{"id":35209,"date":"2025-03-19T09:23:53","date_gmt":"2025-03-19T01:23:53","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=35209"},"modified":"2025-03-19T09:23:53","modified_gmt":"2025-03-19T01:23:53","slug":"%e5%be%ae%e6%9c%8d%e5%8a%a1%e7%9b%91%e6%8e%a7%e5%a6%82%e4%bd%95%e6%95%b4%e5%90%88%e5%a4%9a%e4%b8%aa%e7%9b%91%e6%8e%a7%e5%b7%a5%e5%85%b7%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/35209.html","title":{"rendered":"\u5fae\u670d\u52a1\u76d1\u63a7\u5982\u4f55\u6574\u5408\u591a\u4e2a\u76d1\u63a7\u5de5\u5177\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/6bicS8v.jpg\" alt=\"\u5fae\u670d\u52a1\u76d1\u63a7\u5982\u4f55\u6574\u5408\u591a\u4e2a\u76d1\u63a7\u5de5\u5177\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p><strong>\u201c\u5f53\u76d1\u63a7\u9762\u677f\u540c\u65f6\u8df3\u52a8\u7740<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u7684\u65f6\u5e8f\u66f2\u7ebf\u3001ELK\u7684\u65e5\u5fd7\u7011\u5e03\u548cZipkin\u7684\u8c03\u7528\u94fe\u8def\u65f6\uff0c\u8fd0\u7ef4\u56e2\u961f\u7684\u7126\u8651\u6307\u6570\u5f80\u5f80\u4e0e\u544a\u8b66\u6570\u91cf\u6210\u6b63\u6bd4\u3002\u201d<\/strong> \u8fd9\u53e5\u8bdd\u9053\u51fa\u4e86\u5fae\u670d\u52a1\u67b6\u6784\u4e0b\u76d1\u63a7\u5de5\u5177\u788e\u7247\u5316\u7684\u771f\u5b9e\u56f0\u5883\u3002\u636eDynatrace 2023\u5e74\u62a5\u544a\u663e\u793a\uff0c75%\u7684\u4f01\u4e1a\u4f7f\u7528\u8d85\u8fc73\u79cd\u76d1\u63a7\u5de5\u5177\uff0c\u4f46\u5176\u4e2d\u4ec512%\u80fd\u5b9e\u73b0\u8de8\u5de5\u5177\u6570\u636e\u8054\u52a8\u2014\u2014\u8fd9\u79cd\u5272\u88c2\u4e0d\u4ec5\u8ba9\u6545\u969c\u5b9a\u4f4d\u53d8\u6210\u201c\u62fc\u56fe\u6e38\u620f\u201d\uff0c\u66f4\u8ba9\u8d44\u6e90\u5229\u7528\u7387\u4f18\u5316\u3001\u7528\u6237\u4f53\u9a8c\u5206\u6790\u7b49\u9ad8\u7ea7\u9700\u6c42\u6ca6\u4e3a\u7eb8\u4e0a\u8c08\u5175\u3002\u5fae\u670d\u52a1\u76d1\u63a7\u7684\u6838\u5fc3\u547d\u9898\uff0c\u6b63\u4ece\u201c\u5de5\u5177\u9009\u578b\u201d\u8f6c\u5411\u201c\u5de5\u5177\u4ea4\u54cd\u201d\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u5fae\u670d\u52a1\u76d1\u63a7\u7684-\u591a\u5de5\u5177\u56f0\u5c40-\u4ece\u4f55\u800c\u6765\">\u4e00\u3001\u5fae\u670d\u52a1\u76d1\u63a7\u7684\u201c\u591a\u5de5\u5177\u56f0\u5c40\u201d\u4ece\u4f55\u800c\u6765\uff1f<\/h3>\n<p>\u5fae\u670d\u52a1\u7684\u6838\u5fc3\u4f18\u52bf\u2014\u2014<strong>\u677e\u8026\u5408\u3001\u72ec\u7acb\u6f14\u8fdb<\/strong>\u2014\u2014\u6070\u6210\u76d1\u63a7\u590d\u6742\u5316\u7684\u5bfc\u706b\u7d22\u3002\u5f53\u6bcf\u4e2a\u670d\u52a1\u56e2\u961f\u81ea\u4e3b\u9009\u62e9\u6280\u672f\u6808\uff0c\u76d1\u63a7\u5de5\u5177\u81ea\u7136\u5448\u73b0\u201c\u8bf8\u4faf\u5272\u636e\u201d\u6001\u52bf\uff1aJava\u670d\u52a1\u504f\u7231<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>+Micrometer\uff0c.NET\u6a21\u5757\u4f9d\u8d56Application