{"id":34111,"date":"2025-03-10T16:41:02","date_gmt":"2025-03-10T08:41:02","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=34111"},"modified":"2025-03-10T16:41:02","modified_gmt":"2025-03-10T08:41:02","slug":"%e5%9c%a8%e5%ae%9e%e6%96%bd%e5%85%a8%e6%a0%88%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e6%97%b6%ef%bc%8c%e5%a6%82%e4%bd%95%e5%b9%b3%e8%a1%a1%e7%9b%91%e6%8e%a7%e7%9a%84%e5%b9%bf%e5%ba%a6%e5%92%8c%e6%b7%b1","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/34111.html","title":{"rendered":"\u5728\u5b9e\u65bd\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u65f6\uff0c\u5982\u4f55\u5e73\u8861\u76d1\u63a7\u7684\u5e7f\u5ea6\u548c\u6df1\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\/P5aVaG.jpg\" alt=\"\u5728\u5b9e\u65bd\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u65f6\uff0c\u5982\u4f55\u5e73\u8861\u76d1\u63a7\u7684\u5e7f\u5ea6\u548c\u6df1\u5ea6\uff1f\" 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href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u6808\u53ef\u89c2\u6d4b<\/a>\u6027\u7684\u4e09\u7ef4\u77db\u76fe\u4f53<\/h3>\n<p>\u5728\u76d1\u63a7\u9886\u57df\uff0c<strong>\u5e7f\u5ea6\uff08Breadth\uff09<\/strong>\u901a\u5e38\u6307\u4ee3\u76d1\u63a7\u8303\u56f4\u5bf9\u6280\u672f\u6808\u7684\u8986\u76d6\u5b8c\u6574\u5ea6\uff0c\u5305\u62ec\u57fa\u7840\u8bbe\u65bd\u5c42\uff08\u670d\u52a1\u5668\u3001\u7f51\u7edc\u3001\u5b58\u50a8\uff09\u3001\u5e73\u53f0\u5c42\uff08Kubernetes\u3001\u670d\u52a1\u7f51\u683c\uff09\u3001\u5e94\u7528\u5c42\uff08\u4ee3\u7801\u7ea7\u6027\u80fd\u6307\u6807\uff09\u4ee5\u53ca\u7528\u6237\u4f53\u9a8c\u5c42\uff08\u7aef\u5230\u7aef\u54cd\u5e94\u65f6\u95f4\uff09\u3002\u800c<strong>\u6df1\u5ea6\uff08Depth\uff09<\/strong>\u5219\u5f3a\u8c03\u5bf9\u5355\u4e00\u7cfb\u7edf\u7684\u7ec6\u7c92\u5ea6\u6d1e\u5bdf\u80fd\u529b\uff0c\u4f8b\u5982\u67d0\u4e2a\u5fae\u670d\u52a1\u7684\u7ebf\u7a0b\u6c60\u5229\u7528\u7387\u3001\u6570\u636e\u5e93\u6162\u67e5\u8be2\u7684\u4e0a\u4e0b\u6587\u5173\u8054\u3001\u6216\u7279\u5b9aAPI\u8c03\u7528\u94fe\u7684<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u3002<\/p>\n<p>\u8fd9\u79cd\u4e8c\u5143\u5bf9\u7acb\u7684\u80cc\u540e\uff0c\u6f5c\u85