{"id":33380,"date":"2025-03-07T10:23:48","date_gmt":"2025-03-07T02:23:48","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=33380"},"modified":"2025-03-07T10:23:48","modified_gmt":"2025-03-07T02:23:48","slug":"%e5%a6%82%e4%bd%95%e9%80%9a%e8%bf%87%e5%85%a8%e6%a0%88%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e4%bc%98%e5%8c%96%e5%ba%94%e7%94%a8%e7%9a%84%e6%80%a7%e8%83%bd%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/33380.html","title":{"rendered":"\u5982\u4f55\u901a\u8fc7\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u4f18\u5316\u5e94\u7528\u7684\u6027\u80fd\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/nk55lIbu.jpg\" alt=\"\u5982\u4f55\u901a\u8fc7\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u4f18\u5316\u5e94\u7528\u7684\u6027\u80fd\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u5e94\u7528\u7a0b\u5e8f\u5df2\u6210\u4e3a\u4f01\u4e1a\u4e0e\u7528\u6237\u4ea4\u4e92\u7684\u6838\u5fc3\u8f7d\u4f53\u3002\u4e00\u6b21\u9875\u9762\u52a0\u8f7d\u5ef6\u8fdf\u3001\u4e00\u4e2a\u63a5\u53e3\u54cd\u5e94\u8d85\u65f6\uff0c\u751a\u81f3\u4e00\u4e2a\u672a\u88ab\u6355\u83b7\u7684\u5f02\u5e38\uff0c\u90fd\u53ef\u80fd\u76f4\u63a5\u5bfc\u81f4\u7528\u6237\u6d41\u5931\u548c\u6536\u5165\u4e0b\u964d\u3002\u636eGartner\u7814\u7a76\uff0c<strong>80%\u7684\u4f01\u4e1a\u56e0\u6027\u80fd\u95ee\u9898\u6bcf\u5e74\u635f\u5931\u8d85\u8fc7\u767e\u4e07\u7f8e\u5143<\/strong>\u3002\u9762\u5bf9\u65e5\u76ca\u590d\u6742\u7684\u4e91\u539f\u751f\u67b6\u6784\u548c\u5206\u5e03\u5f0f\u7cfb\u7edf\uff0c\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u5df2\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u8fd9\u6b63\u662f<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u6808\u53ef\u89c2\u6d4b<\/a>\u6027\uff08Full-Stack Observability\uff09<\/strong>\u6210\u4e3a\u6280\u672f\u5708\u70ed\u8bcd\u7684\u6839\u672c\u539f\u56e0\u2014\u2014\u5b83\u4e0d\u4ec5\u8ba9\u6280\u672f\u56e2\u961f\u770b\u6e05\u7cfb\u7edf\u5168\u8c8c\uff0c\u66f4\u80fd\u901a\u8fc7\u6570\u636e\u9a71\u52a8\u7684\u65b9\u5f0f\u5b9e\u73b0\u7cbe\u51c6\u6027\u80fd\u4f18\u5316\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u5168\u6808\u53ef\u89c2\u6d4b\u6027-\u7a7f\u900f\u6280\u672f\u6808\u7684-ct\u626b\u63cf\u4eea\">\u4e00\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u6808\u53ef\u89c2\u6d4b<\/a>\u6027\uff