{"id":35317,"date":"2025-03-19T09:37:58","date_gmt":"2025-03-19T01:37:58","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=35317"},"modified":"2025-03-19T09:37:58","modified_gmt":"2025-03-19T01:37:58","slug":"opentelemetry%e5%a6%82%e4%bd%95%e6%94%af%e6%8c%81%e8%87%aa%e5%8a%a8%e5%8c%96%e7%9b%91%e6%8e%a7%e5%92%8c%e8%87%aa%e6%84%88%e7%b3%bb%e7%bb%9f%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/35317.html","title":{"rendered":"OpenTelemetry\u5982\u4f55\u652f\u6301\u81ea\u52a8\u5316\u76d1\u63a7\u548c\u81ea\u6108\u7cfb\u7edf\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/U07A2.jpg\" alt=\"OpenTelemetry\u5982\u4f55\u652f\u6301\u81ea\u52a8\u5316\u76d1\u63a7\u548c\u81ea\u6108\u7cfb\u7edf\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u7cfb\u7edf\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u5fae\u670d\u52a1\u67b6\u6784\u3001\u4e91\u539f\u751f\u6280\u672f\u548c\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u666e\u53ca\uff0c\u8ba9\u4f20\u7edf\u7684\u76d1\u63a7\u624b\u6bb5\u9010\u6e10\u529b\u4e0d\u4ece\u5fc3\u3002\u4e00\u6b21\u5076\u53d1\u7684\u670d\u52a1\u5ef6\u8fdf\u53ef\u80fd\u5f15\u53d1\u8774\u8776\u6548\u5e94\uff0c\u5bfc\u81f4\u6574\u4e2a\u4e1a\u52a1\u94fe\u5d29\u6e83\u3002\u4f01\u4e1a\u4e0d\u4ec5\u9700\u8981\u5b9e\u65f6\u611f\u77e5\u95ee\u9898\uff0c\u66f4\u9700\u8981\u7cfb\u7edf\u5177\u5907<strong>\u81ea\u4e3b\u53d1\u73b0\u95ee\u9898\u3001\u5206\u6790\u6839\u56e0\u5e76\u89e6\u53d1\u4fee\u590d<\/strong>\u7684\u80fd\u529b\u3002\u8fd9\u6b63\u662f<strong>\u81ea\u52a8\u5316\u76d1\u63a7\u4e0e\u81ea\u6108\u7cfb\u7edf<\/strong>\u7684\u6838\u5fc3\u4ef7\u503c\u6240\u5728\u3002\u800c\u4f5c\u4e3a\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u7684\u4e8b\u5b9e\u6807\u51c6\uff0c<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">OpenTelemetry<\/a><\/strong>\u901a\u8fc7\u7edf\u4e00\u7684\u6570\u636e\u91c7\u96c6\u3001\u4e0a\u4e0b\u6587\u5173\u8054\u548c\u667a\u80fd\u5206\u6790\uff0c\u4e3a\u8fd9\u4e00\u76ee\u6807\u63d0\u4f9b\u4e86\u6280\u672f\u57fa\u77f3\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-opentelemetry-\u53ef\u89c2\u6d4b\u6027\u7684-\u901a\u7528\u8bed\u8a00\">\u4e00\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">OpenTelemetry<\/a>\uff1a\u53ef\u89c2\u6d4b\u6027\u7684\u201c\u901a\u7528\u8bed\u8a00\u201d<\/h3>\n<p><strong>OpenTelemetry\uff08\u7b80\u79f0OTel\uff09<\/strong>\u662f\u7531CNCF\u5b75\u5316\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u65e8\u5728\u89e3\u51b3\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\u6307\u6807\uff08Metrics\