cf\u7740\u4e09\u91cd\u73b0\u5b9e\u77db\u76fe\uff1a<\/p>\n<ol>\n<li><strong>\u8d44\u6e90\u6709\u9650\u6027\u4e0e\u6570\u636e\u65e0\u9650\u6027<\/strong>\uff1a\u6bcf\u589e\u52a01%\u7684\u76d1\u63a7\u8986\u76d6\u7387\uff0c\u53ef\u80fd\u5e26\u676510%\u7684\u5b58\u50a8\u4e0e\u8ba1\u7b97\u6210\u672c\u589e\u957f\n<\/li>\n<li><strong>\u5b9e\u65f6\u54cd\u5e94\u9700\u6c42\u4e0e\u6df1\u5ea6\u5206\u6790\u8017\u65f6<\/strong>\uff1a\u5e7f\u57df\u544a\u8b66\u9700\u8981\u79d2\u7ea7\u54cd\u5e94\uff0c\u6839\u56e0\u5b9a\u4f4d\u5374\u4f9d\u8d56\u5206\u949f\u7ea7\u65e5\u5fd7\u94bb\u53d6\n<\/li>\n<li><strong>\u6807\u51c6\u5316\u91c7\u96c6\u4e0e\u5b9a\u5236\u5316\u6d1e\u5bdf<\/strong>\uff1a\u901a\u7528\u6307\u6807\u6ee1\u8db3\u57fa\u7ebf\u76d1\u63a7\uff0c\u4e1a\u52a1\u7279\u6027\u5374\u8981\u6c42\u5b9a\u5236\u57cb\u70b9\n<\/li>\n<\/ol>\n<p>\u67d0\u7535\u5546\u5e73\u53f0\u66fe\u56e0\u8fc7\u5ea6\u8ffd\u6c42\u76d1\u63a7\u5e7f\u5ea6\uff0c\u5bfc\u81f4\u6bcf\u5929\u4ea7\u751f20TB\u7684\u89c2\u6d4b\u6570\u636e\uff0c\u4f46\u771f\u6b63\u7528\u4e8e\u6545\u969c\u8bca\u65ad\u7684\u6709\u6548\u4fe1\u606f\u4e0d\u8db35%\u3002\u8fd9\u5370\u8bc1\u4e86<strong>\u76d1\u63a7\u7684\u8fb9\u9645\u6548\u7528\u9012\u51cf\u89c4\u5f8b<\/strong>\u2014\u2014\u8d85\u51fa\u5173\u952e\u9608\u503c\u540e\uff0c\u6570\u636e\u91cf\u7684\u589e\u957f\u4e0d\u518d\u63d0\u5347\u7cfb\u7edf\u53ef\u89c2\u6d4b\u6027\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u6784\u5efa\u52a8\u6001\u5e73\u8861\u7684\u56db\u5927\u652f\u70b9\">\u4e8c\u3001\u6784\u5efa\u52a8\u6001\u5e73\u8861\u7684\u56db\u5927\u652f\u70b9<\/h3>\n<h4 id=\"1-\u5efa\u7acb\u670d\u52a1\u5173\u952e\u5ea6\u5206\u5c42\u6a21\u578b\">1. <strong>\u5efa\u7acb\u670d\u52a1\u5173\u952e\u5ea6\u5206\u5c42\u6a21\u578b<\/strong><\/h4>\n<p>\u901a\u8fc7\u4e1a\u52a1\u5f71\u54cd\u5206\u6790\uff08BIA\uff09\u5c06\u7cfb\u7edf\u7ec4\u4ef6\u5212\u5206\u4e3a\u56db\u4e2a\u8c61\u9650\uff1a<\/p>\n<ul>\n<li><strong>\u6838\u5fc3\u4ea4\u6613\u94fe\u8def<\/strong>\uff08\u5982\u652f\u4ed8\u7cfb\u7edf\uff09\uff1a\u9700\u8981\u6beb\u79d2\u7ea7\u6307\u6807\u91c7\u6837+\u5168\u94fe\u8def\u8ffd\u8e2a\n<\/li>\n<li><strong>\u652f\u6491\u578b\u670d\u52a1<\/strong>\uff08\