1a\u7a7f\u900f\u6280\u672f\u6808\u7684\u201cCT\u626b\u63cf\u4eea\u201d<\/h3>\n<p>\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u5e76\u975e\u7b80\u5355\u7684\u5de5\u5177\u53e0\u52a0\uff0c\u800c\u662f\u4e00\u79cd<strong>\u4ece\u7528\u6237\u7aef\u5230\u57fa\u7840\u8bbe\u65bd\u7684\u7aef\u5230\u7aef\u6d1e\u5bdf\u80fd\u529b<\/strong>\u3002\u5b83\u901a\u8fc7\u6574\u5408<strong>\u65e5\u5fd7\uff08Logs\uff09\u3001\u6307\u6807\uff08Metrics\uff09\u3001\u8ffd\u8e2a\uff08Traces\uff09<\/strong>\u4e09\u5927\u6838\u5fc3\u6570\u636e\u6e90\uff08\u4e1a\u5185\u79f0\u4e3a\u201c\u53ef\u89c2\u6d4b\u6027\u4e09\u5927\u652f\u67f1\u201d\uff09\uff0c\u6784\u5efa\u8de8\u8d8a\u524d\u7aef\u3001\u540e\u7aef\u3001\u7f51\u7edc\u3001\u6570\u636e\u5e93\u7b49\u5404\u5c42\u7ea7\u7684\u5168\u666f\u89c6\u56fe\u3002<\/p>\n<p>\u4e0e\u4f20\u7edf\u76d1\u63a7\u76f8\u6bd4\uff0c\u5176\u9769\u547d\u6027\u4f53\u73b0\u5728\uff1a<\/p>\n<ol>\n<li><strong>\u4e3b\u52a8\u95ee\u9898\u9884\u6d4b<\/strong>\uff1a\u901a\u8fc7AI\u7b97\u6cd5\u5206\u6790\u5386\u53f2\u6570\u636e\u6a21\u5f0f\uff0c\u63d0\u524d\u9884\u8b66\u6f5c\u5728\u74f6\u9888\n<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u5173\u8054<\/strong>\uff1a\u5c06\u7528\u6237\u70b9\u51fb\u6309\u94ae\u7684\u524d\u7aef\u884c\u4e3a\u4e0e\u540e\u7aef\u5fae<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u670d\u52a1\u8c03\u7528\u94fe<\/a>\u81ea\u52a8\u5173\u8054\n<\/li>\n<li><strong>\u6839\u56e0\u5b9a\u4f4d\u6548\u7387<\/strong>\uff1a\u6545\u969c\u53d1\u751f\u65f6\uff0c5\u5206\u949f\u5185\u5b9a\u4f4d\u5230\u5177\u4f53\u4ee3\u7801\u6587\u4ef6\u800c\u975e\u201c\u7591\u4f3c\u533a\u57df\u201d\n<\/li>\n<\/ol>\n<p>\u4ee5\u67d0\u7535\u5546\u5e73\u53f0\u4e3a\u4f8b\uff0c\u5728\u9ed1\u8272\u661f\u671f\u4e94\u5927\u4fc3\u671f\u95f4\uff0c\u5176\u8ba2\u5355\u63d0\u4ea4\u63a5\u53e3\u54cd\u5e94\u65f6\u95f4\u7a81\u7136\u589e\u52a0\u81f38\u79d2\u3002\u901a\u8fc7\u5168\u6808\u89c2\u6d4b\u5e73\u53f0\uff0c\u5de5\u7a0b\u5e08\u8fc5\u901f\u53d1\u73b0<strong>\u524d\u7aefJavaScript\u8d44\u6e90\u672a\u538b\u7f29\u5bfc\u81f4\u52a0\u8f7d\u963b\u585e<\/strong>\uff0c\u540c\u65f6<strong>\u5e93\u5b58\u670d\u52a1\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d<\/strong>\u7684\u53cc\u91cd\u95ee\u9898\u2014\u2014\u8fd9\u79cd\u8de8\u5c42\u5173\u8054\u5206\u6790\u5728\u4f20\u7edf\u76d1\u63a7\u4f53\u7cfb\u4e2d\u51e0\u4e4e\u65e0\u6cd5\u5b9e\u73b0\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u6027\u80fd\u4f18\u5316\u7684\u56db\u4e2a\u5173\u952e\u6218\u573a\">\u4e8c\u3001\u6027\u80fd\u4f18\u5316\u7684\u56db\u4e2a\u5173\u952e\u6218\u573a<\/h3>\n<h4 