Insights\uff0c\u524d\u7aef\u56e2\u961f\u5219\u7528New Relic\u8ffd\u8e2a\u7528\u6237\u4f53\u9a8c\u3002\u8fd9\u79cd\u6280\u672f\u6c11\u4e3b\u5316\u5e26\u6765\u4e09\u4e2a\u5178\u578b\u95ee\u9898\uff1a<\/p>\n<ol>\n<li><strong>\u6570\u636e\u5b64\u5c9b<\/strong>\uff1a\u6307\u6807\u3001\u65e5\u5fd7\u3001\u8ffd\u8e2a\u6570\u636e\u5206\u6563\u5728\u4e0d\u540c\u7cfb\u7edf\uff0c<em>\u6545\u969c\u6392\u67e5\u9700\u5728\u591a\u4e2a\u63a7\u5236\u53f0\u53cd\u590d\u5207\u6362<\/em>\n<\/li>\n<li><strong>\u6307\u6807\u53e3\u5f84\u6df7\u4e71<\/strong>\uff1a\u76f8\u540c\u4e1a\u52a1\u6307\u6807\uff08\u5982\u8ba2\u5355\u6210\u529f\u7387\uff09\u5728\u4e0d\u540c\u5de5\u5177\u4e2d\u7684\u5b9a\u4e49\u53ef\u80fd\u51b2\u7a81\n<\/li>\n<li><strong>\u8d44\u6e90\u6d6a\u8d39<\/strong>\uff1a\u6bcf\u4e2a\u5de5\u5177\u5355\u72ec\u914d\u7f6e\u544a\u8b66\u89c4\u5219\u3001\u7ef4\u62a4\u6570\u636e\u5b58\u50a8\uff0c\u9020\u621030%\u4ee5\u4e0a\u7684\u8d44\u6e90\u5197\u4f59\n<\/li>\n<\/ol>\n<p>\u66f4\u9690\u853d\u7684\u98ce\u9669\u5728\u4e8e\uff0c<strong>\u5de5\u5177\u91cd\u53e0\u5bfc\u81f4\u76d1\u63a7\u76f2\u533a<\/strong>\u3002\u4f8b\u5982APM\u5de5\u5177\u64c5\u957f\u4ee3\u7801\u7ea7\u6027\u80fd\u5206\u6790\uff0c\u5374\u53ef\u80fd\u5ffd\u7565Kafka\u6d88\u606f\u961f\u5217\u7684\u79ef\u538b\u95ee\u9898\uff1b\u57fa\u7840\u8bbe\u65bd\u76d1\u63a7\u80fd\u53d1\u73b0CPU\u5f02\u5e38\uff0c\u4f46\u65e0\u6cd5\u5173\u8054\u5230\u5177\u4f53\u4e1a\u52a1\u7684SLA\u6ce2\u52a8\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u6574\u5408\u76d1\u63a7\u5de5\u5177\u7684\u4e09\u5c42\u67b6\u6784\u65b9\u6cd5\u8bba\">\u4e8c\u3001\u6574\u5408\u76d1\u63a7\u5de5\u5177\u7684\u4e09\u5c42\u67b6\u6784\u65b9\u6cd5\u8bba<\/h3>\n<h4 id=\"1-\u6570\u636e\u7ba1\u9053\u5c42-\u7528\u6807\u51c6\u5316\u6253\u7834\u6570\u636e\u58c1\u5792\"><strong>1. \u6570\u636e\u7ba1\u9053\u5c42\uff1a\u7528\u6807\u51c6\u5316\u6253\u7834\u6570\u636e\u58c1\u5792<\/strong><\/h4>\n<ul>\n<li>\u901a\u8fc7<strong>OpenTelemetry<\/strong>\u7edf\u4e00\u91c7\u96c6\u6807\u51c6\uff0c\u5c06\u6307\u6807\u3001\u65e5\u5fd7\u3001\u8ffd\u8e2a\uff08\u5373Metrics, Logs, Traces, \u7b80\u79f0MLT\uff09\u8f6c\u6362\u4e3a\u7edf\u4e00\u683c\u5f0f\n<\/li>\n<li>\u4f7f\u7528<strong>Fluentd<\/strong>\u6216<strong>Vector<\/strong>\u6784\u5efa\u65e5\u5fd7\u4e2d\u67a2\uff0c\u652f\u6301\u591a\u6e90\u8f93\u5165\u4e0e\u6807\u51c6\u5316\u8f6c\u53d1\n<\/li>\n<li>\u5178\u578b\u6848\u4f8b\uff1a\u67d0\u7535\u5546\u5e73\u53f0\u5c06Spring