{"id":33734,"date":"2025-03-07T11:04:59","date_gmt":"2025-03-07T03:04:59","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=33734"},"modified":"2025-03-07T11:04:59","modified_gmt":"2025-03-07T03:04:59","slug":"%e5%88%86%e5%b8%83%e5%bc%8f%e8%bf%bd%e8%b8%aa%e5%a6%82%e4%bd%95%e6%94%af%e6%8c%81%e6%9c%8d%e5%8a%a1%e8%b0%83%e7%94%a8%e7%9a%84%e8%87%aa%e5%8a%a8%e5%8c%96%e6%a0%b9%e5%9b%a0%e5%88%86%e6%9e%90%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/33734.html","title":{"rendered":"\u5206\u5e03\u5f0f\u8ffd\u8e2a\u5982\u4f55\u652f\u6301\u670d\u52a1\u8c03\u7528\u7684\u81ea\u52a8\u5316\u6839\u56e0\u5206\u6790\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/yKQKB.jpg\" alt=\"\u5206\u5e03\u5f0f\u8ffd\u8e2a\u5982\u4f55\u652f\u6301\u670d\u52a1\u8c03\u7528\u7684\u81ea\u52a8\u5316\u6839\u56e0\u5206\u6790\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5728\u67d0\u4e2a\u7535\u5546\u5e73\u53f0\u7684\u9ed1\u8272\u661f\u671f\u4e94\u4fc3\u9500\u4e2d\uff0c\u51cc\u6668\u4e24\u70b9\u7a81\u5982\u5176\u6765\u7684\u6d41\u91cf\u6d2a\u5cf0\u5bfc\u81f4\u652f\u4ed8\u7cfb\u7edf\u54cd\u5e94\u5ef6\u8fdf\u3002\u8fd0\u7ef4\u56e2\u961f\u770b\u7740\u76d1\u63a7\u5927\u5c4f\u4e0a\u8df3\u52a8\u7684\u7ea2\u8272\u8b66\u62a5\uff0c\u5374\u9677\u5165\u4e86\u56f0\u5883\u2014\u201430\u4e2a\u5fae\u670d\u52a1\u6a21\u5757\u3001200\u591a\u4e2a\u5bb9\u5668\u8282\u70b9\u6784\u6210\u7684\u590d\u6742\u8c03\u7528\u7f51\u4e2d\uff0c<strong>\u7a76\u7adf\u54ea\u4e2a\u73af\u8282\u51fa\u73b0\u4e86\u6027\u80fd\u8870\u51cf<\/strong>\uff1f\u8fd9\u79cd\u573a\u666f\u6b63\u662f\u73b0\u4ee3\u4e91\u539f\u751f\u67b6\u6784\u4e0b\u6545\u969c\u5b9a\u4f4d\u7684\u5178\u578b\u56f0\u5883\u3002\u5f53\u5355\u4f53\u5e94\u7528\u88ab\u62c6\u89e3\u6210\u6570\u767e\u4e2a\u5206\u5e03\u5f0f\u670d\u52a1\uff0c\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u5c31\u50cf\u5728\u8ff7\u5bab\u4e2d\u624b\u6301\u8721\u70db\u7684\u63a2\u7d22\u8005\uff0c\u800c<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u6280\u672f<\/strong>\u6b63\u6210\u4e3a\u7167\u4eae<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u670d\u52a1\u8c03\u7528\u94fe<\/a>\u7684\u63a2\u7167\u706f\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u670d\u52a1\u7f51\u683c\u8ff7\u96fe-\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u8bca\u65ad\u56f0\u5c40\">\u4e00\u3001\u670d\u52a1\u7f51\u683c\u8ff7\u96fe\uff1a\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u8bca\u65ad\u56f0\u5c40<\/h3>\n<p>\u73b0\u4ee3\u5fae\u670d\u52a1\u67b6\u6784