uff09\u3001\u8ffd\u8e2a\uff08Traces\uff09\u3001\u65e5\u5fd7\uff08Logs\uff09\u7684\u6807\u51c6\u5316\u91c7\u96c6\u95ee\u9898\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e<strong>\u6253\u7834\u6570\u636e\u5b64\u5c9b<\/strong>\u2014\u2014\u901a\u8fc7\u7edf\u4e00\u7684API\u548cSDK\uff0c\u517c\u5bb9\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u548c\u6846\u67b6\uff08\u5982Java\u3001Python\u3001Kubernetes\u7b49\uff09\uff0c\u5c06\u539f\u672c\u5206\u6563\u7684\u76d1\u63a7\u6570\u636e\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u4fe1\u606f\u3002<\/p>\n<p>\u67d0\u7535\u5546\u5e73\u53f0\u7684\u8ba2\u5355\u670d\u52a1\u51fa\u73b0\u5ef6\u8fdf\u65f6\uff0c\u4f20\u7edf\u65b9\u6848\u9700\u5206\u522b\u68c0\u67e5\u5e94\u7528\u65e5\u5fd7\u3001\u6570\u636e\u5e93\u6027\u80fd\u6307\u6807\u548c\u7f51\u7edc\u94fe\u8def\u8ffd\u8e2a\u3002\u800c\u901a\u8fc7OpenTelemetry\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5<strong>\u5728\u5355\u4e00\u754c\u9762\u4e2d\u5173\u8054\u8fd9\u4e09\u7c7b\u6570\u636e<\/strong>\uff1a\u4ece\u7528\u6237\u70b9\u51fb\u4e0b\u5355\u7684HTTP\u8bf7\u6c42\uff08Trace\uff09\uff0c\u5230\u8ba2\u5355\u670d\u52a1\u8c03\u7528\u5e93\u5b58\u670d\u52a1\u7684gRPC\u8017\u65f6\uff08Span\uff09\uff0c\u518d\u5230\u6570\u636e\u5e93\u67e5\u8be2\u7684CPU\u4f7f\u7528\u7387\uff08Metric\uff09\uff0c\u5f62\u6210\u5b8c\u6574\u7684\u4e0a\u4e0b\u6587\u94fe\u6761\u3002\u8fd9\u79cd<strong>\u7aef\u5230\u7aef\u7684\u53ef\u89c1\u6027<\/strong>\u662f\u6784\u5efa\u81ea\u52a8\u5316\u7cfb\u7edf\u7684\u7b2c\u4e00\u6b65\u3002<\/p>\n<p>\u6839\u636eCNCF 2023\u5e74\u7684\u8c03\u67e5\u62a5\u544a\uff0c<strong>\u8d85\u8fc745%\u7684\u4f01\u4e1a\u5df2\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u91c7\u7528OpenTelemetry<\/strong>\uff0c\u5176\u91c7\u7528\u7387\u4e24\u5e74\u5185\u589e\u957f\u8d85300%\u3002\u8fd9\u79cd\u7206\u53d1\u5f0f\u589e\u957f\u80cc\u540e\uff0c\u6b63\u662f\u4f01\u4e1a\u5bf9\u201c\u53ef\u89c2\u6d4b\u6027\u9a71\u52a8\u8fd0\u7ef4\u201d\u7684\u8feb\u5207\u9700\u6c42\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u4ece\u76d1\u63a7\u5230\u81ea\u6108-opentelemetry\u7684\u4e09\u5927\u8d4b\u80fd\u573a\u666f\">\u4e8c\u3001\u4ece\u76d1\u63a7\u5230\u81ea\u6108\uff1aOpenTelemetry\u7684\u4e09\u5927\u8d4b\u80fd\u573a\u666f<\/h3>\n<h4 id=\"1-\u6570\u636e\u6807\u51c6\u5316-\u81ea\u52a8\u5316\u76d1\u63a7\u7684\u71c3\u6599\"><strong>1. \u6570\u636e\u6807\u51c6\u5316\uff1a\u81ea\u52a8\u5316\u76d1\u63a7\u7684\u71c3\u6599<\/strong><\/h4>\n<p>\u81ea\u52a8\u5316\u76d1\u63a7\u7cfb\u7edf\u7684\u6709\u6548\u6027\u53d6\u51b3\u4e8e\u8f93\u5165\u6570\u636e\u7684\u8d28\u91cf\u3002OpenTelemetry\u901a\u8fc7\u4ee5\u4e0b\u673a\u5236\u786e\u4fdd\u6570\u636e\u4e00\u81f4\u6027\uff1a<\/p>\n<ul>\n<li><strong>\u8bed\u4e49\u7ea6\u5b9a\uff08Semantic