{"id":35069,"date":"2025-03-11T15:19:22","date_gmt":"2025-03-11T07:19:22","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=35069"},"modified":"2025-03-11T15:19:22","modified_gmt":"2025-03-11T07:19:22","slug":"%e9%9b%b6%e4%be%b5%e6%89%b0%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e5%a6%82%e4%bd%95%e6%8f%90%e5%8d%87%e7%b3%bb%e7%bb%9f%e5%93%8d%e5%ba%94%e9%80%9f%e5%ba%a6%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/35069.html","title":{"rendered":"\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u63d0\u5347\u7cfb\u7edf\u54cd\u5e94\u901f\u5ea6\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/vonxd31HJ.jpg\" alt=\"\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u63d0\u5347\u7cfb\u7edf\u54cd\u5e94\u901f\u5ea6\uff1f\" 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href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027<\/a>\uff08Zero-Instrumentation Observability\uff09<\/strong>\u901a\u8fc7\u975e\u4fb5\u5165\u65b9\u5f0f\u5b9e\u73b0<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u94fe\u8def\u8ffd\u8e2a<\/a>\uff0c\u6b63\u5728\u91cd\u65b0\u5b9a\u4e49\u7cfb\u7edf\u4f18\u5316\u7684\u65b9\u6cd5\u8bba\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u7684\u6838\u5fc3\u4ef7\u503c\">\u4e00\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" 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href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">eBPF<\/a>\u5185\u6838\u7ea7\u89c2\u6d4b<\/strong>\u7b49\u6280\u672f\uff0c\u5c06\u6570\u636e\u91c7\u96c6\u5bf9\u4e1a\u52a1\u7684\u5f71\u54cd\u63a7\u5236\u57280.3%\u4ee5\u5185\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u63d0\u5347\u54cd\u5e94\u901f\u5ea6\u7684\u5b9e\u73b0\u673a\u5236\">\u4e09\u3001\u63d0\u5347\u54cd\u5e94\u901f\u5ea6\u7684\u5b9e\u73b0\u673a\u5236<\/h3>\n<p>\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u4ece\u56db\u4e2a\u7ef4\u5ea6\u91cd\u6784\u7cfb\u7edf\u4f18\u5316\u8def\u5f84\uff1a<\/p>\n<h4 id=\"1-\u7cbe\u51c6\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\">1. 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id=\"\u573a\u666f2-\u4e91\u539f\u751f\u73af\u5883\u76d1\u6d4b\">\u573a\u666f2\uff1a\u4e91\u539f\u751f\u73af\u5883\u76d1\u6d4b<\/h4>\n<p>\u5229\u7528Kubernetes\u5143\u6570\u636e\u548c\u5bb9\u5668\u8fd0\u884c\u65f6\u6307\u6807\uff0c\u6784\u5efa<strong>\u591a\u7ef4\u5065\u5eb7\u8bc4\u5206\u6a21\u578b<\/strong>\u3002\u5f53\u68c0\u6d4b\u5230\u67d0\u4e2aPod\u56e0\u5185\u5b58\u6cc4\u6f0f\u5bfc\u81f4\u8c03\u5ea6\u5ef6\u8fdf\u65f6\uff0c\u7cfb\u7edf\u4f1a\u4f18\u5148\u5c06\u5176\u8fc1\u79fb\u5230\u7a7a\u95f2\u8282\u70b9\uff0c\u907f\u514d\u5f71\u54cd\u5173\u8054\u670d\u52a1\u3002<\/p>\n<h4 