id=\"1-\u7528\u6237\u4f53\u9a8c\u5c42-\u4ece-\u88ab\u52a8\u7b49\u5f85\u62a5\u969c-\u5230-\u9884\u5224\u7528\u6237\u75db\u82e6\">1. <strong>\u7528\u6237\u4f53\u9a8c\u5c42\uff1a\u4ece\u201c\u88ab\u52a8\u7b49\u5f85\u62a5\u969c\u201d\u5230\u201c\u9884\u5224\u7528\u6237\u75db\u82e6\u201d<\/strong><\/h4>\n<ul>\n<li>\u901a\u8fc7<strong>\u771f\u5b9e\u7528\u6237\u76d1\u63a7\uff08RUM\uff09<\/strong>\u6355\u83b7\u9875\u9762\u52a0\u8f7d\u65f6\u95f4\u3001\u9996\u6b21\u5185\u5bb9\u6e32\u67d3\uff08FCP\uff09\u7b49\u6838\u5fc3\u6307\u6807\n<\/li>\n<li>\u4f7f\u7528<strong>\u5408\u6210\u76d1\u63a7\uff08Synthetic Monitoring\uff09<\/strong>\u6a21\u62df\u5168\u7403\u4e0d\u540c\u533a\u57df\u7528\u6237\u8bbf\u95ee\u8def\u5f84\n<\/li>\n<li><em>\u5b9e\u8df5\u6848\u4f8b<\/em>\uff1a\u67d0\u89c6\u9891\u5e73\u53f0\u901a\u8fc7\u5206\u6790iOS\u5ba2\u6237\u7aef\u7684\u6162\u4ea4\u4e92\uff08Slow Interaction\uff09\u6570\u636e\uff0c\u5c06\u89c6\u9891\u9884\u52a0\u8f7d\u7b97\u6cd5\u4f18\u5316\u540e\uff0c\u7528\u6237\u8df3\u51fa\u7387\u4e0b\u964d37%\n<\/li>\n<\/ul>\n<h4 id=\"2-\u5e94\u7528\u67b6\u6784\u5c42-\u89e3\u5f00\u5fae\u670d\u52a1\u4f9d\u8d56\u7684-\u6208\u5c14\u8fea\u4e4b\u7ed3\">2. <strong>\u5e94\u7528\u67b6\u6784\u5c42\uff1a\u89e3\u5f00\u5fae\u670d\u52a1\u4f9d\u8d56\u7684\u201c\u6208\u5c14\u8fea\u4e4b\u7ed3\u201d<\/strong><\/h4>\n<ul>\n<li>\u501f\u52a9<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u7cfb\u7edf<\/strong>\uff08\u5982OpenTelemetry\uff09\uff0c\u7ed8\u5236\u670d\u52a1\u95f4\u8c03\u7528\u62d3\u6251\u56fe\n<\/li>\n<li>\u8bc6\u522b\u201c\u6247\u51fa\u6548\u5e94\u201d\u2014\u2014\u67d0\u4e2a\u670d\u52a1\u9891\u7e41\u8c03\u7528\u4e0b\u6e38\u5f15\u53d1\u7684\u7ea7\u8054\u5ef6\u8fdf\n<\/li>\n<li><em>\u6280\u672f\u7a81\u7834<\/em>\uff1aNetflix\u5f00\u6e90\u7684<strong>Vector<\/strong>\u5de5\u5177\uff0c\u53ef\u5c06\u5fae\u670d\u52a1\u5ef6\u8fdf\u5206\u6790\u7cbe\u5ea6\u63d0\u5347\u81f3\u7eb3\u79d2\u7ea7\n<\/li>\n<\/ul>\n<h4 