Conventions\uff09<\/strong>\uff1a\u9884\u5b9a\u4e49\u8d44\u6e90\u5c5e\u6027\uff08\u5982<code>service.name<\/code>\u3001<code>cloud.provider<\/code>\uff09\uff0c\u907f\u514d\u4e0d\u540c\u56e2\u961f\u5bf9\u201c\u670d\u52a1\u540d\u79f0\u201d\u7b49\u5b57\u6bb5\u7684\u6b67\u4e49\u5b9a\u4e49\u3002\n<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u4f20\u64ad\uff08Context Propagation\uff09<\/strong>\uff1a\u901a\u8fc7W3C TraceContext\u6807\u51c6\uff0c\u5728\u8de8\u670d\u52a1\u8c03\u7528\u4e2d\u81ea\u52a8\u4f20\u9012Trace ID\u3001Span ID\uff0c\u786e\u4fdd\u5206\u5e03\u5f0f\u4e8b\u52a1\u7684\u53ef\u8ffd\u8e2a\u6027\u3002\n<\/li>\n<li><strong>\u7075\u6d3b\u5bfc\u51fa\u5668\uff08Exporters\uff09<\/strong>\uff1a\u652f\u6301\u5c06\u6570\u636e\u53d1\u9001\u81f3<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u3001Jaeger\u3001Elasticsearch\u7b49\u4e3b\u6d41\u5206\u6790\u5de5\u5177\uff0c\u907f\u514d\u5382\u5546\u9501\u5b9a\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u91d1\u878d\u7cfb\u7edf\u4f7f\u7528OpenTelemetry Collector\u63a5\u6536\u6240\u6709\u6570\u636e\uff0c\u5e76\u901a\u8fc7<strong>\u52a8\u6001\u8def\u7531\u89c4\u5219<\/strong>\uff0c\u5c06\u4ea4\u6613\u7c7bTrace\u53d1\u9001\u81f3Jaeger\uff0c\u5c06\u9519\u8bef\u65e5\u5fd7\u53d1\u9001\u81f3Splunk\u3002\u8fd9\u79cd\u89e3\u8026\u8bbe\u8ba1\u4f7f\u5f97\u540e\u7eed\u7684\u5f02\u5e38\u68c0\u6d4b\u7b97\u6cd5\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u5206\u6790\u7ed3\u6784\u5316\u6570\u636e\uff0c\u800c\u975e\u5904\u7406\u683c\u5f0f\u8f6c\u6362\u3002<\/p>\n<h4 id=\"2-\u5b9e\u65f6\u5f02\u5e38\u68c0\u6d4b-\u4ece\u88ab\u52a8\u544a\u8b66\u5230\u4e3b\u52a8\u6d1e\u5bdf\"><strong>2. \u5b9e\u65f6\u5f02\u5e38\u68c0\u6d4b\uff1a\u4ece\u88ab\u52a8\u544a\u8b66\u5230\u4e3b\u52a8\u6d1e\u5bdf<\/strong><\/h4>\n<p>\u4f20\u7edf\u76d1\u63a7\u4f9d\u8d56\u9608\u503c\u544a\u8b66\uff08\u5982CPU\u4f7f\u7528\u7387&gt;90%\uff09\uff0c\u4f46\u5728\u590d\u6742\u7cfb\u7edf\u4e2d\uff0c\u5355\u4e00\u6307\u6807\u5f80\u5f80\u65e0\u6cd5\u53cd\u6620\u771f\u5b9e\u95ee\u9898\u3002OpenTelemetry\u7684\u89e3\u51b3\u65b9\u6848\u662f<strong>\u591a\u7ef4\u5173\u8054\u5206\u6790<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>Metric-Trace\u8054\u52a8<\/strong>\uff1a\u5f53\u67d0\u670d\u52a1\u7684\u9519\u8bef\u7387\uff08Metric\uff09\u7a81\u589e\u65f6\uff0c\u81ea\u52a8\u62bd\