\u4e2d\uff0c\u5355\u4e2a\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u6a2a\u8de8<strong>6-8\u4e2a\u670d\u52a1\u8282\u70b9<\/strong>\uff0c\u6d89\u53ca\u6570\u636e\u5e93\u96c6\u7fa4\u3001\u6d88\u606f\u961f\u5217\u3001\u7f13\u5b58\u7cfb\u7edf\u7b49\u591a\u4e2a\u7ec4\u4ef6\u3002\u5f53\u67d0\u4e2aAPI\u63a5\u53e3\u51fa\u73b0\u54cd\u5e94\u5ef6\u8fdf\u65f6\uff0c\u4f20\u7edf\u57fa\u4e8e\u6307\u6807\u7684\u76d1\u63a7\u7cfb\u7edf\uff08Metrics Monitoring\uff09\u53ea\u80fd\u5448\u73b0&rdquo;\u8840\u538b&rdquo;&ldquo;\u5fc3\u8df3&rdquo;\u7b49\u751f\u547d\u4f53\u5f81\uff0c\u5374\u65e0\u6cd5\u5c55\u793a\u5b8c\u6574\u7684&rdquo;\u795e\u7ecf\u7cfb\u7edf\u4f20\u5bfc\u8def\u5f84&rdquo;\u3002<\/p>\n<p>2018\u5e74Dynatrace\u7684\u7814\u7a76\u663e\u793a\uff0c<strong>68%\u7684\u8fd0\u7ef4\u56e2\u961f<\/strong>\u5728\u6545\u969c\u54cd\u5e94\u65f6\u8017\u8d39\u8d85\u8fc71\u5c0f\u65f6\u5b9a\u4f4d\u6839\u672c\u539f\u56e0\uff0c\u5176\u4e2d45%\u7684\u65f6\u95f4\u6d6a\u8d39\u5728\u4e0d\u540c\u56e2\u961f\u95f4\u7684\u8d23\u4efb\u63a8\u8bff\u3002\u8fd9\u79cd\u4f4e\u6548\u6e90\u4e8e\u4e09\u4e2a\u6838\u5fc3\u75db\u70b9\uff1a<\/p>\n<ol>\n<li><strong>\u8c03\u7528\u8def\u5f84\u53ef\u89c6\u5316\u7f3a\u5931<\/strong>\uff1a\u670d\u52a1\u95f4\u7684\u5f02\u6b65\u901a\u4fe1\u3001\u91cd\u8bd5\u673a\u5236\u5f62\u6210\u9690\u5f0f\u4f9d\u8d56\n<\/li>\n<li><strong>\u4e0a\u4e0b\u6587\u65ad\u5c42<\/strong>\uff1a\u65e5\u5fd7\u3001\u6307\u6807\u3001\u94fe\u8def\u6570\u636e\u5206\u6563\u5728\u4e0d\u540c\u5b58\u50a8\u7cfb\u7edf\n<\/li>\n<li><strong>\u56e0\u679c\u5173\u7cfb\u6a21\u7cca<\/strong>\uff1a\u6570\u636e\u5e93\u6162\u67e5\u8be2\u4e0e\u524d\u7aef\u8d85\u65f6\u53ef\u80fd\u4e92\u4e3a\u56e0\u679c\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e8c-\u6570\u5b57\u9020\u5f71\u672f-\u5206\u5e03\u5f0f\u8ffd\u8e2a\u7684\u6838\u5fc3\u673a\u7406\">\u4e8c\u3001\u6570\u5b57\u9020\u5f71\u672f\uff1a<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u7684\u6838\u5fc3\u673a\u7406<\/h3>\n<p>\u5206\u5e03\u5f0f\u8ffd\u8e2a\u7cfb\u7edf\u672c\u8d28\u4e0a\u662f\u4e00\u79cd<strong>\u5168\u6808\u8c03\u7528\u94fe\u9020\u5f71\u6280\u672f<\/strong>\uff0c\u5176\u5de5\u4f5c\u539f\u7406\u53ef\u7c7b\u6bd4\u533b\u7597\u9886\u57df\u7684CT\u626b\u63cf\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u8ffd\u8e2a\u6807\u8bc6\u6ce8\u5165<\/strong><br \/>\n\u6bcf\u4e2a\u8bf7\u6c42\u8fdb\u5165\u7cfb\u7edf\u65f6\u81ea\u52a8\u751f\u6210\u552f\u4e00TraceID\uff0c\u5c31\u50cf\u4e3a\u5feb\u9012\u5305\u88f9\u8d34\u4e0a\u7269\u6d41\u5355\u53f7\u3002\u5728HTTP\u5934\u90e8\u6dfb\u52a0X-B3-TraceId\u7b49\u6807\u51c6\u6807\u8bc6\uff0c\u786e\u4fdd\u8de8\u670d\u52a1\u8fb9\u754c\u7684\u8fde\u7eed\u8ffd\u8e2a\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8de8\u5ea6(Span)\u8bb0\u5f55<\/strong><br \/>\n\u6bcf\u4e2a\u670d\u52a1\u8282\u70b9\u751f\u6210Span\u8bb0\u5f55\u5173\u952e\u5143\u6570\u636e\uff1a<\/p>\n<\/li>\n<\/ol>\n<pre><code class=\"language-json\">{  \r\n&quot;trace_id&quot;: &quot;4bf92f3577b34da6a3ce929d0e0e4736&quot;,  \r\n&quot;span_id&quot;: &quot;00f067aa0ba902b7&quot;,  \r\n&quot;parent_id&quot;: &quot;09c7b6f1f152df8a&quot;,  \r\n&quot;service&quot;: &quot;payment-gateway&quot;,  \r\n&quot;operation&quot;: &quot;CreditCardValidation&quot;,  \r\n&quot;start_time&quot;: 1628772345678,  \r\n&quot;duration_ms&quot;: 152,  \r\n&quot;tags&quot;: {&quot;http.status_code&quot;: 200}  \r\n}  \r\n<\/code><\/pre>\n<ol>\n<li><strong>\u4e0a\u4e0b\u6587\u4f20\u64ad<\/strong><br \/>\n\u901a\u8fc7OpenTracing\u3001W3C Trace Context\u7b49\u6807\u51c6\u534f\u8bae\uff0c\u786e\u4fddTrace\u4fe1\u606f\u5728gRPC\u3001Kafka\u3001RabbitMQ\u7b49\u5f02\u6784\u901a\u4fe1\u534f\u8bae\u4e2d\u65e0\u635f\u4f20\u9012\u3002\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e09-\u667a\u80fd\u8bca\u65ad\u5f15\u64ce-\u4ece\u6570\u636e\u5230\u6d1e\u89c1\u7684\u8fdb\u5316\">\u4e09\u3001\u667a\u80fd\u8bca\u65ad\u5f15\u64ce\uff1a\u4ece\u6570\u636e\u5230\u6d1e\u89c1\u7684\u8fdb\u5316<\/h3>\n<p>\u5f53\u6d77\u91cf\u8ffd\u8e2a\u6570\u636e\u6d8c\u5165\u5206\u6790\u5e73\u53f0\u65f6\uff0c<strong>\u81ea\u52a8\u5316<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\uff08RCA\uff09<\/strong> \u5f15\u64ce\u5f00\u59cb\u5c55\u73b0\u771f\u6b63\u4ef7\u503c\uff1a<\/p>\n<ol>\n<li><strong>\u5f02\u5e38\u6a21\u5f0f\u68c0\u6d4b<\/strong>\n<\/li>\n<\/ol>\n<ul>\n<li><strong>\u57fa\u7ebf\u6bd4\u5bf9<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u5efa\u7acb\u9ec4\u91d1\u6307\u6807\u57fa\u7ebf\uff08\u5982P99\u5ef6\u8fdf<200ms>\n<\/li>\n<li><strong>\u62d3\u6251\u5206\u6790<\/strong>\uff1a\u81ea\u52a8\u751f\u6210\u670d\u52a1\u4f9d\u8d56\u56fe\uff0c\u8bc6\u522b\u5f02\u5e38\u4f20\u64ad\u8def\u5f84\n<\/li>\n<li><strong>\u70ed\u70b9\u5b9a\u4f4d<\/strong>\uff1a\u901a\u8fc7Span\u8017\u65f6\u7684\u6807\u51c6\u5dee\u5206\u6790\uff0c\u627e\u51fa\u6ce2\u52a8\u5f02\u5e38\u8282\u70b9\n<\/li>\n<\/ul>\n<ol>\n<li><strong>\u56e0\u679c\u63a8\u7406\u6a21\u578b<\/strong><br \/>\nUber\u5de5\u7a0b\u5e08\u5728SIGCOMM 