u5982\u5e93\u5b58\u67e5\u8be2\uff09\uff1a\u5206\u949f\u7ea7\u805a\u5408\u6307\u6807+\u5f02\u5e38\u91c7\u6837\n<\/li>\n<li><strong>\u57fa\u7840\u8bbe\u65bd\u5c42<\/strong>\uff1a\u57fa\u4e8e\u9608\u503c\u7684\u72b6\u6001\u76d1\u63a7\n<\/li>\n<li><strong>\u957f\u5c3e\u529f\u80fd\u6a21\u5757<\/strong>\uff1a\u4ec5\u4fdd\u7559\u9519\u8bef\u65e5\u5fd7\u4e0e\u5065\u5eb7\u68c0\u67e5\n<\/li>\n<\/ul>\n<p>\u4f8b\u5982\u67d0\u94f6\u884c\u5728618\u5927\u4fc3\u671f\u95f4\uff0c\u5c06\u652f\u4ed8\u7f51\u5173\u7684Trace\u91c7\u6837\u7387\u4ece5%\u63d0\u5347\u81f3100%\uff0c\u540c\u65f6\u6682\u505c\u975e\u5173\u952e\u670d\u52a1\u7684\u65e5\u5fd7\u5168\u91cf\u91c7\u96c6\uff0c\u4f7f\u76d1\u63a7\u6210\u672c\u4e0b\u964d37%\u7684\u60c5\u51b5\u4e0b\uff0cMTTR\uff08\u5e73\u5747\u6545\u969c\u6062\u590d\u65f6\u95f4\uff09\u53cd\u800c\u7f29\u77ed\u4e8628%\u3002<\/p>\n<h4 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<strong>\u5b9e\u73b0\u6307\u6807-\u65e5\u5fd7-\u8ffd\u8e2a\u7684\u667a\u80fd\u8054\u52a8<\/strong><\/h4>\n<p>\u91c7\u7528<strong>\u4e09\u5c42\u9ec4\u91d1\u4fe1\u53f7\u5173\u8054\u6cd5<\/strong>\uff1a<\/p>\n<ul>\n<li><strong>\u6307\u6807\u5c42<\/strong>\uff08Metrics\uff09\uff1aCPU\u3001\u5185\u5b58\u3001QPS\u7b49\u57fa\u7840\u6307\u6807\u6784\u6210\u76d1\u63a7\u57fa\u7ebf\n<\/li>\n<li><strong>\u65e5\u5fd7\u5c42<\/strong>\uff08Logs\uff09\uff1a\u5f53\u67d0\u670d\u52a1\u9519\u8bef\u7387\u8d85\u8fc7\u9608\u503c\u65f6\uff0c\u81ea\u52a8\u89e6\u53d1\u5173\u8054\u65e5\u5fd7\u7684\u4e0a\u4e0b\u6587\u63d0\u53d6\n<\/li>\n<li><strong>\u8ffd\u8e2a\u5c42\uff08Traces\uff09<\/strong>\uff1a\u9488\u5bf9\u5f02\u5e38TraceID\u8fdb\u884c\u5168\u94fe\u8def\u91cd\u6784\n<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u201c\u5148\u5e7f\u57df\u626b\u63cf\uff0c\u518d\u7cbe\u51c6\u7a7f\u523a\u201d\u7684\u673a\u5236\uff0c\u5982\u540c\u533b\u7597\u9886\u57df\u7684CT\u626b\u63cf\u7ed3\u5408\u75c5\u7406\u6d3b\u68c0\uff0c\u65e2\u63a7\u5236\u5168\u5c40\u98ce\u9669\uff0c\u53c8\u907f\u514d\u4e0d\u5fc5\u8981\u7684\u8d44\u6e90\u6d88\u8017\u3002Datadog\u7684\u667a\u80fd\u68c0\u6d4b\u62a5\u544a\u663e\u793a\uff0c\u91c7\u7528\u8be5\u7b56\u7565\u7684\u4f01\u4e1a\uff0c\u8bef\u544a\u7387\u5e73\u5747\u964d\u4f4e64%\u3002<\/p>\n<h4 