id=\"3-\u57fa\u7840\u8bbe\u65bd\u5c42-\u6253\u7834\u8d44\u6e90\u5229\u7528\u7684-\u9ed1\u7bb1\u6548\u5e94\">3. <strong>\u57fa\u7840\u8bbe\u65bd\u5c42\uff1a\u6253\u7834\u8d44\u6e90\u5229\u7528\u7684\u201c\u9ed1\u7bb1\u6548\u5e94\u201d<\/strong><\/h4>\n<ul>\n<li>\u5c06Kubernetes\u8282\u70b9\u6307\u6807\u4e0eJVM\u5806\u5185\u5b58\u6570\u636e\u8fdb\u884c\u5173\u8054\u5206\u6790\n<\/li>\n<li>\u901a\u8fc7<strong>\u706b\u7130\u56fe\uff08Flame Graph\uff09<\/strong>\u53ef\u89c6\u5316CPU\/\u5185\u5b58\u70ed\u70b9\u4ee3\u7801\u6bb5\n<\/li>\n<li><em>\u521b\u65b0\u5b9e\u8df5<\/em>\uff1a\u67d0\u94f6\u884c\u901a\u8fc7\u5bf9\u6bd4\u5bb9\u5668CPU\u62a2\u5360\u7387\u4e0eGC\u6682\u505c\u65f6\u95f4\uff0c\u53d1\u73b0JVM\u53c2\u6570\u914d\u7f6e\u4e0d\u5f53\u5bfc\u81f4\u8d44\u6e90\u4e89\u62a2\uff0c\u8c03\u6574\u540e\u5355\u8282\u70b9\u541e\u5410\u91cf\u63d0\u53472.8\u500d\n<\/li>\n<\/ul>\n<h4 id=\"4-\u4e1a\u52a1\u903b\u8f91\u5c42-\u8ba9\u6027\u80fd\u4f18\u5316\u76f4\u63a5\u9a71\u52a8\u5546\u4e1a\u4ef7\u503c\">4. <strong>\u4e1a\u52a1\u903b\u8f91\u5c42\uff1a\u8ba9\u6027\u80fd\u4f18\u5316\u76f4\u63a5\u9a71\u52a8\u5546\u4e1a\u4ef7\u503c<\/strong><\/h4>\n<ul>\n<li>\u5efa\u7acb<strong>\u4e1a\u52a1\u6307\u6807\u4e0e\u6280\u672f\u6307\u6807\u7684\u5173\u8054\u6a21\u578b<\/strong>\uff08\u5982\u201c\u652f\u4ed8\u6210\u529f\u7387\u548cAPI\u9519\u8bef\u7387\u7684\u76f8\u5173\u6027\u201d\uff09\n<\/li>\n<li>\u4f7f\u7528A\/B\u6d4b\u8bd5\u9a8c\u8bc1\u6027\u80fd\u6539\u8fdb\u5bf9\u8f6c\u5316\u7387\u7684\u5f71\u54cd\n<\/li>\n<li><em>\u6570\u636e\u9a8c\u8bc1<\/em>\uff1a\u67d0\u793e\u4ea4APP\u5c06\u597d\u53cb\u5217\u8868\u52a0\u8f7d\u65f6\u95f4\u4ece2.1\u79d2\u964d\u81f30.9\u79d2\u540e\uff0c\u6b21\u65e5\u7559\u5b58\u7387\u63d0\u9ad819%\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e09-\u6784\u5efa\u53ef\u89c2\u6d4b\u6027\u4f53\u7cfb\u7684\u4e09\u5927\u5b9e\u6218\u6b65\u9aa4\">\u4e09\u3001\u6784\u5efa\u53ef\u89c2\u6d4b\u6027\u4f53\u7cfb\u7684\u4e09\u5927\u5b9e\u6218\u6b65\u9aa4<\/h3>\n<h4 id=\"\u9636\u6bb51-\u6570\u636e\u91c7\u96c6\u6807\u51c6\u5316\"><strong>\u9636\u6bb51\uff1a\u6570\u636e\u91c7\u96c6\u6807\u51c6\u5316<\/strong><\/h4>\n<ul>\n<li>\u5b9a\u4e49\u7edf\u4e00\u7684<strong>\u5143\u6570\u636e\u6807\u7b7e\u4f53\u7cfb<\/strong>\uff08\u5982UserID\u3001TransactionType\uff09\n<\/li>\n<li>\u91c7\u7528OpenTelemetry\u7b49\u5f00\u6e90\u6807\u51c6\u907f\u514d\u5382\u5546\u9501\u5b9a\n<\/li>\n<li>\u5173\u952e\u70b9\uff1a\u63a7\u5236\u91c7\u6837\u7387\u5e73\u8861\u6570\u636e\u8d28\u91cf\u4e0e\u5b58\u50a8\u6210\u672c\n<\/li>\n<\/ul>\n<h4 