{"id":34895,"date":"2025-03-11T14:58:38","date_gmt":"2025-03-11T06:58:38","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=34895"},"modified":"2025-03-11T14:58:38","modified_gmt":"2025-03-11T06:58:38","slug":"%e5%85%a8%e6%a0%88%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e5%9c%a8%e5%a4%a7%e6%95%b0%e6%8d%ae%e7%8e%af%e5%a2%83%e4%b8%ad%e7%9a%84%e5%ae%9e%e6%96%bd%e6%96%b9%e6%b3%95%e6%9c%89%e5%93%aa%e4%ba%9b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/34895.html","title":{"rendered":"\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u5728\u5927\u6570\u636e\u73af\u5883\u4e2d\u7684\u5b9e\u65bd\u65b9\u6cd5\u6709\u54ea\u4e9b\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/Z8Ad3Taq84.jpg\" alt=\"\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u5728\u5927\u6570\u636e\u73af\u5883\u4e2d\u7684\u5b9e\u65bd\u65b9\u6cd5\u6709\u54ea\u4e9b\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p><strong>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u5927\u6570\u636e\u73af\u5883\u5df2\u6210\u4e3a\u4f01\u4e1a\u8fd0\u8425\u7684\u6838\u5fc3\u652f\u6491\u3002<\/strong> \u636eGartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c\u8d85\u8fc770%\u7684\u4f01\u4e1a\u5c06\u4f9d\u8d56\u5b9e\u65f6\u6570\u636e\u5206\u6790\u9a71\u52a8\u4e1a\u52a1\u51b3\u7b56\u3002\u7136\u800c\uff0c\u968f\u7740\u6570\u636e\u91cf\u6fc0\u589e\u3001\u7cfb\u7edf\u67b6\u6784\u590d\u6742\u5316\uff0c\u4f20\u7edf\u7684\u76d1\u63a7\u624b\u6bb5\u5df2\u96be\u4ee5\u6ee1\u8db3\u6545\u969c\u5b9a\u4f4d\u3001\u6027\u80fd\u4f18\u5316\u7684\u9700\u6c42\u3002<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u6808\u53ef\u89c2\u6d4b<\/a>\u6027<\/strong>\uff08Full-Stack Observability\uff09\u4f5c\u4e3a\u4e00\u79cd\u65b0\u5174\u7684\u6280\u672f\u7406\u5ff5\uff0c\u6b63\u5728\u6210\u4e3a\u7834\u89e3\u5927\u6570\u636e\u73af\u5883\u8fd0\u7ef4\u96be\u9898\u7684\u201c\u91d1\u94a5\u5319\u201d\u3002\u5b83\u4e0d\u4ec5\u8986\u76d6\u4e86\u4ece\u57fa\u7840\u8bbe\u65bd\u5230\u5e94\u7528\u5c42\u7684\u5168\u94fe\u8def\u76d1\u63a7\uff0c\u8fd8\u80fd\u901a\u8fc7\u591a\u7ef4\u6570\u636e\u5173\u8054\u5206\u6790\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5feb\u901f\u6d1e\u5bdf\u7cfb\u7edf\u74f6\u9888\uff0c\u63d0\u5347\u4e1a\u52a1\u8fde\u7eed\u6027\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