{"id":36485,"date":"2025-04-11T14:23:04","date_gmt":"2025-04-11T06:23:04","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=36485"},"modified":"2025-04-11T14:23:04","modified_gmt":"2025-04-11T06:23:04","slug":"%e5%85%a8%e6%99%af%e6%80%a7%e8%83%bd%e7%9b%91%e6%8e%a7%e9%9c%80%e8%a6%81%e5%93%aa%e4%ba%9b%e5%85%b3%e9%94%ae%e6%8a%80%e6%9c%af%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/36485.html","title":{"rendered":"\u5168\u666f\u6027\u80fd\u76d1\u63a7\u9700\u8981\u54ea\u4e9b\u5173\u952e\u6280\u672f\uff1f"},"content":{"rendered":"

\n

\"\u5168\u666f\u6027\u80fd\u76d1\u63a7\u9700\u8981\u54ea\u4e9b\u5173\u952e\u6280\u672f\uff1f\"<\/p>\n<\/p>\n

\n

\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u4e1a\u52a1\u7cfb\u7edf\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u4ece\u5fae\u670d\u52a1\u67b6\u6784\u5230\u6df7\u5408\u4e91\u90e8\u7f72\uff0c\u4ece\u8fb9\u7f18\u8ba1\u7b97\u5230\u7269\u8054\u7f51\u7ec8\u7aef\uff0c\u6bcf\u4e00\u4e2a\u73af\u8282\u7684\u6027\u80fd\u6ce2\u52a8\u90fd\u53ef\u80fd\u5f15\u53d1\u8774\u8776\u6548\u5e94\uff0c\u8f7b\u5219\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\uff0c\u91cd\u5219\u9020\u6210\u4e1a\u52a1\u4e2d\u65ad\u3002\u4f20\u7edf\u7684\u76d1\u63a7\u624b\u6bb5\u5982\u540c\u76f2\u4eba\u6478\u8c61\uff0c\u4ec5\u80fd\u6355\u6349\u7cfb\u7edf\u5c40\u90e8\u7684\u8fd0\u884c\u72b6\u6001\u3002\u800c\u5168\u666f\u6027\u80fd\u76d1\u63a7<\/a>\uff08Full-Stack Performance Monitoring\uff09<\/strong>\u7684\u51fa\u73b0\uff0c\u72b9\u5982\u4e3aIT\u7cfb\u7edf\u88c5\u4e0a\u4e86\u4e00\u5957\u9ad8\u7cbe\u5ea6CT\u626b\u63cf\u4eea\uff0c\u80fd\u591f\u7a7f\u900f\u5c42\u7ea7\u58c1\u5792\uff0c\u5b9e\u73b0\u5168\u94fe\u8def\u3001\u591a\u7ef4\u5ea6\u7684\u6027\u80fd\u900f\u89c6\u3002\u8fd9\u79cd\u76d1\u63a7\u65b9\u5f0f\u7684\u5b9e\u73b0\uff0c\u9700\u8981\u54ea\u4e9b\u6838\u5fc3\u6280\u672f\u652f\u6491\uff1f\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u5176\u80cc\u540e\u7684\u5173\u952e\u6280\u672f\u4f53\u7cfb\u3002<\/p>\n

\n

\u4e00\u3001\u6570\u636e\u91c7\u96c6\u4e0e\u805a\u5408\uff1a\u5168\u666f\u76d1\u63a7\u7684\u57fa\u77f3<\/strong><\/h3>\n

\u5168\u666f\u6027\u80fd\u76d1\u63a7<\/a>\u7684\u7b2c\u4e00\u9053\u95e8\u69db\u662f\u5168\u6808\u6570\u636e\u91c7\u96c6<\/strong>\u3002\u4e0d\u540c\u4e8e\u4f20\u7edf\u76d1\u63a7\u7684\u5355\u70b9\u91c7\u6837\uff0c\u5168\u666f\u76d1\u63a7\u9700\u8981\u8986\u76d6\u4ece\u786c\u4ef6\u5c42\uff08\u5982\u670d\u52a1\u5668CPU\u3001\u5185\u5b58\uff09\u3001\u4e2d\u95f4\u4ef6\uff08\u5982\u6570\u636e\u5e93\u3001\u6d88\u606f\u961f\u5217\uff09\u3001\u5e94\u7528\u5c42\uff08\u4ee3\u7801\u7ea7\u6027\u80fd\u6307\u6807\uff09\u5230\u7528\u6237\u4f53\u9a8c\uff08\u9875\u9762\u52a0\u8f7d\u901f\u5ea6\u3001API\u54cd\u5e94\u65f6\u95f4\uff09\u7684\u5b8c\u6574\u94fe\u6761\u3002<\/p>\n