id=\"\u9636\u6bb52-\u6784\u5efa\u667a\u80fd\u5206\u6790\u4e2d\u67a2\"><strong>\u9636\u6bb52\uff1a\u6784\u5efa\u667a\u80fd\u5206\u6790\u4e2d\u67a2<\/strong><\/h4>\n<ul>\n<li>\u642d\u5efa\u652f\u6301<strong>PromQL\/SQL\u6df7\u5408\u67e5\u8be2<\/strong>\u7684\u7edf\u4e00\u6570\u636e\u5e73\u53f0\n<\/li>\n<li>\u8bad\u7ec3\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\uff08\u5982Facebook Prophet\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\uff09\n<\/li>\n<li>\u5178\u578b\u67b6\u6784\uff1aElasticsearch + Grafana + Jaeger\u7684\u9ec4\u91d1\u7ec4\u5408\n<\/li>\n<\/ul>\n<h4 id=\"\u9636\u6bb53-\u95ed\u73af\u53cd\u9988\u673a\u5236\"><strong>\u9636\u6bb53\uff1a\u95ed\u73af\u53cd\u9988\u673a\u5236<\/strong><\/h4>\n<ul>\n<li>\u5c06\u6027\u80fd\u57fa\u7ebf\u7eb3\u5165CI\/CD\u6d41\u6c34\u7ebf\u95e8\u7981\n<\/li>\n<li>\u5efa\u7acb\u201c\u6027\u80fd\u5de5\u5355\u201d\u81ea\u52a8\u5206\u914d\u673a\u5236\uff08\u5982P90\u5ef6\u8fdf\u8d85\u6807\u89e6\u53d1\u544a\u8b66\uff09\n<\/li>\n<li>\u843d\u5730\u6848\u4f8b\uff1aAirbnb\u901a\u8fc7\u81ea\u52a8\u5316\u6027\u80fd\u56de\u5f52\u6d4b\u8bd5\uff0c\u51cf\u5c1183%\u7684\u7ebf\u4e0a\u4e8b\u6545\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u6280\u672f\u9009\u578b\u7684\u5e73\u8861\u827a\u672f\">\u56db\u3001\u6280\u672f\u9009\u578b\u7684\u5e73\u8861\u827a\u672f<\/h3>\n<p>\u9762\u5bf9Datadog\u3001New 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id=\"\u4e94-\u672a\u6765\u8d8b\u52bf-\u53ef\u89c2\u6d4b\u6027\u5411\u5de6-\u667a\u80fd\u5316\u5411\u53f3\">\u4e94\u3001\u672a\u6765\u8d8b\u52bf\uff1a\u53ef\u89c2\u6d4b\u6027\u5411\u5de6\uff0c\u667a\u80fd\u5316\u5411\u53f3<\/h3>\n<p>\u968f\u7740eBPF\u6280\u672f\u6210\u719f\uff0c<strong>\u5185\u6838\u7ea7\u53ef\u89c2\u6d4b<\/strong>\u6b63\u5728\u7a81\u7834\u4f20\u7edf\u63d2\u6869\u76d1\u63a7\u7684\u6027\u80fd\u635f\u8017\u74f6\u9888\u3002\u800c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5f15\u5165\uff0c\u4f7f\u5f97\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\uff08\u5982\u201c\u5bf9\u6bd4\u5317\u4eac\u548c\u4e0a\u6d77\u7528\u6237\u7684\u767b\u5f55\u5ef6\u8fdf\u201d\uff09\u6210\u4e3a\u53ef\u80fd\u3002Gartner\u9884\u6d4b\uff0c\u52302026\u5e74\uff0c<strong>50%\u7684\u8fd0\u7ef4\