5176\u5728\u5927\u6570\u636e\u73af\u5883\u4e2d\u7684<strong>\u5b9e\u65bd\u8def\u5f84\u4e0e\u5173\u952e\u6280\u672f<\/strong>\uff0c\u4e3a\u6784\u5efa\u9ad8\u6548\u3001\u7a33\u5b9a\u7684\u6570\u636e\u9a71\u52a8\u578b\u67b6\u6784\u63d0\u4f9b\u5b9e\u8df5\u6307\u5bfc\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u5168\u6808\u53ef\u89c2\u6d4b\u6027-\u4ece\u6982\u5ff5\u5230\u6838\u5fc3\u4ef7\u503c\">\u4e00\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u6808\u53ef\u89c2\u6d4b<\/a>\u6027\uff1a\u4ece\u6982\u5ff5\u5230\u6838\u5fc3\u4ef7\u503c<\/h3>\n<p><strong>\u5168\u6808\u53ef\u89c2\u6d4b\u6027<\/strong>\u5e76\u975e\u7b80\u5355\u7684\u76d1\u63a7\u5de5\u5177\u5806\u780c\uff0c\u800c\u662f\u901a\u8fc7\u6574\u5408<strong>\u6307\u6807\uff08Metrics\uff09\u3001\u65e5\u5fd7\uff08Logs\uff09\u3001\u8ffd\u8e2a\uff08Traces\uff09<\/strong>\u4e09\u5927\u652f\u67f1\u6570\u636e\uff0c\u5b9e\u73b0\u5bf9\u7cfb\u7edf\u72b6\u6001\u7684\u5168\u5c40\u900f\u89c6\u3002\u4e0e\u4f20\u7edf\u7684\u5355\u4e00\u7ef4\u5ea6\u76d1\u63a7\u76f8\u6bd4\uff0c\u5176\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e\uff1a<\/p>\n<ol>\n<li><strong>\u6570\u636e\u878d\u5408<\/strong>\uff1a\u6253\u7834\u8fd0\u7ef4\u3001\u5f00\u53d1\u3001\u4e1a\u52a1\u90e8\u95e8\u7684\u6570\u636e\u5b64\u5c9b\uff0c\u5c06\u670d\u52a1\u5668\u6027\u80fd\u3001\u5e94\u7528\u4ee3\u7801\u5f02\u5e38\u3001\u7528\u6237\u884c\u4e3a\u65e5\u5fd7\u7edf\u4e00\u5173\u8054\uff1b\n<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u5173\u8054<\/strong>\uff1a\u901a\u8fc7<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u6280\u672f\uff08\u5982OpenTelemetry\uff09\uff0c\u8fd8\u539f\u8de8\u670d\u52a1\u3001\u8de8\u7ec4\u4ef6\u7684\u5b8c\u6574\u8bf7\u6c42\u94fe\u8def\uff1b\n<\/li>\n<li><strong>\u4e3b\u52a8\u9884\u8b66<\/strong>\uff1a\u501f\u52a9\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u8bc6\u522b\u6f5c\u5728\u98ce\u9669\u6a21\u5f0f\uff0c\u800c\u975e\u88ab\u52a8\u54cd\u5e94\u6545\u969c\u3002\n<\/li>\n<\/ol>\n<p>\u5728\u5927\u6570\u636e\u573a\u666f\u4e0b\uff0c\u8fd9\u4e00\u80fd\u529b\u5c24\u4e3a\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u5b9e\u65f6\u63a8\u8350\u7cfb\u7edf\u7684\u5ef6\u8fdf\u6fc0\u589e\uff0c\u53ef\u80fd\u6e90\u4e8eKafka\u961f\u5217\u79ef\u538b\u3001Spark\u8ba1\u7b97\u8d44\u6e90\u4e89\u62a2\u6216