id=\"\u573a\u666f3-\u7269\u8054\u7f51\u5b9e\u65f6\u6570\u636e\u5904\u7406\">\u573a\u666f3\uff1a\u7269\u8054\u7f51\u5b9e\u65f6\u6570\u636e\u5904\u7406<\/h4>\n<p>\u9488\u5bf9\u767e\u4e07\u7ea7\u8bbe\u5907\u5e76\u53d1\u7684\u573a\u666f\uff0c\u901a\u8fc7\u8fb9\u7f18\u8282\u70b9\u7684\u6d41\u91cf\u955c\u50cf\u5b9e\u73b0<strong>\u5206\u5e03\u5f0f\u89c2\u6d4b<\/strong>\u3002\u67d0\u667a\u6167\u57ce\u5e02\u9879\u76ee\u8fd0\u7528\u8be5\u6280\u672f\uff0c\u5c06\u4ea4\u901a\u4fe1\u53f7\u63a7\u5236\u7cfb\u7edf\u7684\u6307\u4ee4\u54cd\u5e94\u5ef6\u8fdf\u4ece900ms\u4f18\u5316\u81f3130ms\u3002<\/p>\n<h4 id=\"\u573a\u666f4-\u5927\u6570\u636e\u7ba1\u9053\u4f18\u5316\">\u573a\u666f4\uff1a\u5927\u6570\u636e\u7ba1\u9053\u4f18\u5316<\/h4>\n<p>\u5206\u6790Spark\u4f5c\u4e1a\u7684shuffle\u8fc7\u7a0b\u548c\u6570\u636e\u503e\u659c\u7279\u5f81\uff0c\u7ed3\u5408\u5b58\u50a8\u5c42IO\u6a21\u5f0f\u7ed9\u51fa\u8c03\u4f18\u5efa\u8bae\u3002\u67d0\u96f6\u552e\u4f01\u4e1a\u501f\u6b64\u5c06\u591c\u95f4\u6279\u5904\u7406\u4f5c\u4e1a\u7684\u6267\u884c\u65f6\u95f4\u7f29\u77ed38%\uff0c\u786e\u4fdd\u4fc3\u9500\u6d3b\u52a8\u51c6\u65f6\u4e0a\u7ebf\u3002<\/p>\n<hr>\n<h3 id=\"\u4e94-\u6280\u672f\u6f14\u8fdb\u8d8b\u52bf\u5c55\u671b\">\u4e94\u3001\u6280\u672f\u6f14\u8fdb\u8d8b\u52bf\u5c55\u671b<\/h3>\n<p>\u968f\u7740<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">eBPF<\/a>\u3001WASM\u7b49\u5e95\u5c42\u6280\u672f\u7684\u53d1\u5c55\uff0c\u96f6\u4fb5\u6270\u89c2\u6d4b\u6b63\u5728\u5411\u66f4\u7ec6\u7c92\u5ea6\u8fc8\u8fdb\u3002\u65b0\u4e00\u4ee3\u65b9\u6848\u5df2\u80fd\u6355\u83b7\u5355\u4e2a\u51fd\u6570\u7684\u6267\u884c\u70ed\u8def\u5f84\uff0c\u751a\u81f3\u5206\u6790GPU\u663e\u5b58\u4f7f\u7528\u6a21\u5f0f\u3002Gartner\u9884\u6d4b\uff0c\u52302025\u5e74\u5c06\u670960%\u7684\u4f01\u4e1a\u91c7\u7528\u96f6\u4fb5\u6270\u65b9\u6848\u4f5c\u4e3a\u6838\u5fc3\u89c2\u6d4b\u624b\u6bb5\uff0c\u4f7f\u91cd\u5927\u6545\u969c\u7684\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff08MTTR\uff09\u964d\u4f4e75%\u3002<\/p>\n<p>\u67d0\u5934\u90e8\u4e91\u670d\u52a1\u5546\u7684\u5b9e\u8df5\u8868\u660e\uff0c\u901a\u8fc7\u5c06\u96f6\u4fb5\u6270\u89c2\u6d4b\u6570\u636e\u8f93\u5165AI\u8fd0\u7ef4\u5927\u8111\uff0c\u7cfb\u7edf\u53ef\u81ea\u52a8\u6267\u884c\u8d85\u8fc7200\u7c7b\u5e38\u89c1\u6545\u969c\u7684\u4fee\u590d\u64cd\u4f5c\u3002\u8fd9\u79cd<strong>\u89c2\u6d4b\u9a71\u52a8\u81ea\u6cbb\uff08Observability-Driven