u51b3\u7b56\u5c06\u7531AI\u57fa\u4e8e\u53ef\u89c2\u6d4b\u6570\u636e\u81ea\u52a8\u5b8c\u6210<\/strong>\u2014\u2014\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u7684\u8fdb\u5316\uff0c\u66f4\u662f\u6574\u4e2aDevOps\u6587\u5316\u5411DataOps\u8f6c\u578b\u7684\u91cc\u7a0b\u7891\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u5e94\u7528\u7a0b\u5e8f\u5df2\u6210\u4e3a\u4f01\u4e1a\u4e0e\u7528\u6237\u4ea4\u4e92\u7684\u6838\u5fc3\u8f7d\u4f53\u3002\u4e00\u6b21\u9875\u9762\u52a0\u8f7d\u5ef6\u8fdf\u3001\u4e00\u4e2a\u63a5\u53e3\u54cd\u5e94\u8d85\u65f6\uff0c\u751a\u81f3\u4e00\u4e2a\u672a\u88ab\u6355\u83b7\u7684\u5f02\u5e38\uff0c\u90fd\u53ef\u80fd\u76f4\u63a5\u5bfc\u81f4\u7528\u6237\u6d41\u5931\u548c\u6536\u5165\u4e0b\u964d\u3002\u636eGartner\u7814\u7a76\uff0c80%\u7684\u4f01\u4e1a\u56e0\u6027\u80fd\u95ee\u9898\u6bcf\u5e74\u635f\u5931\u8d85\u8fc7\u767e\u4e07\u7f8e\u5143\u3002\u9762\u5bf9\u65e5\u76ca\u590d\u6742\u7684\u4e91\u539f\u751f\u67b6\u6784\u548c\u5206\u5e03\u5f0f\u7cfb\u7edf\uff0c\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u5df2\u663e\u5f97\u529b\u4e0d\u4ece\u5fc3\u3002\u8fd9\u6b63\u662f\u5168\u6808\u53ef\u89c2\u6d4b\u6027\uff08Full-Stack Observability\uff09\u6210\u4e3a\u6280\u672f\u5708\u70ed\u8bcd\u7684\u6839\u672c\u539f\u56e0\u2014\u2014\u5b83\u4e0d\u4ec5\u8ba9\u6280\u672f\u56e2\u961f\u770b\u6e05\u7cfb\u7edf\u5168\u8c8c\uff0c\u66f4\u80fd\u901a\u8fc7\u6570\u636e\u9a71\u52a8\u7684\u65b9\u5f0f\u5b9e\u73b0\u7cbe\u51c6\u6027\u80fd\u4f18\u5316\u3002 \u4e00\u3001\u5168\u6808\u53ef\u89c2\u6d4b\u6027\uff1a\u7a7f\u900f\u6280\u672f\u6808\u7684\u201cCT\u626b\u63cf\u4eea\u201d 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\u4e0a\u4e0b\u6587\u5173\u8054\uff1a\u5c06\u7528\u6237\u70b9\u51fb\u6309\u94ae\u7684\u524d\u7aef\u884c\u4e3a\u4e0e\u540e\u7aef\u5fae\u670d\u52a1\u8c03\u7528\u94fe\u81ea\u52a8\u5173\u8054 \u6839\u56e0\u5b9a\u4f4d\u6548\u7387\uff1a\u6545\u969c\u53d1\u751f\u65f6\uff0c5\u5206\u949f\u5185\u5b9a\u4f4d\u5230\u5177\u4f53\u4ee3\u7801\u6587\u4ef6\u800c\u975e\u201c\u7591\u4f3c\u533a\u57df\u201d \u4ee5\u67d0\u7535\u5546\u5e73\u53f0\u4e3a\u4f8b\uff0c\u5728\u9ed1\u8272\u661f\u671f\u4e94\u5927\u4fc3\u671f\u95f4\uff0c\u5176\u8ba2\u5355\u63d0\u4ea4\u63a5\u53e3\u54cd\u5e94\u65f6\u95f4\u7a81\u7136\u589e\u52a0\u81f38\u79d2\u3002\u901a\u8fc7\u5168\u6808\u89c2\u6d4b\u5e73\u53f0\uff0c\u5de5\u7a0b\u5e08\u8fc5\u901f\u53d1\u73b0\u524d\u7aefJavaScript\u8d44\u6e90\u672a\u538b\u7f29\u5bfc\u81f4\u52a0\u8f7d\u963b\u585e\uff0c\u540c\u65f6\u5e93\u5b58\u670d\u52a1\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u7684\u53cc\u91cd\u95ee\u9898\u2014\u2014\u8fd9\u79cd\u8de8\u5c42\u5173\u8054\u5206\u6790\u5728\u4f20\u7edf\u76d1\u63a7\u4f53\u7cfb\u4e2d\u51e0\u4e4e\u65e0\u6cd5\u5b9e\u73b0\u3002 \u4e8c\u3001\u6027\u80fd\u4f18\u5316\u7684\u56db\u4e2a\u5173\u952e\u6218\u573a 1. \u7528\u6237\u4f53\u9a8c\u5c42\uff1a\u4ece\u201c\u88ab\u52a8\u7b49\u5f85\u62a5\u969c\u201d\u5230\u201c\u9884\u5224\u7528\u6237\u75db\u82e6\u201d \u901a\u8fc7\u771f\u5b9e\u7528\u6237\u76d1\u63a7\uff08RUM\uff09\u6355\u83b7\u9875\u9762\u52a0\u8f7d\u65f6\u95f4\u3001\u9996\u6b21\u5185\u5bb9\u6e32\u67d3\uff08FCP\uff09\u7b49\u6838\u5fc3\u6307\u6807 \u4f7f\u7528\u5408\u6210\u76d1\u63a7\uff08Synthetic Monitoring\uff09\u6a21\u62df\u5168\u7403\u4e0d\u540c\u533a\u57df\u7528\u6237\u8bbf\u95ee\u8def\u5f84 \u5b9e\u8df5\u6848\u4f8b\uff1a\u67d0\u89c6\u9891\u5e73\u53f0\u901a\u8fc7\u5206\u6790iOS\u5ba2\u6237\u7aef\u7684\u6162\u4ea4\u4e92\uff08Slow Interaction\uff09\u6570\u636e\uff0c\u5c06\u89c6\u9891\u9884\u52a0\u8f7d\u7b97\u6cd5\u4f18\u5316\u540e\uff0c\u7528\u6237\u8df3\u51fa\u7387\u4e0b\u964d37% 2. \u5e94\u7528\u67b6\u6784\u5c42\uff1a\u89e3\u5f00\u5fae\u670d\u52a1\u4f9d\u8d56\u7684\u201c\u6208\u5c14\u8fea\u4e4b\u7ed3\u201d \u501f\u52a9\u5206\u5e03\u5f0f\u8ffd\u8e2a\u7cfb\u7edf\uff08\u5982OpenTelemetry\uff09\uff0c\u7ed8\u5236\u670d\u52a1\u95f4\u8c03\u7528\u62d3\u6251\u56fe \u8bc6\u522b\u201c\u6247\u51fa\u6548\u5e94\u201d\u2014\u2014\u67d0\u4e2a\u670d\u52a1\u9891\u7e41\u8c03\u7528\u4e0b\u6e38\u5f15\u53d1\u7684\u7ea7\u8054\u5ef6\u8fdf \u6280\u672f\u7a81\u7834\uff1aNetflix\u5f00\u6e90\u7684Vector\u5de5\u5177\uff0c\u53ef\u5c06\u5fae\u670d\u52a1\u5ef6\u8fdf\u5206\u6790\u7cbe\u5ea6\u63d0\u5347\u81f3\u7eb3\u79d2\u7ea7 3. \u57fa\u7840\u8bbe\u65bd\u5c42\uff1a\u6253\u7834\u8d44\u6e90\u5229\u7528\u7684\u201c\u9ed1\u7bb1\u6548\u5e94\u201d \u5c06Kubernetes\u8282\u70b9\u6307\u6807\u4e0eJVM\u5806\u5185\u5b58\u6570\u636e\u8fdb\u884c\u5173\u8054\u5206\u6790 \u901a\u8fc7\u706b\u7130\u56fe\uff08Flame Graph\uff09\u53ef\u89c6\u5316CPU\/\u5185\u5b58\u70ed\u70b9\u4ee3\u7801\u6bb5 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