\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u6cc4\u6f0f\u3002<strong>\u5168\u6808\u53ef\u89c2\u6d4b\u6027<\/strong>\u80fd\u8fc5\u901f\u5b9a\u4f4d\u6839\u56e0\uff0c\u907f\u514d\u201c\u76f2\u4eba\u6478\u8c61\u201d\u5f0f\u7684\u4f4e\u6548\u6392\u969c\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u5927\u6570\u636e\u73af\u5883\u4e3a\u4f55\u4e9f\u9700\u5168\u6808\u53ef\u89c2\u6d4b\u6027\">\u4e8c\u3001\u5927\u6570\u636e\u73af\u5883\u4e3a\u4f55\u4e9f\u9700\u5168\u6808\u53ef\u89c2\u6d4b\u6027<\/h3>\n<ol>\n<li>\n<p><strong>\u67b6\u6784\u590d\u6742\u5ea6\u6307\u6570\u7ea7\u63d0\u5347<\/strong><br \/>\n\u73b0\u4ee3\u5927\u6570\u636e\u5e73\u53f0\u901a\u5e38\u6df7\u5408\u90e8\u7f72\u4e86Hadoop\u3001Flink\u3001Kubernetes\u7b49\u5f02\u6784\u7ec4\u4ef6\uff0c\u5fae\u670d\u52a1\u5316\u67b6\u6784\u8fdb\u4e00\u6b65\u52a0\u5267\u4e86\u8c03\u7528\u94fe\u7684\u788e\u7247\u5316\u3002\u67d0\u7535\u5546\u4f01\u4e1a\u7684\u6848\u4f8b\u663e\u793a\uff0c\u4e00\u6b21\u4fc3\u9500\u6d3b\u52a8\u7684\u6570\u636e\u5904\u7406\u6d89\u53ca\u8d85\u8fc7200\u4e2a\u5fae\u670d\u52a1\uff0c\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u4ec5\u80fd\u6355\u83b730%\u7684\u5f02\u5e38\u8282\u70b9\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6570\u636e\u7ba1\u9053\u7684\u9690\u853d\u6027\u6545\u969c<\/strong><br \/>\n\u5728ETL\u6d41\u7a0b\u4e2d\uff0c\u6570\u636e\u4e22\u5931\u6216\u683c\u5f0f\u9519\u8bef\u53ef\u80fd\u76f4\u5230\u4e0b\u6e38\u5206\u6790\u9636\u6bb5\u624d\u66b4\u9732\u3002<strong>\u5168\u6808\u53ef\u89c2\u6d4b\u6027<\/strong>\u901a\u8fc7\u5b9e\u65f6\u8ffd\u8e2a\u6570\u636e\u8840\u7f18\uff08Data Lineage\uff09\uff0c\u53ef\u63d0\u524d\u5728\u6e90\u5934\u62e6\u622a\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u67d0\u91d1\u878d\u673a\u6784\u901a\u8fc7\u65e5\u5fd7\u5173\u8054\u5206\u6790\uff0c\u5c06\u6570\u636e\u6e05\u6d17\u73af\u8282\u7684\u9519\u8bef\u53d1\u73b0\u65f6\u95f4\u4ece\u5e73\u57474\u5c0f\u65f6\u7f29\u77ed\u81f310\u5206\u949f\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6210\u672c\u4e0e\u6027\u80fd\u7684\u7cbe\u7ec6\u5316\u5e73\u8861<\/strong><br \/>\n\u4e91\u539f\u751f\u73af\u5883\u4e0b\uff0c\u8d44\u6e90\u5f39\u6027\u6269\u7f29\u9700\u7cbe\u786e\u5339\u914d\u8d1f\u8f7d\u6ce2\u52a8\u3002\u901a\u8fc7\u6574\u5408Prometheus\u6307\u6807\u4e0e\u4e1a\u52a1KPI\u6570\u636e\uff0c\u4f01\u4e1a\u53ef\u5efa\u7acb<strong>\u52a8\u6001\u8d44\u6e90\u5206\u914d\u6a21\u578b<\/strong>\u3002\u67d0\u89c6\u9891\u5e73\u53f0\u501f\u52a9\u6b64\u65b9\u6848\uff0c\u5728\u6d41\u91cf\u9ad8\u5cf0\u671f\u8282\u7701\u4e8635%\u7684\u4e91\u8ba1\u7b97\u6210\u672c\u3002<\/p>\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e09-\u4e94\u5927\u5b9e\u65bd\u65b9\u6cd5\u8bba-\u4ece\u7406\u8bba\u5230\u843d\u5730\">\u4e09\u3001\u4e94\u5927\u5b9e\u65bd\u65b9\u6cd5\u8bba\uff1a\u4ece\u7406\u8bba\u5230\u843d\u5730<\/h3>\n<h4 id=\"1-\u6784\u5efa\u591a\u5c42\u6b21\u6570\u636e\u91c7\u96c6\u6846\u67b6\">1. <strong>\u6784\u5efa\u591a\u5c42\u6b21\u6570\u636e\u91c7\u96c6\u6846\u67b6<\/strong><\/h4>\n<ul>\n<li><strong>\u57fa\u7840\u8bbe\u65bd\u5c42<\/strong>\uff1a\u901a\u8fc7Node Exporter\u3001cAdvisor\u7b49\u5de5\u5177\u91c7\u96c6CPU\u3001\u5185\u5b58\u3001\u7f51\u7edcI\/O\u6307\u6807\uff1b\n<\/li>\n<li><strong>\u4e2d\u95f4\u4ef6\u5c42<\/strong>\uff1a\u76d1\u63a7Kafka\u961f\u5217\u6df1\u5ea6\u3001Spark\u4efb\u52a1\u5ef6\u8fdf\u3001Redis\u7f13\u5b58\u547d\u4e2d\u7387\uff1b\n<\/li>\n<li><strong>\u5e94\u7528\u5c42<\/strong>\uff1a\u690d\u5165APM\u63a2\u9488\uff08\u5982SkyWalking\uff09\uff0c\u6355\u83b7JVM\u5806\u6808\u3001SQL\u6267\u884c\u8017\u65f6\uff1b\n<\/li>\n<li><strong>\u7528\u6237\u4f53\u9a8c\u5c42<\/strong>\uff1a\u96c6\u6210RUM\uff08Real User Monitoring\uff09\uff0c\u8ffd\u8e2a\u9875\u9762\u52a0\u8f7d\u901f\u5ea6\u3001API\u9519\u8bef\u7387\u3002\n<\/li>\n<\/ul>\n<p><strong>\u5173\u952e\u70b9<\/strong>\uff1a\u907f\u514d\u201c\u5168\u91cf\u91c7\u96c6\u201d\u9677\u9631\uff0c\u91c7\u7528\u52a8\u6001\u91c7\u6837\u7b56\u7565\u3002\u4f8b\u5982\uff0c\u5728\u4f4e\u5cf0\u671f\u4ec5\u4fdd\u755910%\u7684\u8ffd\u8e2a\u6570\u636e\uff0c\u9ad8\u5cf0\u671f\u63d0\u5347\u81f350%\u3002<\/p>\n<h4 id=\"2-\u7edf\u4e00\u6570\u636e\u6e56\u4e0e\u6807\u51c6\u5316schema\">2. <strong>\u7edf\u4e00\u6570\u636e\u6e56\u4e0e\u6807\u51c6\u5316Schema<\/strong><\/h4>\n<p>\u5c06\u5206\u6563\u7684\u76d1\u63a7\u6570\u636e\u6c47\u805a\u81f3Elasticsearch\u3001ClickHouse\u7b49\u5206\u6790\u5f15\u64ce\uff0c\u5e76\u5b9a\u4e49\u7edf\u4e00\u7684\u5143\u6570\u636e\u6807\u51c6\u3002<\/p>\n<ul>\n<li><strong>\u65e5\u5fd7\u5b57\u6bb5<\/strong>\uff1a\u5f3a\u5236\u5305\u542bTrace