id=\"3-\u8bbe\u8ba1\u5f39\u6027\u91c7\u6837\u7b56\u7565\">3. <strong>\u8bbe\u8ba1\u5f39\u6027\u91c7\u6837\u7b56\u7565<\/strong><\/h4>\n<p>\u5728\u6570\u636e\u91c7\u96c6\u7aef\u5b9e\u65bd\u52a8\u6001\u91c7\u6837\uff1a<\/p>\n<ul>\n<li><strong>\u65f6\u95f4\u7ef4\u5ea6<\/strong>\uff1a\u4e1a\u52a1\u9ad8\u5cf0\u671f\u7684\u91c7\u6837\u9891\u7387\u662f\u95f2\u65f6\u76843-5\u500d\n<\/li>\n<li><strong>\u7a7a\u95f4\u7ef4\u5ea6<\/strong>\uff1a\u6838\u5fc3\u670d\u52a1\u7684\u5168\u91cf\u91c7\u96c6\u4e0e\u975e\u6838\u5fc3\u670d\u52a1\u7684\u6982\u7387\u91c7\u6837\u7ed3\u5408\n<\/li>\n<li><strong>\u5f02\u5e38\u611f\u77e5<\/strong>\uff1a\u5f53\u7cfb\u7edf\u5065\u5eb7\u5ea6\u4e0b\u964d\u65f6\uff0c\u81ea\u52a8\u8c03\u9ad8\u76f8\u5173\u7ec4\u4ef6\u7684\u65e5\u5fd7\u8be6\u7a0b\u5ea6\n<\/li>\n<\/ul>\n<p>OpenTelemetry\u7684Adaptive 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<strong>\u6784\u5efa\u53ef\u89c2\u6d4b\u6027\u6210\u672c\u6838\u7b97\u4f53\u7cfb<\/strong><\/h4>\n<p>\u5f00\u53d1<strong>\u76d1\u63a7ROI\u8bc4\u4f30\u77e9\u9635<\/strong>\uff0c\u91cf\u5316\u6bcf\u4e2a\u76d1\u63a7\u9879\u7684\uff1a<\/p>\n<ul>\n<li><strong>\u6545\u969c\u98ce\u9669\u6210\u672c<\/strong>\uff08FRC\uff09\uff1a\u7ec4\u4ef6\u6545\u969c\u5bfc\u81f4\u7684\u4e1a\u52a1\u635f\u5931\n<\/li>\n<li><strong>\u89c2\u6d4b\u6295\u5165\u6210\u672c<\/strong>\uff08OIC\uff09\uff1a\u6570\u636e\u91c7\u96c6\u3001\u5b58\u50a8\u3001\u5206\u6790\u7684\u7efc\u5408\u6210\u672c\n<\/li>\n<li><strong>\u53ef\u884c\u52a8\u4ef7\u503c\u7cfb\u6570<\/strong>\uff08AVA\uff09\uff1a\u6570\u636e\u8f6c\u5316\u4e3a\u8fd0\u7ef4\u52a8\u4f5c\u7684\u6982\u7387\n<\/li>\n<\/ul>\n<p>\u5f53\u67d0\u4e2a\u76d1\u63a7\u9879\u7684FRC\u00d7AVA &lt; OIC\u65f6\uff0c\u5e94\u8003\u8651\u964d\u4f4e\u5176\u76d1\u63a7\u5f3a\u5ea6\u3002\u4e91\u8ba1\u7b97\u5de8\u5934AWS\u7684\u5185\u90e8\u6570\u636e\u663e\u793a\uff0c\u7ecf\u8fc7\u6210\u672c\u6838\u7b97\u4f18\u5316\u7684\u76d1\u63a7\u4f53\u7cfb\uff0c\u6bcf\u5e74\u53ef\u8282\u7701\u8d85\u8fc7800\u4e07\u7f8e\u5143\u7684\u4e91\u8d44\u6e90\u5f00\u9500\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u6280\u672f\u843d\u5730\u7684\u4e09\u4e2a\u5b9e\u8df5\u8303\u5f0f\">\u4e09\u3001\u6280\u672f\u843d\u5730\u7684\u4e09\u4e2a\u5b9e\u8df5\u8303\u5f0f<\/h3>\n<h4 