Boot\u670d\u52a1\u7684Micrometer\u6307\u6807\u3001Envoy\u4ee3\u7406\u65e5\u5fd7\u3001Jaeger\u8ffd\u8e2a\u6570\u636e\u7edf\u4e00\u6ce8\u5165\u5230Grafana Mimir\uff0c\u5b58\u50a8\u6210\u672c\u964d\u4f4e40%\n<\/li>\n<\/ul>\n<h4 id=\"2-\u5206\u6790\u5f15\u64ce\u5c42-\u4e0a\u4e0b\u6587\u5173\u8054\u89e3\u6784\u6570\u636e\u4ef7\u503c\"><strong>2. \u5206\u6790\u5f15\u64ce\u5c42\uff1a\u4e0a\u4e0b\u6587\u5173\u8054\u89e3\u6784\u6570\u636e\u4ef7\u503c<\/strong><\/h4>\n<ul>\n<li><strong>\u65f6\u5e8f\u6570\u636e\u5e93<\/strong>\uff08\u5982TimescaleDB\uff09\u5173\u8054\u57fa\u7840\u8bbe\u65bd\u6307\u6807\u4e0e\u4e1a\u52a1KPI\n<\/li>\n<li><strong>\u56fe\u6570\u636e\u5e93<\/strong>\uff08\u5982Neo4j\uff09\u5efa\u7acb\u670d\u52a1\u4f9d\u8d56\u62d3\u6251\uff0c\u5b9e\u73b0\u6545\u969c\u4f20\u64ad\u8def\u5f84\u53ef\u89c6\u5316\n<\/li>\n<li>\u673a\u5668\u5b66\u4e60\u9a71\u52a8\u7684<strong>\u5f02\u5e38\u68c0\u6d4b\u6846\u67b6<\/strong>\uff08\u5982PyTorch Anomaly Detection\uff09\u53ef\u8de8\u5de5\u5177\u8bc6\u522b\u5173\u8054\u5f02\u5e38\u6a21\u5f0f\n<\/li>\n<\/ul>\n<h4 id=\"3-\u5448\u73b0\u5c42-\u7edf\u4e00\u63a7\u5236\u53f0\u7684\u9ec4\u91d1\u6cd5\u5219\"><strong>3. \u5448\u73b0\u5c42\uff1a\u7edf\u4e00\u63a7\u5236\u53f0\u7684\u9ec4\u91d1\u6cd5\u5219<\/strong><\/h4>\n<ul>\n<li><strong>Grafana<\/strong>\u901a\u8fc7\u63d2\u4ef6\u4f53\u7cfb\u96c6\u6210PromQL\u3001Elasticsearch DSL\u7b49\u591a\u67e5\u8be2\u8bed\u8a00\n<\/li>\n<li><strong>Kibana<\/strong>\u7684Lens\u529f\u80fd\u652f\u6301\u6df7\u5408\u6570\u636e\u6e90\u7684\u53ef\u89c6\u5316\u5173\u8054\n<\/li>\n<li>\u81ea\u5b9a\u4e49\u7684<strong>\u4f4e\u4ee3\u7801\u770b\u677f<\/strong>\uff08\u5982Redash\uff09\u5141\u8bb8\u4e1a\u52a1\u56e2\u961f\u6309\u9700\u7ec4\u5408\u6570\u636e\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e09-\u5de5\u5177\u94fe\u6574\u5408\u7684\u4e94\u5927\u5b9e\u6218\u7b56\u7565\">\u4e09\u3001\u5de5\u5177\u94fe\u6574\u5408\u7684\u4e94\u5927\u5b9e\u6218\u7b56\u7565<\/h3>\n<ol>\n<li><strong>\u201c\u4e09\u5c42\u9012\u8fdb\u201d\u9009\u578b\u6cd5<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li>\u57fa\u7840\u8bbe\u65bd\u5c42\uff1aPrometheus+Node