ID\u3001\u670d\u52a1\u540d\u79f0\u3001\u65f6\u95f4\u6233\uff1b\n<\/li>\n<li><strong>\u6307\u6807\u6807\u7b7e<\/strong>\uff1a\u6309\u4e1a\u52a1\u5355\u5143\uff08\u5982region\u3001tenant\uff09\u3001\u6280\u672f\u5806\u6808\uff08\u5982K8s\u96c6\u7fa4\u3001Pod\u7248\u672c\uff09\u6253\u6807\uff1b\n<\/li>\n<li><strong>\u8ffd\u8e2a\u6570\u636e<\/strong>\uff1a\u9075\u5faaW3C Trace Context\u89c4\u8303\uff0c\u786e\u4fdd\u8de8\u5e73\u53f0\u517c\u5bb9\u6027\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u7269\u6d41\u516c\u53f8\u7684\u5b9e\u8df5\u8868\u660e\uff0cSchema\u6807\u51c6\u5316\u4f7f\u6545\u969c\u6392\u67e5\u6548\u7387\u63d0\u5347\u4e8660%\u3002<\/p>\n<h4 id=\"3-\u5f15\u5165aiops\u589e\u5f3a\u5206\u6790\u80fd\u529b\">3. <strong>\u5f15\u5165AIOps\u589e\u5f3a\u5206\u6790\u80fd\u529b<\/strong><\/h4>\n<ul>\n<li><strong>\u5f02\u5e38\u68c0\u6d4b<\/strong>\uff1a\u4f7f\u7528Prophet\u6216LSTM\u6a21\u578b\uff0c\u8bc6\u522b\u6307\u6807\u66f2\u7ebf\u7684\u5468\u671f\u6027\u504f\u79bb\uff1b\n<\/li>\n<li><strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/strong>\uff1a\u57fa\u4e8e\u56e0\u679c\u56fe\uff08Causal Graph\uff09\u7b97\u6cd5\uff0c\u5b9a\u4f4d\u6545\u969c\u4f20\u64ad\u8def\u5f84\uff1b\n<\/li>\n<li><strong>\u81ea\u52a8\u5316\u4fee\u590d<\/strong>\uff1a\u5bf9\u5df2\u77e5\u6a21\u5f0f\uff08\u5982\u6570\u636e\u5e93\u8fde\u63a5\u8017\u5c3d\uff09\u9884\u8bbe\u5e94\u6025\u9884\u6848\u3002\n<\/li>\n<\/ul>\n<p><em>\u6848\u4f8b<\/em>\uff1a\u4e00\u5bb6\u4e91\u670d\u52a1\u5546\u901a\u8fc7\u8bad\u7ec3\u65e5\u5fd7\u5206\u7c7b\u6a21\u578b\uff0c\u5c06\u8bef\u62a5\u7387\u4ece45%\u964d\u81f312%\u3002<\/p>\n<h4 id=\"4-\u5b9e\u73b0\u7aef\u5230\u7aef\u7684\u53ef\u89c6\u5316\u53d9\u4e8b\">4. <strong>\u5b9e\u73b0\u7aef\u5230\u7aef\u7684\u53ef\u89c6\u5316\u53d9\u4e8b<\/strong><\/h4>\n<ul>\n<li><strong>\u5168\u5c40\u4eea\u8868\u76d8<\/strong>\uff1a\u805a\u5408\u5173\u952eSLO\uff08\u5982\u6570\u636e\u7ba1\u9053\u5ef6\u8fdf\u22645s\u3001\u8ba1\u7b97\u4efb\u52a1\u6210\u529f\u7387\u226599.9%\uff09\uff1b\n<\/li>\n<li><strong>\u4e0b\u94bb\u5206\u6790<\/strong>\uff1a\u652f\u6301\u4ece\u4e1a\u52a1\u56fe\u8868\u4e0b\u94bb\u81f3\u5177\u4f53Pod\u65e5\u5fd7\uff1b\n<\/li>\n<li><strong>\u62d3\u6251\u6620\u5c04<\/strong>\uff1a\u52a8\u6001\u7ed8\u5236\u5fae\u670d\u52a1\u4f9d\u8d56\u5173\u7cfb\uff0c\u9ad8\u4eae\u5f02\u5e38\u8282\u70b9\u3002\n<\/li>\n<\/ul>\n<p>\u5de5\u5177\u63a8\u8350\uff1aGrafana\u7528\u4e8e\u6307\u6807\u53ef\u89c6\u5316\uff0cKibana\u4fa7\u91cd\u65e5\u5fd7\u68c0\u7d22\uff0cJaeger\u4e13\u6ce8\u8ffd\u8e2a\u56fe\u8c31\u3002<\/p>\n<h4 