2020\u62ab\u9732\u7684\u6848\u4f8b\u663e\u793a\uff0c\u4ed6\u4eec\u91c7\u7528<strong>\u8d1d\u53f6\u65af\u7f51\u7edc<\/strong>\u6784\u5efa\u56e0\u679c\u5173\u7cfb\u56fe\uff1a\n<\/li>\n<\/ol>\n<pre><code>\u8ba2\u5355\u8d85\u65f6\uff08\u7ed3\u679c\u8282\u70b9\uff09  \r\n\u2191  \r\n\u2514\u2500\u652f\u4ed8\u670d\u52a1\u5ef6\u8fdf\uff08\u7236\u8282\u70b9\uff09  \r\n\u2191  \r\n\u2514\u2500Redis\u96c6\u7fa4\u9ad8\u5ef6\u8fdf\uff08\u6839\u56e0\uff09  \r\n\u2191  \r\n\u2514\u2500\u5185\u5b58\u788e\u7247\u7387&gt;30%\uff08\u5e95\u5c42\u6307\u6807\uff09  \r\n<\/code><\/pre>\n<p>\u8be5\u6a21\u578b\u5728\u6d4b\u8bd5\u73af\u5883\u4e2d\u5c06\u5e73\u5747\u5b9a\u4f4d\u65f6\u95f4\u4ece23\u5206\u949f\u7f29\u77ed\u81f347\u79d2\u3002<\/p>\n<ol>\n<li><strong>\u52a8\u6001\u57fa\u7ebf\u8c03\u6574<\/strong><br \/>\nNetflix\u5f00\u6e90\u7684Atlas\u6846\u67b6\u5f15\u5165\u4e86<strong>\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7b97\u6cd5<\/strong>\uff0c\u7ed3\u5408\u8282\u5047\u65e5\u3001\u4fc3\u9500\u6d3b\u52a8\u7b49\u5916\u90e8\u7279\u5f81\uff0c\u52a8\u6001\u8c03\u6574\u5f02\u5e38\u9608\u503c\uff0c\u907f\u514d\u8bef\u62a5\u3002\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u56db-ai\u9a71\u52a8\u7684\u8ffd\u8e2a\u5206\u6790-\u4e0b\u4e00\u4ee3\u8fd0\u7ef4\u8303\u5f0f\">\u56db\u3001AI\u9a71\u52a8\u7684\u8ffd\u8e2a\u5206\u6790\uff1a\u4e0b\u4e00\u4ee3\u8fd0\u7ef4\u8303\u5f0f<\/h3>\n<p>\u5f53\u5206\u5e03\u5f0f\u8ffd\u8e2a\u7cfb\u7edf\u4e0eAIOps\u5e73\u53f0\u6df1\u5ea6\u878d\u5408\uff0c\u8fd0\u7ef4\u81ea\u52a8\u5316\u8fbe\u5230\u65b0\u9ad8\u5ea6\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u667a\u80fd\u8b66\u62a5\u5173\u8054<\/strong><br \/>\n\u67d0\u94f6\u884c\u7cfb\u7edf\u7684\u5b9e\u8df5\u8868\u660e\uff0c\u901a\u8fc7<strong>\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09<\/strong> 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\/>\n\u5f53\u68c0\u6d4b\u5230\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u65f6\uff0c\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u53ef\u6267\u884c\uff1a\n<\/li>\n<\/ol>\n<pre><code>\u8bca\u65ad\u7ed3\u679c \u2192 \u6a2a\u5411\u6269\u5c55\u4ece\u5e93\u8282\u70b9 \u2192 \u4fee\u6539\u8fde\u63a5\u6c60\u914d\u7f6e \u2192 \u6d41\u91cf\u9010\u6b65\u5207\u91cf  \r\n<\/code><\/pre>\n<p>\u6574\u4e2a\u8fc7\u7a0b\u65e0\u9700\u4eba\u5de5\u5e72\u9884\uff0c\u5b9e\u73b0\u4ece&rdquo;\u53d1\u73b0-\u5b9a\u4f4d-\u4fee\u590d&rdquo;\u7684\u95ed\u73af\u3002<\/p>\n<hr>\n<h3 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