id=\"\u573a\u666f\u4e00-\u4e91\u539f\u751f\u73af\u5883\u7684\u5c42\u53e0\u5f0f\u76d1\u63a7\"><strong>\u573a\u666f\u4e00\uff1a\u4e91\u539f\u751f\u73af\u5883\u7684\u5c42\u53e0\u5f0f\u76d1\u63a7<\/strong><\/h4>\n<p>\u5728Kubernetes\u96c6\u7fa4\u4e2d\u90e8\u7f72<strong>\u4e09\u7ea7\u76d1\u63a7\u54e8\u5175<\/strong>\uff1a<\/p>\n<ol>\n<li><strong>Node\u7ea7<\/strong>\uff1aPrometheus\u6293\u53d6\u57fa\u7840\u8d44\u6e90\u6307\u6807\uff085s\u95f4\u9694\uff09\n<\/li>\n<li><strong>Pod\u7ea7<\/strong>\uff1aeBPF\u6280\u672f\u5b9e\u73b0\u65e0\u4fb5\u5165\u5f0f\u7f51\u7edc\u76d1\u63a7\n<\/li>\n<li><strong>Service\u7ea7<\/strong>\uff1aIstio\u670d\u52a1\u7f51\u683c\u91c7\u96c6\u9ec4\u91d1\u4fe1\u53f7\uff08\u5ef6\u8fdf\u3001\u6d41\u91cf\u3001\u9519\u8bef\u3001\u9971\u548c\u5ea6\uff09\n<\/li>\n<\/ol>\n<p>\u8fd9\u79cd\u67b6\u6784\u50cf\u663e\u5fae\u955c\u7684\u7269\u955c\u5207\u6362\uff0c\u65e2\u80fd\u901a\u8fc7\u4f4e\u500d\u955c\uff08\u57fa\u7840\u8bbe\u65bd\u5c42\uff09\u89c2\u5bdf\u6574\u4f53\u6001\u52bf\uff0c\u53c8\u80fd\u7528\u9ad8\u500d\u955c\uff08\u670d\u52a1\u5c42\uff09\u8bca\u65ad\u5fae\u89c2\u95ee\u9898\u3002CNCF\u8c03\u7814\u663e\u793a\uff0c\u91c7\u7528\u5206\u5c42\u7b56\u7565\u7684\u4f01\u4e1a\uff0c\u4e91\u539f\u751f\u6545\u969c\u5b9a\u4f4d\u6548\u7387\u63d0\u534755%\u3002<\/p>\n<h4 id=\"\u573a\u666f\u4e8c-ai\u9a71\u52a8\u7684\u5f02\u5e38\u68c0\u6d4b\"><strong>\u573a\u666f\u4e8c\uff1aAI\u9a71\u52a8\u7684\u5f02\u5e38\u68c0\u6d4b<\/strong><\/h4>\n<p>\u5c06\u76d1\u63a7\u6570\u636e\u6d41\u8f93\u5165\u65f6\u5e8f\u9884\u6d4b\u6a21\u578b\uff1a<\/p>\n<ul>\n<li>\u5229\u7528LSTM\u7f51\u7edc\u5efa\u7acb\u5404\u6307\u6807\u7684\u52a8\u6001\u57fa\u7ebf\n<\/li>\n<li>\u5f53\u67d0\u9879\u6307\u6807\u504f\u79bb\u9884\u6d4b\u533a\u95f4\u65f6\uff0c\u81ea\u52a8\u5173\u8054\u76f8\u5173\u65e5\u5fd7\n<\/li>\n<li>\u901a\u8fc7GNN\uff08\u56fe\u795e\u7ecf\u7f51\u7edc\uff09\u5206\u6790\u670d\u52a1\u4f9d\u8d56\u56fe\u7684\u5f02\u5e38\u4f20\u64ad\u8def\u5f84\n<\/li>\n<\/ul>\n<p>\u67d0\u8bc1\u5238\u4ea4\u6613\u6240\u90e8\u7f72AIOps\u7cfb\u7edf\u540e\uff0c\u8bef\u544a\u6570\u91cf\u4ece\u65e5\u57471200\u6b21\u964d\u81f387\u6b21\uff0c\u4e14\u63d0\u524d15\u5206\u949f\u9884\u6d4b\u5230\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u6cc4\u6f0f\u98ce\u9669\u3002<\/p>\n<h4 