id=\"5-\u5efa\u7acb\u53cd\u9988\u9a71\u52a8\u7684\u8fed\u4ee3\u673a\u5236\">5. <strong>\u5efa\u7acb\u53cd\u9988\u9a71\u52a8\u7684\u8fed\u4ee3\u673a\u5236<\/strong><\/h4>\n<ul>\n<li><strong>\u5b9a\u4e49\u53ef\u89c2\u6d4b\u6027\u6210\u719f\u5ea6\u6a21\u578b<\/strong>\uff1a\u4ece\u57fa\u7840\u76d1\u63a7\uff08L1\uff09\u5230\u9884\u6d4b\u6027\u8fd0\u7ef4\uff08L4\uff09\u5206\u9636\u6bb5\u6f14\u8fdb\uff1b\n<\/li>\n<li><strong>\u6301\u7eed\u4f18\u5316\u6570\u636e\u4ef7\u503c\u5bc6\u5ea6<\/strong>\uff1a\u5b9a\u671f\u8bc4\u4f30\u6307\u6807\u5229\u7528\u7387\uff0c\u6dd8\u6c70\u5197\u4f59\u91c7\u96c6\u9879\uff1b\n<\/li>\n<li><strong>\u8de8\u56e2\u961f\u534f\u4f5c\u6d41\u7a0b<\/strong>\uff1a\u63a8\u884cDevOps\u4e0eDataOps\u878d\u5408\uff0c\u5c06\u53ef\u89c2\u6d4b\u6027\u7eb3\u5165CI\/CD\u6d41\u6c34\u7ebf\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u6280\u672f\u9009\u578b\u4e0e\u6311\u6218\u5e94\u5bf9\">\u56db\u3001\u6280\u672f\u9009\u578b\u4e0e\u6311\u6218\u5e94\u5bf9<\/h3>\n<p><strong>\u4e3b\u6d41\u5de5\u5177\u94fe\u7ec4\u5408<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u6307\u6807\u76d1\u63a7<\/strong>\uff1aPrometheus + Thanos\uff08\u957f\u671f\u5b58\u50a8\uff09\uff1b\n<\/li>\n<li><strong>\u65e5\u5fd7\u7ba1\u7406<\/strong>\uff1aLoki\uff08\u8f7b\u91cf\u7ea7\uff09\u6216Elastic Stack\uff08\u9ad8\u9636\u5206\u6790\uff09\uff1b\n<\/li>\n<li><strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a><\/strong>\uff1aJaeger\u6216Zipkin\uff1b\n<\/li>\n<li><strong>\u7edf\u4e00\u95e8\u6237<\/strong>\uff1aGrafana Labs\u7684Mimir\u4e0eTempo\u63d0\u4f9bAll-in-One\u89e3\u51b3\u65b9\u6848\u3002\n<\/li>\n<\/ul>\n<p><strong>\u5178\u578b\u6311\u6218\u4e0e\u5bf9\u7b56<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u636e\u7206\u70b8<\/strong>\uff1a\u91c7\u7528Fluent Bit\u8fdb\u884c\u8fb9\u7f18\u4fa7\u8fc7\u6ee4\uff0c\u4ec5\u4e0a\u4f20\u5f02\u5e38\u65e5\u5fd7\uff1b\n<\/li>\n<li><strong>\u6280\u672f\u5f02\u6784\u6027<\/strong>\uff1a\u901a\u8fc7OpenTelemetry