Exporter\u6807\u51c6\u5316\u57fa\u7840\u76d1\u63a7\n<\/li>\n<li>\u5e94\u7528\u5c42\uff1aOpenTelemetry\u81ea\u52a8\u57cb\u70b9+Jaeger<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\n<\/li>\n<li>\u4e1a\u52a1\u5c42\uff1a\u81ea\u5b9a\u4e49\u6307\u6807\u57cb\u5165Grafana+\u4e1a\u52a1\u65e5\u5fd7ELK\u5206\u6790\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u667a\u80fd\u8def\u7531\u544a\u8b66\u5f15\u64ce<\/strong><br \/>\n\u4f7f\u7528<strong>Alertmanager<\/strong>\u914d\u7f6e\u57fa\u4e8e\u6807\u7b7e\u7684\u8def\u7531\u89c4\u5219\uff1a\n<\/li>\n<\/ol>\n<pre><code class=\"language-yaml\">routes:  \r\n- match:  \r\nseverity: critical  \r\nservice_type: payment  \r\nreceiver: payment-oncall  \r\n- match_re:  \r\nalertname: (HighLatency|ErrorRate)  \r\nreceiver: devops-team  \r\n<\/code><\/pre>\n<ol>\n<li><strong>\u6210\u672c\u7ba1\u63a7\u7684\u201c\u76d1\u63a7\u6570\u636e\u751f\u547d\u5468\u671f\u201d<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li>\u70ed\u6570\u636e\uff08\u8fd17\u5929\uff09\uff1a\u4fdd\u7559\u5728Prometheus TSDB\n<\/li>\n<li>\u6e29\u6570\u636e\uff087-90\u5929\uff09\uff1a\u538b\u7f29\u5b58\u50a8\u81f3S3\u517c\u5bb9\u5bf9\u8c61\u5b58\u50a8\n<\/li>\n<li>\u51b7\u6570\u636e\uff0890\u5929+\uff09\uff1a\u4ec5\u4fdd\u7559\u805a\u5408\u7edf\u8ba1\u503c\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u6df7\u6c8c\u5de5\u7a0b\u9a71\u52a8\u7684\u76d1\u63a7\u9a8c\u8bc1<\/strong><br \/>\n\u5b9a\u671f\u901a\u8fc7<strong>Chaos Mesh<\/strong>\u6ce8\u5165\u6545\u969c\uff0c\u9a8c\u8bc1\uff1a\n<\/li>\n<\/ol>\n<ul>\n<li>\u8de8\u5de5\u5177\u544a\u8b66\u89e6\u53d1\u5ef6\u8fdf\u662f\u5426\uff1c2\u5206\u949f\n<\/li>\n<li><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\u5efa\u8bae\u7684\u51c6\u786e\u7387\u662f\u5426\uff1e80%\n<\/li>\n<li>\u8fd0\u7ef4\u624b\u518c\u7684\u6545\u969c\u5904\u7f6e\u6b65\u9aa4\u662f\u5426\u4e0e\u5de5\u5177\u94fe\u8054\u52a8\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u5efa\u7acb\u201c\u76d1\u63a7\u5373\u4ee3\u7801\u201d\u6587\u5316<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li>\u7528Terraform\u7ba1\u7406Prometheus\u89c4\u5219\u6587\u4ef6\u7248\u672c\n<\/li>\n<li>\u5c06Grafana\u4eea\u8868\u677f\u914d\u7f6e\u5b58\u50a8\u5728Git\u4ed3\u5e93\n<\/li>\n<li>\u901a\u8fc7Argo