u6837\u5173\u8054\u7684Trace\uff0c\u5b9a\u4f4d\u5230\u5177\u4f53\u4ee3\u7801\u65b9\u6cd5\uff08\u5982Java\u7684<code>@Span<\/code>\u6ce8\u89e3\u6807\u8bb0\u7684\u65b9\u6cd5\uff09\u3002\n<\/li>\n<li><strong>\u52a8\u6001\u57fa\u7ebf\u8ba1\u7b97<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u8bad\u7ec3\u6a21\u578b\uff0c\u8bc6\u522b\u504f\u79bb\u6b63\u5e38\u6a21\u5f0f\u7684\u884c\u4e3a\u3002\u4f8b\u5982\uff0c\u67d0API\u7684P99\u5ef6\u8fdf\u901a\u5e38\u5728200ms\u4ee5\u5185\uff0c\u82e5\u7a81\u7136\u5347\u81f3500ms\uff0c\u5373\u4f7f\u672a\u8d85\u56fa\u5b9a\u9608\u503c\uff0c\u4e5f\u4f1a\u89e6\u53d1\u9884\u8b66\u3002\n<\/li>\n<li><strong>\u8d44\u6e90\u62d3\u6251\u6620\u5c04<\/strong>\uff1a\u7ed3\u5408Kubernetes\u5143\u6570\u636e\uff0c\u81ea\u52a8\u751f\u6210\u670d\u52a1\u4f9d\u8d56\u56fe\u3002\u5f53\u67d0\u4e2aPod\u5f02\u5e38\u65f6\uff0c\u53ef\u5feb\u901f\u8bc6\u522b\u53d7\u5f71\u54cd\u7684\u4e0a\u6e38\u670d\u52a1\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u5934\u90e8\u4e91\u5382\u5546\u7684\u5b9e\u8df5\u663e\u793a\uff0c\u901a\u8fc7OpenTelemetry\u91c7\u96c6\u7684<strong>Trace\u91c7\u6837\u6570\u636e\u7ed3\u5408\u673a\u5668\u5b66\u4e60\u6a21\u578b<\/strong>\uff0c\u5c06\u8bef\u62a5\u7387\u964d\u4f4e\u4e8662%\uff0c\u540c\u65f6\u5c06\u6545\u969c\u53d1\u73b0\u65f6\u95f4\u4ece\u5206\u949f\u7ea7\u7f29\u77ed\u81f3\u79d2\u7ea7\u3002<\/p>\n<h4 id=\"3-\u95ed\u73af\u81ea\u6108-\u4ece\u8bca\u65ad\u5230\u4fee\u590d\u7684\u81ea\u52a8\u5316\"><strong>3. \u95ed\u73af\u81ea\u6108\uff1a\u4ece\u8bca\u65ad\u5230\u4fee\u590d\u7684\u81ea\u52a8\u5316<\/strong><\/h4>\n<p>\u81ea\u6108\u7cfb\u7edf\u7684\u7ec8\u6781\u76ee\u6807\u662f<strong>\u51cf\u5c11\u4eba\u5de5\u5e72\u9884<\/strong>\u3002OpenTelemetry\u4e3a\u6b64\u63d0\u4f9b\u4e24\u7c7b\u5173\u952e\u8f93\u5165\uff1a<\/p>\n<ul>\n<li><strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\uff08RCA\uff09<\/strong>\uff1a\u901a\u8fc7Trace\u4e2d\u7684\u9519\u8bef\u6807\u7b7e\uff08\u5982<code>error=true<\/code>\uff09\u548c\u65e5\u5fd7\u4e2d\u7684\u5806\u6808\u4fe1\u606f\uff0c\u7ed3\u5408\u670d\u52a1\u62d3\u6251\uff0c\u5feb\u901f\u5b9a\u4f4d\u6545\u969c\u6e90\u3002\u4f8b\u5982\uff0c\u67d0\u6b21\u5b95\u673a\u88ab\u5b9a\u4f4d\u5230Redis\u8fde\u63a5\u6c60\u6cc4\u6f0f\uff0c\u800c\u975e\u8868\u9762\u4e0a\u7684CPU\u8fc7\u8f7d\u3002\n<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u611f\u77e5\u7684\u4fee\u590d\u7b56\u7565<\/strong>\uff1a\u6839\u636e\u5f02\u5e38\u7c7b\u578b\u548c\u73af\u5883\u72b6\u6001\u9009\u62e9\u52a8\u4f5c\u3002\u4f8b\u5982\uff1a\n<\/li>\n<li>\u5f53\u68c0\u6d4b\u5230\u5185\u5b58\u6cc4\u6f0f\u65f6\uff0c\u81ea\u52a8\u89e6\u53d1Pod\u91cd\u542f\uff08\u901a\u8fc7Kubernetes