SDK\u7edf\u4e00\u57cb\u70b9\uff0c\u5c4f\u853d\u5e95\u5c42\u5dee\u5f02\uff1b\n<\/li>\n<li><strong>\u56e2\u961f\u534f\u4f5c\u58c1\u5792<\/strong>\uff1a\u5efa\u7acb\u201c\u53ef\u89c2\u6d4b\u6027\u5373\u4ee3\u7801\u201d\u6587\u5316\uff0c\u4f7f\u7528Terraform\u7ba1\u7406\u76d1\u63a7\u7b56\u7565\u3002\n<\/li>\n<\/ul>\n<hr>\n<p>\u968f\u7740eBPF\u3001Serverless\u67b6\u6784\u7684\u666e\u53ca<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u5927\u6570\u636e\u73af\u5883\u5df2\u6210\u4e3a\u4f01\u4e1a\u8fd0\u8425\u7684\u6838\u5fc3\u652f\u6491\u3002 \u636eGartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c\u8d85\u8fc770%\u7684\u4f01\u4e1a\u5c06\u4f9d\u8d56\u5b9e\u65f6\u6570\u636e\u5206\u6790\u9a71\u52a8\u4e1a\u52a1\u51b3\u7b56\u3002\u7136\u800c\uff0c\u968f\u7740\u6570\u636e\u91cf\u6fc0\u589e\u3001\u7cfb\u7edf\u67b6\u6784\u590d\u6742\u5316\uff0c\u4f20\u7edf\u7684\u76d1\u63a7\u624b\u6bb5\u5df2\u96be\u4ee5\u6ee1\u8db3\u6545\u969c\u5b9a\u4f4d\u3001\u6027\u80fd\u4f18\u5316\u7684\u9700\u6c42\u3002\u5168\u6808\u53ef\u89c2\u6d4b\u6027\uff08Full-Stack Observability\uff09\u4f5c\u4e3a\u4e00\u79cd\u65b0\u5174\u7684\u6280\u672f\u7406\u5ff5\uff0c\u6b63\u5728\u6210\u4e3a\u7834\u89e3\u5927\u6570\u636e\u73af\u5883\u8fd0\u7ef4\u96be\u9898\u7684\u201c\u91d1\u94a5\u5319\u201d\u3002\u5b83\u4e0d\u4ec5\u8986\u76d6\u4e86\u4ece\u57fa\u7840\u8bbe\u65bd\u5230\u5e94\u7528\u5c42\u7684\u5168\u94fe\u8def\u76d1\u63a7\uff0c\u8fd8\u80fd\u901a\u8fc7\u591a\u7ef4\u6570\u636e\u5173\u8054\u5206\u6790\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5feb\u901f\u6d1e\u5bdf\u7cfb\u7edf\u74f6\u9888\uff0c\u63d0\u5347\u4e1a\u52a1\u8fde\u7eed\u6027\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5176\u5728\u5927\u6570\u636e\u73af\u5883\u4e2d\u7684\u5b9e\u65bd\u8def\u5f84\u4e0e\u5173\u952e\u6280\u672f\uff0c\u4e3a\u6784\u5efa\u9ad8\u6548\u3001\u7a33\u5b9a\u7684\u6570\u636e\u9a71\u52a8\u578b\u67b6\u6784\u63d0\u4f9b\u5b9e\u8df5\u6307\u5bfc\u3002 \u4e00\u3001\u5168\u6808\u53ef\u89c2\u6d4b\u6027\uff1a\u4ece\u6982\u5ff5\u5230\u6838\u5fc3\u4ef7\u503c \u5168\u6808\u53ef\u89c2\u6d4b\u6027\u5e76\u975e\u7b80\u5355\u7684\u76d1\u63a7\u5de5\u5177\u5806\u780c\uff0c\u800c\u662f\u901a\u8fc7\u6574\u5408\u6307\u6807\uff08Metrics\uff09\u3001\u65e5\u5fd7\uff08Logs\uff09\u3001\u8ffd\u8e2a\uff08Traces\uff09\u4e09\u5927\u652f\u67f1\u6570\u636e\uff0c\u5b9e\u73b0\u5bf9\u7cfb\u7edf\u72b6\u6001\u7684\u5168\u5c40\u900f\u89c6\u3002\u4e0e\u4f20\u7edf\u7684\u5355\u4e00\u7ef4\u5ea6\u76d1\u63a7\u76f8\u6bd4\uff0c\u5176\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e\uff1a \u6570\u636e\u878d\u5408\uff1a\u6253\u7834\u8fd0\u7ef4\u3001\u5f00\u53d1\u3001\u4e1a\u52a1\u90e8\u95e8\u7684\u6570\u636e\u5b64\u5c9b\uff0c\u5c06\u670d\u52a1\u5668\u6027\u80fd\u3001\u5e94\u7528\u4ee3\u7801\u5f02\u5e38\u3001\u7528\u6237\u884c\u4e3a\u65e5\u5fd7\u7edf\u4e00\u5173\u8054\uff1b \u4e0a\u4e0b\u6587\u5173\u8054\uff1a\u901a\u8fc7\u5206\u5e03\u5f0f\u8ffd\u8e2a\u6280\u672f\uff08\u5982OpenTelemetry\uff09\uff0c\u8fd8\u539f\u8de8\u670d\u52a1\u3001\u8de8\u7ec4\u4ef6\u7684\u5b8c\u6574\u8bf7\u6c42\u94fe\u8def\uff1b \u4e3b\u52a8\u9884\u8b66\uff1a\u501f\u52a9\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u8bc6\u522b\u6f5c\u5728\u98ce\u9669\u6a21\u5f0f\uff0c\u800c\u975e\u88ab\u52a8\u54cd\u5e94\u6545\u969c\u3002 \u5728\u5927\u6570\u636e\u573a\u666f\u4e0b\uff0c\u8fd9\u4e00\u80fd\u529b\u5c24\u4e3a\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u5b9e\u65f6\u63a8\u8350\u7cfb\u7edf\u7684\u5ef6\u8fdf\u6fc0\u589e\uff0c\u53ef\u80fd\u6e90\u4e8eKafka\u961f\u5217\u79ef\u538b\u3001Spark\u8ba1\u7b97\u8d44\u6e90\u4e89\u62a2\u6216\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u6cc4\u6f0f\u3002\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u80fd\u8fc5\u901f\u5b9a\u4f4d\u6839\u56e0\uff0c\u907f\u514d\u201c\u76f2\u4eba\u6478\u8c61\u201d\u5f0f\u7684\u4f4e\u6548\u6392\u969c\u3002 \u4e8c\u3001\u5927\u6570\u636e\u73af\u5883\u4e3a\u4f55\u4e9f\u9700\u5168\u6808\u53ef\u89c2\u6d4b\u6027 \u67b6\u6784\u590d\u6742\u5ea6\u6307\u6570\u7ea7\u63d0\u5347 \u73b0\u4ee3\u5927\u6570\u636e\u5e73\u53f0\u901a\u5e38\u6df7\u5408\u90e8\u7f72\u4e86Hadoop\u3001Flink\u3001Kubernetes\u7b49\u5f02\u6784\u7ec4\u4ef6\uff0c\u5fae\u670d\u52a1\u5316\u67b6\u6784\u8fdb\u4e00\u6b65\u52a0\u5267\u4e86\u8c03\u7528\u94fe\u7684\u788e\u7247\u5316\u3002\u67d0\u7535\u5546\u4f01\u4e1a\u7684\u6848\u4f8b\u663e\u793a\uff0c\u4e00\u6b21\u4fc3\u9500\u6d3b\u52a8\u7684\u6570\u636e\u5904\u7406\u6d89\u53ca\u8d85\u8fc7200\u4e2a\u5fae\u670d\u52a1\uff0c\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u4ec5\u80fd\u6355\u83b730%\u7684\u5f02\u5e38\u8282\u70b9\u3002 \u6570\u636e\u7ba1\u9053\u7684\u9690\u853d\u6027\u6545\u969c 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