targets: ['otel-collector:8889']  \r\n- job_name: 'legacy-services'  \r\nkubernetes_sd_configs:  \r\n- role: pod  \r\n<\/code><\/pre>\n<p><strong>\u6b65\u9aa44\uff1a\u6807\u7b7e\u6cbb\u7406\u7b56\u7565<\/strong><br \/>\n\u901a\u8fc7OpenTelemetry\u8d44\u6e90\u68c0\u6d4b\u7edf\u4e00\u6807\u7b7e\uff1a<\/p>\n<pre><code class=\"language-python\">Resource(attributes={  \r\n&quot;service.name&quot;: &quot;payment-service&quot;,  \r\n&quot;deployment.environment&quot;: &quot;prod&quot;,  \r\n&quot;cloud.region&quot;: &quot;us-west-2&quot;  \r\n})  \r\n<\/code><\/pre>\n<p>\u5728Prometheus\u4e2d\u4f7f\u7528label_replace\u51fd\u6570\u5bf9\u9f50\u6807\u7b7e\uff1a<\/p>\n<pre><code class=\"language-promql\">label_replace(  \r\nhttp_requests_total,  \r\n&quot;environment&quot;,  \r\n&quot;$1&quot;,  \r\n&quot;service_name&quot;,  \r\n&quot;(.*)-svc&quot;  \r\n)  \r\n<\/code><\/pre>\n<p><strong>\u6b65\u9aa45\uff1a\u53ef\u89c6\u5316\u5c42\u7edf\u4e00<\/strong><br \/>\n\u5229\u7528Grafana\u540c\u65f6\u67e5\u8be2PromQL\u548cTrace\u6570\u636e\uff1a<\/p>\n<pre><code class=\"language-sql\">-- \u5c55\u793a\u9519\u8bef\u7387\u8d8b\u52bf  \r\nrate(http_requests_total{status=&quot;500&quot;}[5m])  \r\n  \r\n-- \u5173\u8054\u8ffd\u8e2a\u6570\u636e  \r\ntraces_query(&quot;operation='checkout' AND error=true&quot;)  \r\n<\/code><\/pre>\n<h3 id=\"\u56db-\u6548\u80fd\u63d0\u5347-\u8d85\u8d8a\u5de5\u5177\u96c6\u6210\u7684\u4ef7\u503c\">\u56db\u3001\u6548\u80fd\u63d0\u5347\uff1a\u8d85\u8d8a\u5de5\u5177\u96c6\u6210\u7684\u4ef7\u503c<\/h3>\n<p>\u5f53\u4e24\u5927\u7cfb\u7edf\u6df1\u5ea6\u534f\u540c\u540e\uff0c\u4ea7\u751f\u7684\u5316\u5b66\u53cd\u5e94\u8fdc\u8d85\u7b80\u5355\u5de5\u5177\u53e0\u52a0\uff1a<\/p>\n<ul>\n<li><strong>\u6210\u672c\u4f18\u5316<\/strong>\uff1a\u67d0\u91d1\u878d\u5ba2\u6237\u901a\u8fc7\u7edf\u4e00\u91c7\u96c6\u7ba1\u9053\uff0c\u8282\u7701\u4e8665%\u7684\u91cd\u590d\u6570\u636e\u4f20\u8f93\u6210\u672c\n<\/li>\n<li><strong>\u6392\u969c\u9769\u547d<\/strong>\uff1a\u652f\u6301\u4ecePrometheus\u56fe\u8868\u76f4\u63a5\u4e0b\u94bb\u5230\u5177\u4f53Trace\uff0c\u4f7fMTTI\uff08\u5e73\u5747\u6545\u969c\u8bc6\u522b\u65f6\u95f4\uff09\u7f29\u77ed83%\n<\/li>\n<li><strong>\u89c4\u8303\u6cbb\u7406<\/strong>\uff1a\u7edf\u4e00\u7684\u5c5e\u6027\u6807\u7b7e\u4f53\u7cfb\uff0c\u89e3\u51b3\u4e86\u8fc7\u53bb30%\u7684\u544a\u8b66\u8bef\u62a5\u95ee\u9898\n<\/li>\n<li><strong>\u672a\u6765\u6269\u5c55<\/strong>\uff1a\u901a\u8fc7OpenTelemetry\u7684\u7075\u6d3b\u5bfc\u51fa\u5668\uff0c\u53ef\u65e0\u7f1d\u5bf9\u63a5\u81f3AWS Timestream\u7b49\u4e91\u6258\u7ba1\u670d\u52a1\n<\/li>\n<\/ul>\n<p>\u5728\u6df7\u5408\u4e91\u573a\u666f\u4e0b\uff0c\u8fd9\u79cd\u67b6\u6784\u5c55\u73b0\u51fa\u72ec\u7279\u4f18\u52bf\u3002\u67d0\u5236\u9020\u4f01\u4e1a\u7684\u6848\u4f8b\u663e\u793a\uff0c\u5176\u8fb9\u7f18\u8ba1\u7b97\u8282\u70b9\u901a\u8fc7OpenTelemetry Collector\u672c\u5730\u9884\u5904\u7406\u6570\u636e\uff0c\u4ec5\u4e0a\u4f20\u5173\u952e\u6307\u6807\u5230\u4e2d\u5fc3Prometheus\uff0c\u5e26\u5bbd\u6d88\u8017\u964d\u4f4e\u81f3\u539f\u6709\u65b9\u6848\u76841\/8\uff0c\u540c\u65f6\u5b8c\u6574\u4fdd\u7559\u4e86\u7aef\u4fa7\u7684Trace\u4e0a\u4e0b\u6587\u3002<\/p>\n<h3 id=\"\u4e94-\u907f\u5751\u6307\u5357-\u6765\u81ea\u4e00\u7ebf\u7684\u7ecf\u9a8c\u7ed3\u6676\">\u4e94\u3001\u907f\u5751\u6307\u5357\uff1a\u6765\u81ea\u4e00\u7ebf\u7684\u7ecf\u9a8c\u7ed3\u6676<\/h3>\n<ol>\n<li><strong>\u6307\u6807\u51b2\u7a81\u9884\u9632<\/strong>\uff1a\u5728Collector\u4e2d\u914d\u7f6e\u8f6c\u6362\u89c4\u5219\uff0c\u907f\u514dPrometheus\u539f\u751f\u6307\u6807\u4e0eOpenTelemetry\u6307\u6807\u540c\u540d\u8986\u76d6\n<\/li>\n<\/ol>\n<p>&rdquo;`yaml<br 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