API\uff09\uff1b\n<\/li>\n<li>\u5f53\u6570\u636e\u5e93\u6162\u67e5\u8be2\u6fc0\u589e\u65f6\uff0c\u81ea\u52a8\u542f\u7528\u5907\u7528\u7d22\u5f15\uff08\u901a\u8fc7Ansible Playbook\uff09\uff1b\n<\/li>\n<li>\u5f53\u7f51\u7edc\u5206\u533a\u53d1\u751f\u65f6\uff0c\u5207\u6362\u6d41\u91cf\u81f3\u707e\u5907\u96c6\u7fa4\uff08\u901a\u8fc7Istio VirtualService\uff09\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u7535\u5546\u5e73\u53f0\u7684\u6848\u4f8b\u663e\u793a\uff0c\u901a\u8fc7\u96c6\u6210OpenTelemetry\u4e0eChaosMesh\uff0c\u7cfb\u7edf\u80fd\u5728\u6a21\u62df\u6545\u969c\u6ce8\u5165\u540e\uff0c<strong>\u57285\u79d2\u5185\u5b8c\u6210\u670d\u52a1\u9694\u79bb\u548c\u6d41\u91cf\u5207\u6362<\/strong>\uff0cMTTR\uff08\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff09\u4e0b\u964d78%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u6280\u672f\u5b9e\u8df5-\u6784\u5efa\u81ea\u52a8\u5316\u7cfb\u7edf\u7684\u5173\u952e\u6b65\u9aa4\">\u4e09\u3001\u6280\u672f\u5b9e\u8df5\uff1a\u6784\u5efa\u81ea\u52a8\u5316\u7cfb\u7edf\u7684\u5173\u952e\u6b65\u9aa4<\/h3>\n<h4 id=\"1-\u6570\u636e\u91c7\u96c6\u5c42\u7684\u7edf\u4e00\u5316\"><strong>1. \u6570\u636e\u91c7\u96c6\u5c42\u7684\u7edf\u4e00\u5316<\/strong><\/h4>\n<ul>\n<li><strong>\u4ee3\u7801\u65e0\u4fb5\u5165\u57cb\u70b9<\/strong>\uff1a\u5229\u7528OpenTelemetry Operator\u5728Kubernetes\u96c6\u7fa4\u4e2d\u81ea\u52a8\u6ce8\u5165Agent\uff0c\u907f\u514d\u4fee\u6539\u4e1a\u52a1\u4ee3\u7801\u3002\n<\/li>\n<li><strong>\u8d44\u6e90\u4e0e\u5c5e\u6027\u6807\u8bb0<\/strong>\uff1a\u901a\u8fc7<code>Resource Detector<\/code>\u81ea\u52a8\u6dfb\u52a0\u73af\u5883\u4fe1\u606f\uff08\u5982\u96c6\u7fa4\u540d\u79f0\u3001\u53ef\u7528\u533a\uff09\uff0c\u4fbf\u4e8e\u540e\u7eed\u8fc7\u6ee4\u548c\u805a\u5408\u3002\n<\/li>\n<li><strong>\u91c7\u6837\u7b56\u7565\u4f18\u5316<\/strong>\uff1a\u5bf9\u9ad8\u4f18\u5148\u7ea7\u4e8b\u52a1\uff08\u5982\u652f\u4ed8\u94fe\u8def\uff09\u542f\u7528\u5168\u91cf\u91c7\u6837\uff0c\u5bf9\u4f4e\u4f18\u5148\u7ea7\u4e8b\u52a1\u4f7f\u7528\u6982\u7387\u91c7\u6837\uff0c\u5e73\u8861\u6570\u636e\u91cf\u4e0e\u5b58\u50a8\u6210\u672c\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u5206\u6790\u5f15\u64ce\u7684\u667a\u80fd\u5316\"><strong>2. \u5206\u6790\u5f15\u64ce\u7684\u667a\u80fd\u5316<\/strong><\/h4>\n<ul>\n<li><strong>\u6d41\u5f0f\u5904\u7406\u6846\u67b6\u96c6\u6210<\/strong>\uff1a\u5c06OpenTelemetry\u6570\u636e\u5bfc\u5165Flink\u6216Apache