CD\u5b9e\u73b0\u76d1\u63a7\u7b56\u7565\u7684GitOps\u5f0f\u66f4\u65b0\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u907f\u5751\u6307\u5357-\u5de5\u5177\u6574\u5408\u4e2d\u7684\u53cd\u6a21\u5f0f\">\u56db\u3001\u907f\u5751\u6307\u5357\uff1a\u5de5\u5177\u6574\u5408\u4e2d\u7684\u53cd\u6a21\u5f0f<\/h3>\n<ul>\n<li><strong>\u201c\u5927\u7edf\u4e00\u5e73\u53f0\u201d\u5984\u60f3\u75c7<\/strong>\uff1a\u8bd5\u56fe\u7528\u5355\u4e00\u5de5\u5177\u8986\u76d6\u6240\u6709\u573a\u666f\uff0c\u53cd\u800c\u4e27\u5931\u6280\u672f\u591a\u6837\u6027\u4f18\u52bf\n<\/li>\n<li><strong>\u6570\u636e\u91c7\u6837\u8fc7\u5ea6<\/strong>\uff1a\u4e3a\u964d\u4f4e\u6210\u672c\u5bf9\u65e5\u5fd7\u5168\u91cf\u91c7\u6837\uff0c\u5bfc\u81f4\u5173\u952e\u4e8b\u52a1\u94fe\u8def\u6b8b\u7f3a\n<\/li>\n<li><strong>\u6743\u9650\u7ba1\u7406\u7f3a\u5931<\/strong>\uff1a\u672a\u6309\u56e2\u961f\u5212\u5206\u6570\u636e\u8bbf\u95ee\u8fb9\u754c\uff0c\u5f15\u53d1\u654f\u611f\u4fe1\u606f\u6cc4\u9732\u98ce\u9669\n<\/li>\n<li><strong>\u6307\u6807\u901a\u8d27\u81a8\u80c0<\/strong>\uff1a\u91c7\u96c6\u6570\u4e07\u4e2a\u65e0\u4e1a\u52a1\u542b\u4e49\u7684metrics\uff0c\u771f\u6b63\u5173\u952e\u7684SLO\u53cd\u800c\u88ab\u6df9\u6ca1\n<\/li>\n<\/ul>\n<p>\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u6559\u8bad\u503c\u5f97\u8b66\u60d5\uff1a\u5176\u5c06200+\u5fae\u670d\u52a1\u7684\u76d1\u63a7\u6570\u636e\u5168\u90e8\u704c\u5165DataDog\uff0c\u7ed3\u679c\u6bcf\u6708\u4ea7\u751f15\u4e07\u7f8e\u5143\u8d39\u7528\uff0c\u6838\u5fc3\u652f\u4ed8\u94fe\u8def\u7684\u5173\u952e\u6307\u6807\u5374\u56e0\u6570\u636e\u566a\u58f0\u8fc7\u5927\u96be\u4ee5\u8bc6\u522b\u3002<\/p>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u6f14\u8fdb-\u4ece\u6574\u5408\u76d1\u63a7\u5230\u53ef\u89c2\u6d4b\u6027\u5f15\u64ce\">\u4e94\u3001\u672a\u6765\u6f14\u8fdb\uff1a\u4ece\u6574\u5408\u76d1\u63a7\u5230\u53ef\u89c2\u6d4b\u6027\u5f15\u64ce<\/h3>\n<p>\u968f\u7740eBPF\u6280\u672f\u6210\u719f\uff0c<strong>\u65e0\u4fb5\u5165\u5f0f\u76d1\u63a7<\/strong>\u6b63\u5728\u6539\u5199\u6e38\u620f\u89c4\u5219\u2014\u2014Pixie\u7b49\u5de5\u5177\u53ef\u76f4\u63a5\u4ece\u5185\u6838\u5c42\u91c7\u96c6\u7f51\u7edc\u3001\u7cfb\u7edf\u8c03\u7528\u6570\u636e\u3002\u4e0e\u6b64\u540c\u65f6\uff0c<strong>\u56e0\u679c\u63a8\u7406\u5f15\u64ce<\/strong>\u5f00\u59cb\u88ab\u7528\u4e8e\u81ea\u52a8\u5b9a\u4f4d\u6839\u56e0\uff1aUber\u7684Manhattan\u9879\u76ee\u80fd\u901a\u8fc7\u8d1d\u53f6\u65af\u7f51\u7edc\u63a8\u65ad\u670d\u52a1\u964d\u7ea7\u7684\u6982\u7387\u4f20\u64ad\u8def\u5f84\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\u672a\u6765\