id=\"\u573a\u666f\u4e09-\u53ef\u89c2\u6d4b\u6027\u5373\u4ee3\u7801-observability-as-code\"><strong>\u573a\u666f\u4e09\uff1a\u53ef\u89c2\u6d4b\u6027\u5373\u4ee3\u7801\uff08Observability as Code\uff09<\/strong><\/h4>\n<p>\u4f7f\u7528\u58f0\u660e\u5f0f\u8bed\u8a00\u5b9a\u4e49\u76d1\u63a7\u89c4\u5219\uff1a<\/p>\n<pre><code class=\"language-yaml\">monitoring_profiles:  \r\n- service_type: payment_gateway  \r\nmetrics:  \r\n- name: transaction_latency  \r\nsampling_rate: 100%  \r\nalert_threshold: p99&gt;200ms  \r\ntraces:  \r\nsample_rate: 30%  \r\nforce_sample_error: true  \r\n- service_type: product_catalog  \r\nmetrics:  \r\n- name: cache_hit_ratio  \r\nsampling_rate: 10%  \r\n<\/code><\/pre>\n<p>\u8fd9\u79cd\u5de5\u7a0b\u5316\u5b9e\u8df5\u4f7f\u76d1\u63a7\u7b56\u7565\u5177\u5907\u7248\u672c\u63a7\u5236\u3001\u81ea\u52a8\u5316\u6d4b\u8bd5\u3001\u6301\u7eed\u4ea4\u4ed8\u80fd\u529b\u3002GitLab\u7684DevOps\u62a5\u544a\u6307\u51fa\uff0c\u5b9e\u65bd\u76d1\u63a7\u5373\u4ee3\u7801\u7684\u56e2\u961f\uff0c\u7b56\u7565\u8fed\u4ee3\u901f\u5ea6\u63d0\u53473\u500d\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u6301\u7eed\u4f18\u5316\u7684\u98de\u8f6e\u6548\u5e94\">\u56db\u3001\u6301\u7eed\u4f18\u5316\u7684\u98de\u8f6e\u6548\u5e94<\/h3>\n<p>\u5efa\u7acb<strong>\u53ef\u89c2\u6d4b\u6027\u6210\u719f\u5ea6\u6a21\u578b\uff08OMM\uff09<\/strong>\uff0c\u4eceL1\u5230L4\u9010\u6b65\u6f14\u8fdb\uff1a<\/p>\n<ul>\n<li><strong>L1 \u88ab\u52a8\u54cd\u5e94<\/strong>\uff1a\u788e\u7247\u5316\u5de5\u5177\u5806\u780c\uff0c\u4f9d\u8d56\u4eba\u5de5\u6392\u67e5\n<\/li>\n<li><strong>L2 \u4e3b\u52a8\u9884\u8b66<\/strong>\uff1a\u7edf\u4e00\u76d1\u63a7\u5e73\u53f0\uff0c\u57fa\u7840\u81ea\u52a8\u5316\n<\/li>\n<li><strong>L3 \u667a\u80fd\u6d1e\u5bdf<\/strong>\uff1aAI\u8f85\u52a9<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\uff0c\u9884\u6d4b\u6027\u7ef4\u62a4\n<\/li>\n<li><strong>L4 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