Pinot\uff0c\u5b9e\u73b0\u5b9e\u65f6\u805a\u5408\u3002\u4f8b\u5982\uff0c\u8ba1\u7b97\u6bcf\u670d\u52a1\u7684\u52a8\u6001\u9519\u8bef\u7387\u57fa\u7ebf\u3002\n<\/li>\n<li><strong>AI\/ML\u6a21\u578b\u5d4c\u5165<\/strong>\uff1a\u4f7f\u7528PyTorch\u6216TensorFlow\u5206\u6790Metric\u8d8b\u52bf\uff0c\u9884\u6d4b\u6f5c\u5728\u7684\u5bb9\u91cf\u74f6\u9888\u3002\u67d0\u89c6\u9891\u5e73\u53f0\u901a\u8fc7\u8fd9\u79cd\u65b9\u6cd5\uff0c\u63d0\u524d24\u5c0f\u65f6\u9884\u6d4b\u5230CDN\u5e26\u5bbd\u4e0d\u8db3\uff0c\u81ea\u52a8\u6269\u5bb9\u907f\u514d\u4e86\u5361\u987f\u3002\n<\/li>\n<\/ul>\n<h4 id=\"3-\u52a8\u4f5c\u6267\u884c\u7684\u573a\u666f\u5316\"><strong>3. \u52a8\u4f5c\u6267\u884c\u7684\u573a\u666f\u5316<\/strong><\/h4>\n<ul>\n<li><strong>\u4e0e\u8fd0\u7ef4\u5de5\u5177\u94fe\u5bf9\u63a5<\/strong>\uff1a\u901a\u8fc7Webhook\u5c06\u5206\u6790\u7ed3\u679c\u53d1\u9001\u81f3\u81ea\u52a8\u5316\u5e73\u53f0\uff08\u5982Jenkins\u3001Rundeck\uff09\uff0c\u89e6\u53d1\u9884\u5b9a\u4e49\u7684\u4fee\u590d\u5267\u672c\u3002\n<\/li>\n<li><strong>\u6e10\u8fdb\u5f0f\u4fee\u590d\u7b56\u7565<\/strong>\uff1a\u9996\u6b21\u68c0\u6d4b\u5230\u5f02\u5e38\u65f6\u6267\u884c\u4f4e\u98ce\u9669\u52a8\u4f5c\uff08\u5982\u91cd\u542f\u5bb9\u5668\uff09\uff0c\u82e5\u95ee\u9898\u672a\u89e3\u51b3\u5219\u9010\u6b65\u5347\u7ea7\uff08\u5982\u8282\u70b9\u66ff\u6362\u6216\u544a\u8b66\u4eba\u5de5\u4ecb\u5165\uff09\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u672a\u6765\u5c55\u671b-opentelemetry\u4e0eaiops\u7684\u6df1\u5ea6\u878d\u5408\">\u56db\u3001\u672a\u6765\u5c55\u671b\uff1aOpenTelemetry\u4e0eAIOps\u7684\u6df1\u5ea6\u878d\u5408<\/h3>\n<p>\u968f\u7740\u751f\u6210\u5f0fAI\u7684\u5d1b\u8d77\uff0cOpenTelemetry\u7684\u6f5c\u529b\u5c06\u8fdb\u4e00\u6b65\u91ca\u653e\uff1a<\/p>\n<ul>\n<li><strong>\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/strong>\uff1a\u901a\u8fc7LLM\u6a21\u578b\u5c06\u201c\u8fc7\u53bb\u4e00\u5c0f\u65f6\u4e0b\u5355\u5931\u8d25\u7684\u6839\u56e0\u201d\u8f6c\u6362\u4e3aPromQL\u67e5\u8be2\uff0c\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\u3002\n<\/li>\n<li><strong>\u9884\u6d4b\u6027\u81ea\u6108<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u4e8b\u4ef6\u8bad\u7ec3\u6a21\u578b\uff0c\u5728\u6307\u6807\u5c1a\u672a\u5f02\u5e38\u65f6\u9884\u5224\u6545\u969c\u3002\u4f8b\u5982\uff0c\u901a\u8fc7JVM\u5806\u5185\u5b58\u7684GC\u6a21\u5f0f\u9884\u6d4bOOM\u98ce\u9669\u3002\n<\/li>\n<li><strong>\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa<\/strong>\uff1a\u5c06Trace\u3001Log\u3001Metric\u7684\u5173\u7cfb\u6620\u5c04\u4e3a\u56fe\u8c31\uff0c\u8f85\u52a