u7684\u76d1\u63a7\u6574\u5408\u4e0d\u518d\u662f\u7b80\u5355\u7684\u201c\u6570\u636e\u7ba1\u9053\u62fc\u63a5\u201d\uff0c\u800c\u662f\u5411<strong>\u667a\u80fd\u5316\u7684\u89c2\u6d4b\u7f51\u7edc<\/strong>\u8fdb\u5316\uff1a\u6bcf\u4e2a\u76d1\u63a7\u5de5\u5177\u5982\u540c\u795e\u7ecf\u5143\uff0c\u901a\u8fc7\u7a81\u89e6\u8fde\u63a5\u5f62\u6210\u5177\u5907\u81ea\u8bca\u65ad\u80fd\u529b\u7684\u6709\u673a\u4f53\u3002\u5f53\u8fd9\u4e2a\u7f51\u7edc\u80fd\u591f\u81ea\u52a8\u8bc6\u522b\u76d1\u63a7\u8986\u76d6\u7f3a\u53e3\u3001\u63a8\u8350\u5de5\u5177\u7ec4\u5408\u7b56\u7565\u65f6\uff0c\u5fae\u670d\u52a1\u76d1\u63a7\u624d\u771f\u6b63\u5b8c\u6210\u4e86\u4ece\u201c\u5fc5\u8981\u4e4b\u6076\u201d\u5230\u201c\u6838\u5fc3\u7ade\u4e89\u529b\u201d\u7684\u8715\u53d8\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201c\u5f53\u76d1\u63a7\u9762\u677f\u540c\u65f6\u8df3\u52a8\u7740Prometheus\u7684\u65f6\u5e8f\u66f2\u7ebf\u3001ELK\u7684\u65e5\u5fd7\u7011\u5e03\u548cZipkin\u7684\u8c03\u7528\u94fe\u8def\u65f6\uff0c\u8fd0\u7ef4\u56e2\u961f\u7684\u7126\u8651\u6307\u6570\u5f80\u5f80\u4e0e\u544a\u8b66\u6570\u91cf\u6210\u6b63\u6bd4\u3002\u201d \u8fd9\u53e5\u8bdd\u9053\u51fa\u4e86\u5fae\u670d\u52a1\u67b6\u6784\u4e0b\u76d1\u63a7\u5de5\u5177\u788e\u7247\u5316\u7684\u771f\u5b9e\u56f0\u5883\u3002\u636eDynatrace 2023\u5e74\u62a5\u544a\u663e\u793a\uff0c75%\u7684\u4f01\u4e1a\u4f7f\u7528\u8d85\u8fc73\u79cd\u76d1\u63a7\u5de5\u5177\uff0c\u4f46\u5176\u4e2d\u4ec512%\u80fd\u5b9e\u73b0\u8de8\u5de5\u5177\u6570\u636e\u8054\u52a8\u2014\u2014\u8fd9\u79cd\u5272\u88c2\u4e0d\u4ec5\u8ba9\u6545\u969c\u5b9a\u4f4d\u53d8\u6210\u201c\u62fc\u56fe\u6e38\u620f\u201d\uff0c\u66f4\u8ba9\u8d44\u6e90\u5229\u7528\u7387\u4f18\u5316\u3001\u7528\u6237\u4f53\u9a8c\u5206\u6790\u7b49\u9ad8\u7ea7\u9700\u6c42\u6ca6\u4e3a\u7eb8\u4e0a\u8c08\u5175\u3002\u5fae\u670d\u52a1\u76d1\u63a7\u7684\u6838\u5fc3\u547d\u9898\uff0c\u6b63\u4ece\u201c\u5de5\u5177\u9009\u578b\u201d\u8f6c\u5411\u201c\u5de5\u5177\u4ea4\u54cd\u201d\u3002 \u4e00\u3001\u5fae\u670d\u52a1\u76d1\u63a7\u7684\u201c\u591a\u5de5\u5177\u56f0\u5c40\u201d\u4ece\u4f55\u800c\u6765\uff1f \u5fae\u670d\u52a1\u7684\u6838\u5fc3\u4f18\u52bf\u2014\u2014\u677e\u8026\u5408\u3001\u72ec\u7acb\u6f14\u8fdb\u2014\u2014\u6070\u6210\u76d1\u63a7\u590d\u6742\u5316\u7684\u5bfc\u706b\u7d22\u3002\u5f53\u6bcf\u4e2a\u670d\u52a1\u56e2\u961f\u81ea\u4e3b\u9009\u62e9\u6280\u672f\u6808\uff0c\u76d1\u63a7\u5de5\u5177\u81ea\u7136\u5448\u73b0\u201c\u8bf8\u4faf\u5272\u636e\u201d\u6001\u52bf\uff1aJava\u670d\u52a1\u504f\u7231Prometheus+Micrometer\uff0c.NET\u6a21\u5757\u4f9d\u8d56Application