Autonomy\uff09<\/strong>\u7684\u6f14\u8fdb\uff0c\u6b63\u5728\u91cd\u65b0\u5b9a\u4e49\u7cfb\u7edf\u54cd\u5e94\u901f\u5ea6\u7684\u4f18\u5316\u8fb9\u754c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u7cfb\u7edf\u54cd\u5e94\u901f\u5ea6\u5df2\u6210\u4e3a\u8861\u91cf\u4f01\u4e1a\u7ade\u4e89\u529b\u7684\u6838\u5fc3\u6307\u6807\u4e4b\u4e00\u3002\u5f53\u6bcf\u79d2\u9700\u8981\u5904\u7406\u6570\u5343\u6b21\u7528\u6237\u8bf7\u6c42\u65f6\uff0c\u5982\u4f55\u5feb\u901f\u5b9a\u4f4d\u6027\u80fd\u74f6\u9888\u3001\u5b9e\u65f6\u611f\u77e5\u7cfb\u7edf\u72b6\u6001\u3001\u9884\u5224\u6f5c\u5728\u6545\u969c\uff0c\u6210\u4e3a\u8fd0\u7ef4\u56e2\u961f\u9762\u4e34\u7684\u4e25\u5cfb\u6311\u6218\u3002\u4f20\u7edf\u76d1\u63a7\u65b9\u6848\u5f80\u5f80\u9700\u8981\u5728\u4ee3\u7801\u4e2d\u690d\u5165\u63a2\u9488\u6216\u4f9d\u8d56\u65e5\u5fd7\u57cb\u70b9\uff0c\u8fd9\u79cd&rdquo;\u4fb5\u5165\u5f0f&rdquo;\u89c2\u6d4b\u4e0d\u4ec5\u5360\u7528\u7cfb\u7edf\u8d44\u6e90\uff0c\u8fd8\u53ef\u80fd\u56e0\u6570\u636e\u788e\u7247\u5316\u5bfc\u81f4\u8bca\u65ad\u6548\u7387\u4f4e\u4e0b\u3002\u800c\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\uff08Zero-Instrumentation Observability\uff09\u901a\u8fc7\u975e\u4fb5\u5165\u65b9\u5f0f\u5b9e\u73b0\u5168\u94fe\u8def\u8ffd\u8e2a\uff0c\u6b63\u5728\u91cd\u65b0\u5b9a\u4e49\u7cfb\u7edf\u4f18\u5316\u7684\u65b9\u6cd5\u8bba\u3002 \u4e00\u3001\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u7684\u6838\u5fc3\u4ef7\u503c \u4e0e\u9700\u8981\u4fee\u6539\u4ee3\u7801\u7684\u4f20\u7edf\u76d1\u63a7\u4e0d\u540c\uff0c\u96f6\u4fb5\u6270\u65b9\u6848\u901a\u8fc7\u65c1\u8def\u6570\u636e\u91c7\u96c6\u6280\u672f\uff0c\u5728\u4e0d\u4fee\u6539\u5e94\u7528\u903b\u8f91\u7684\u524d\u63d0\u4e0b\u6355\u83b7\u7f51\u7edc\u6d41\u91cf\u3001\u7cfb\u7edf\u8c03\u7528\u3001\u5bb9\u5668\u8fd0\u884c\u65f6\u7b49\u539f\u59cb\u4fe1\u606f\u3002\u8fd9\u79cd\u89c2\u6d4b\u65b9\u5f0f\u5177\u5907\u4e09\u5927\u7279\u5f81\uff1a \u65e0\u4fb5\u5165\u6027\uff1a\u907f\u514d\u4ee3\u7801\u690d\u5165\u5e26\u6765\u7684\u6027\u80fd\u635f\u8017\uff0c\u4fdd\u969c\u751f\u4ea7\u73af\u5883\u7a33\u5b9a\u6027 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\u7ed3\u5408\u5b9e\u65f6\u89c2\u6d4b\u6570\u636e\uff0c\u667a\u80fd\u7b97\u6cd5\u80fd\u9884\u6d4b\u5404\u5fae\u670d\u52a1\u7684\u8d44\u6e90\u9700\u6c42\u8d8b\u52bf\u3002\u4f8b\u5982\u5728\u6d41\u91cf\u6fc0\u589e\u524d\u81ea\u52a8\u6269\u5c55\u5bb9\u5668\u5b9e\u4f8b\uff0c\u6216\u5728\u7a7a\u95f2\u65f6\u6bb5\u7f29\u51cf\u8d44\u6e90\u5206\u914d\u3002\u8fd9\u79cd\u9884\u6d4b\u5f0f\u5f39\u6027\u4f38\u7f29\u53ef\u4f7f\u8d44\u6e90\u5229\u7528\u7387\u63d0\u534740%\uff0c\u540c\u65f6\u4fdd\u8bc1P99\u5ef6\u8fdf\u7a33\u5b9a\u572850ms\u4ee5\u5185\u3002 3. \u5f02\u5e38\u6a21\u5f0f\u9884\u5224 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