9\u6839\u56e0\u63a8\u7406\u3002\u5b9e\u9a8c\u6570\u636e\u663e\u793a\uff0c\u8fd9\u79cd\u65b9\u6cd5\u53ef\u5c06RCA\u51c6\u786e\u7387\u63d0\u5347\u81f392%\u3002\n<\/li>\n<\/ul>\n<p>Gartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c**70%\u7684\u4f01\u4e1a\u5c06\u4f9d\u8d56\u7c7b\u4f3cOpenTelemetry\u7684\u53ef\u89c2\u6d4b\u6027\u6846\u67b6<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u7cfb\u7edf\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u5fae\u670d\u52a1\u67b6\u6784\u3001\u4e91\u539f\u751f\u6280\u672f\u548c\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u666e\u53ca\uff0c\u8ba9\u4f20\u7edf\u7684\u76d1\u63a7\u624b\u6bb5\u9010\u6e10\u529b\u4e0d\u4ece\u5fc3\u3002\u4e00\u6b21\u5076\u53d1\u7684\u670d\u52a1\u5ef6\u8fdf\u53ef\u80fd\u5f15\u53d1\u8774\u8776\u6548\u5e94\uff0c\u5bfc\u81f4\u6574\u4e2a\u4e1a\u52a1\u94fe\u5d29\u6e83\u3002\u4f01\u4e1a\u4e0d\u4ec5\u9700\u8981\u5b9e\u65f6\u611f\u77e5\u95ee\u9898\uff0c\u66f4\u9700\u8981\u7cfb\u7edf\u5177\u5907\u81ea\u4e3b\u53d1\u73b0\u95ee\u9898\u3001\u5206\u6790\u6839\u56e0\u5e76\u89e6\u53d1\u4fee\u590d\u7684\u80fd\u529b\u3002\u8fd9\u6b63\u662f\u81ea\u52a8\u5316\u76d1\u63a7\u4e0e\u81ea\u6108\u7cfb\u7edf\u7684\u6838\u5fc3\u4ef7\u503c\u6240\u5728\u3002\u800c\u4f5c\u4e3a\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u7684\u4e8b\u5b9e\u6807\u51c6\uff0cOpenTelemetry\u901a\u8fc7\u7edf\u4e00\u7684\u6570\u636e\u91c7\u96c6\u3001\u4e0a\u4e0b\u6587\u5173\u8054\u548c\u667a\u80fd\u5206\u6790\uff0c\u4e3a\u8fd9\u4e00\u76ee\u6807\u63d0\u4f9b\u4e86\u6280\u672f\u57fa\u77f3\u3002 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2023\u5e74\u7684\u8c03\u67e5\u62a5\u544a\uff0c\u8d85\u8fc745%\u7684\u4f01\u4e1a\u5df2\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u91c7\u7528OpenTelemetry\uff0c\u5176\u91c7\u7528\u7387\u4e24\u5e74\u5185\u589e\u957f\u8d85300%\u3002\u8fd9\u79cd\u7206\u53d1\u5f0f\u589e\u957f\u80cc\u540e\uff0c\u6b63\u662f\u4f01\u4e1a\u5bf9\u201c\u53ef\u89c2\u6d4b\u6027\u9a71\u52a8\u8fd0\u7ef4\u201d\u7684\u8feb\u5207\u9700\u6c42\u3002 \u4e8c\u3001\u4ece\u76d1\u63a7\u5230\u81ea\u6108\uff1aOpenTelemetry\u7684\u4e09\u5927\u8d4b\u80fd\u573a\u666f 1. \u6570\u636e\u6807\u51c6\u5316\uff1a\u81ea\u52a8\u5316\u76d1\u63a7\u7684\u71c3\u6599 \u81ea\u52a8\u5316\u76d1\u63a7\u7cfb\u7edf\u7684\u6709\u6548\u6027\u53d6\u51b3\u4e8e\u8f93\u5165\u6570\u636e\u7684\u8d28\u91cf\u3002OpenTelemetry\u901a\u8fc7\u4ee5\u4e0b\u673a\u5236\u786e\u4fdd\u6570\u636e\u4e00\u81f4\u6027\uff1a \u8bed\u4e49\u7ea6\u5b9a\uff08Semantic 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