Insights\uff0c\u524d\u7aef\u56e2\u961f\u5219\u7528New Relic\u8ffd\u8e2a\u7528\u6237\u4f53\u9a8c\u3002\u8fd9\u79cd\u6280\u672f\u6c11\u4e3b\u5316\u5e26\u6765\u4e09\u4e2a\u5178\u578b\u95ee\u9898\uff1a \u6570\u636e\u5b64\u5c9b\uff1a\u6307\u6807\u3001\u65e5\u5fd7\u3001\u8ffd\u8e2a\u6570\u636e\u5206\u6563\u5728\u4e0d\u540c\u7cfb\u7edf\uff0c\u6545\u969c\u6392\u67e5\u9700\u5728\u591a\u4e2a\u63a7\u5236\u53f0\u53cd\u590d\u5207\u6362 \u6307\u6807\u53e3\u5f84\u6df7\u4e71\uff1a\u76f8\u540c\u4e1a\u52a1\u6307\u6807\uff08\u5982\u8ba2\u5355\u6210\u529f\u7387\uff09\u5728\u4e0d\u540c\u5de5\u5177\u4e2d\u7684\u5b9a\u4e49\u53ef\u80fd\u51b2\u7a81 \u8d44\u6e90\u6d6a\u8d39\uff1a\u6bcf\u4e2a\u5de5\u5177\u5355\u72ec\u914d\u7f6e\u544a\u8b66\u89c4\u5219\u3001\u7ef4\u62a4\u6570\u636e\u5b58\u50a8\uff0c\u9020\u621030%\u4ee5\u4e0a\u7684\u8d44\u6e90\u5197\u4f59 \u66f4\u9690\u853d\u7684\u98ce\u9669\u5728\u4e8e\uff0c\u5de5\u5177\u91cd\u53e0\u5bfc\u81f4\u76d1\u63a7\u76f2\u533a\u3002\u4f8b\u5982APM\u5de5\u5177\u64c5\u957f\u4ee3\u7801\u7ea7\u6027\u80fd\u5206\u6790\uff0c\u5374\u53ef\u80fd\u5ffd\u7565Kafka\u6d88\u606f\u961f\u5217\u7684\u79ef\u538b\u95ee\u9898\uff1b\u57fa\u7840\u8bbe\u65bd\u76d1\u63a7\u80fd\u53d1\u73b0CPU\u5f02\u5e38\uff0c\u4f46\u65e0\u6cd5\u5173\u8054\u5230\u5177\u4f53\u4e1a\u52a1\u7684SLA\u6ce2\u52a8\u3002 \u4e8c\u3001\u6574\u5408\u76d1\u63a7\u5de5\u5177\u7684\u4e09\u5c42\u67b6\u6784\u65b9\u6cd5\u8bba 1. \u6570\u636e\u7ba1\u9053\u5c42\uff1a\u7528\u6807\u51c6\u5316\u6253\u7834\u6570\u636e\u58c1\u5792 \u901a\u8fc7OpenTelemetry\u7edf\u4e00\u91c7\u96c6\u6807\u51c6\uff0c\u5c06\u6307\u6807\u3001\u65e5\u5fd7\u3001\u8ffd\u8e2a\uff08\u5373Metrics, Logs, Traces, \u7b80\u79f0MLT\uff09\u8f6c\u6362\u4e3a\u7edf\u4e00\u683c\u5f0f \u4f7f\u7528Fluentd\u6216Vector\u6784\u5efa\u65e5\u5fd7\u4e2d\u67a2\uff0c\u652f\u6301\u591a\u6e90\u8f93\u5165\u4e0e\u6807\u51c6\u5316\u8f6c\u53d1 \u5178\u578b\u6848\u4f8b\uff1a\u67d0\u7535\u5546\u5e73\u53f0\u5c06Spring Boot\u670d\u52a1\u7684Micrometer\u6307\u6807\u3001Envoy\u4ee3\u7406\u65e5\u5fd7\u3001Jaeger\u8ffd\u8e2a\u6570\u636e\u7edf\u4e00\u6ce8\u5165\u5230Grafana Mimir\uff0c\u5b58\u50a8\u6210\u672c\u964d\u4f4e40% 2. \u5206\u6790\u5f15\u64ce\u5c42\uff1a\u4e0a\u4e0b\u6587\u5173\u8054\u89e3\u6784\u6570\u636e\u4ef7\u503c \u65f6\u5e8f\u6570\u636e\u5e93\uff08\u5982TimescaleDB\uff09\u5173\u8054\u57fa\u7840\u8bbe\u65bd\u6307\u6807\u4e0e\u4e1a\u52a1KPI \u56fe\u6570\u636e\u5e93\uff08\u5982Neo4j\uff09\u5efa\u7acb\u670d\u52a1\u4f9d\u8d56\u62d3\u6251\uff0c\u5b9e\u73b0\u6545\u969c\u4f20\u64ad\u8def\u5f84\u53ef\u89c6\u5316 \u673a\u5668\u5b66\u4e60\u9a71\u52a8\u7684\u5f02\u5e38\u68c0\u6d4b\u6846\u67b6\uff08\u5982PyTorch Anomaly Detection\uff09\u53ef\u8de8\u5de5\u5177\u8bc6\u522b\u5173\u8054\u5f02\u5e38\u6a21\u5f0f 3. \u5448\u73b0\u5c42\uff1a\u7edf\u4e00\u63a7\u5236\u53f0\u7684\u9ec4\u91d1\u6cd5\u5219 Grafana\u901a\u8fc7\u63d2\u4ef6\u4f53\u7cfb\u96c6\u6210PromQL\u3001Elasticsearch DSL\u7b49\u591a\u67e5\u8be2\u8bed\u8a00 Kibana\u7684Lens\u529f\u80fd\u652f\u6301\u6df7\u5408\u6570\u636e\u6e90\u7684\u53ef\u89c6\u5316\u5173\u8054 \u81ea\u5b9a\u4e49\u7684\u4f4e\u4ee3\u7801\u770b\u677f\uff08\u5982Redash\uff09\u5141\u8bb8\u4e1a\u52a1\u56e2\u961f\u6309\u9700\u7ec4\u5408\u6570\u636e \u4e09\u3001\u5de5\u5177\u94fe\u6574\u5408\u7684\u4e94\u5927\u5b9e\u6218\u7b56\u7565 \u201c\u4e09\u5c42\u9012\u8fdb\u201d\u9009\u578b\u6cd5 \u57fa\u7840\u8bbe\u65bd\u5c42\uff1aPrometheus+Node Exporter\u6807\u51c6\u5316\u57fa\u7840\u76d1\u63a7 \u5e94\u7528\u5c42\uff1aOpenTelemetry\u81ea\u52a8\u57cb\u70b9+Jaeger\u5206\u5e03\u5f0f\u8ffd\u8e2a \u4e1a\u52a1\u5c42\uff1a\u81ea\u5b9a\u4e49\u6307\u6807\u57cb\u5165Grafana+\u4e1a\u52a1\u65e5\u5fd7ELK\u5206\u6790 \u667a\u80fd\u8def\u7531\u544a\u8b66\u5f15\u64ce \u4f7f\u7528Alertmanager\u914d\u7f6e\u57fa\u4e8e\u6807\u7b7e\u7684\u8def\u7531\u89c4\u5219\uff1a routes: &#8211; match: severity: critical service_type: payment receiver: payment-oncall &#8211; match_re: alertname: [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":35210,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-35209","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\/35209","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=35209"}],"version-history":[{"count":1,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/35209\/revisions"}],"predecessor-version":[{"id":35211,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/35209\/revisions\/35211"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media\/35210"}],"wp:attachment":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media?parent=35209"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/categories?post=35209"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/tags?post=35209"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}