\u4ee5\u4e91\u8ba1\u7b97\u73af\u5883\u4e3a\u4f8b\uff0c\u5bb9\u5668\u5316\u90e8\u7f72\u7684\u52a8\u6001\u7279\u6027\u8981\u6c42\u76d1\u63a7\u5de5\u5177\u5fc5\u987b\u5177\u5907\u52a8\u6001\u63a2\u9488\u6ce8\u5165\u6280\u672f<\/strong>\u3002\u901a\u8fc7\u65e0\u4fb5\u5165\u5f0f\u7684Agent\u6216eBPF\uff08\u6269\u5c55\u578b\u4f2f\u514b\u5229\u5305\u8fc7\u6ee4\u5668\uff09\uff0c\u5728\u4e0d\u4fee\u6539\u5e94\u7528\u4ee3\u7801\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u65f6\u6293\u53d6\u7f51\u7edc\u6d41\u91cf\u3001\u7cfb\u7edf\u8c03\u7528\u7b49\u5e95\u5c42\u6570\u636e\u3002\u540c\u65f6\uff0c\u7edf\u4e00\u5143\u6570\u636e\u7ba1\u7406<\/strong>\u6280\u672f\u80fd\u591f\u5c06\u6765\u81ea\u4e0d\u540c\u6280\u672f\u6808\u7684\u6307\u6807\uff08\u5982Prometheus<\/a>\u7684\u65f6\u5e8f\u6570\u636e\u3001ELK\u7684\u65e5\u5fd7\u4fe1\u606f\uff09\u8fdb\u884c\u6807\u51c6\u5316\u5173\u8054\uff0c\u6d88\u9664\u6570\u636e\u5b64\u5c9b\u3002<\/p>\n

\n

\u4e8c\u3001\u5b9e\u65f6\u6d41\u5904\u7406\u4e0e\u667a\u80fd\u964d\u566a<\/strong><\/h3>\n

\u5f53\u6570\u636e\u91c7\u96c6\u91cf\u8fbe\u5230\u6bcf\u79d2\u767e\u4e07\u7ea7\u65f6\uff0c\u5982\u4f55\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u5904\u7406\u6210\u4e3a\u6838\u5fc3\u6311\u6218\u3002\u6d41\u5f0f\u8ba1\u7b97\u5f15\u64ce<\/strong>\uff08\u5982Apache Flink\u3001Kafka Streams\uff09\u901a\u8fc7\u5185\u5b58\u8ba1\u7b97\u548c\u7a97\u53e3\u5316\u805a\u5408\uff0c\u5c06\u539f\u59cb\u6570\u636e\u5b9e\u65f6\u8f6c\u6362\u4e3a\u53ef\u5206\u6790\u7684\u6307\u6807\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u5728\u201c\u53cc\u5341\u4e00\u201d\u671f\u95f4\uff0c\u901a\u8fc7\u6d41\u5f0f\u8ba1\u7b97\u5b9e\u65f6\u7edf\u8ba1\u6bcf\u79d2\u8ba2\u5355\u5904\u7406\u91cf\uff0c\u53ca\u65f6\u9884\u8b66\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u98ce\u9669\u3002<\/p>\n

\u6d77\u91cf\u6570\u636e\u4e2d\u5f80\u5f80\u6df7\u6742\u7740\u5927\u91cf\u566a\u58f0\u3002\u6b64\u65f6\uff0c\u5f02\u5e38\u68c0\u6d4b\u7b97\u6cd5<\/strong>\uff08\u5982\u5b64\u7acb\u68ee\u6797\u3001LSTM\u65f6\u5e8f\u9884\u6d4b\uff09\u80fd\u591f\u81ea\u52a8\u8bc6\u522b\u7a81\u589e\u7684\u9519\u8bef\u7387\u6216\u54cd\u5e94\u5ef6\u8fdf\uff0c\u907f\u514d\u201c\u8bef\u62a5\u98ce\u66b4\u201d\u3002\u67d0\u91d1\u878d\u4f01\u4e1a\u7684\u5b9e\u8df5\u8868\u660e\uff0c\u7ed3\u5408\u52a8\u6001\u9608\u503c\u7684\u667a\u80fd\u964d\u566a\u6280\u672f\uff0c\u53ef\u5c06\u544a\u8b66\u51c6\u786e\u7387\u63d0\u534740%\u4ee5\u4e0a\u3002<\/p>\n

\n

\u4e09\u3001\u62d3\u6251\u6620\u5c04\u4e0e\u4f9d\u8d56\u5206\u6790<\/strong><\/h3>\n

\u73b0\u4ee3\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\uff0c\u670d\u52a1\u95f4\u7684\u8c03\u7528\u5173\u7cfb\u9519\u7efc\u590d\u6742\u3002\u52a8\u6001\u62d3\u6251\u53d1\u73b0\u6280\u672f<\/strong>\u901a\u8fc7\u89e3\u6790\u65e5\u5fd7\u4e2d\u7684TraceID\u3001SpanID\uff08\u5982OpenTelemetry\u6807\u51c6\uff09\uff0c\u81ea\u52a8\u7ed8\u5236\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31\u3002\u5f53\u67d0\u4e2a\u5fae\u670d\u52a1\u51fa\u73b0\u6027\u80fd\u74f6\u9888\u65f6\uff0c\u56fe\u8c31\u53ef\u76f4\u89c2\u663e\u793a\u5176\u4e0a\u4e0b\u6e38\u5f71\u54cd\u8303\u56f4\u3002<\/p>\n

\u66f4\u8fdb\u4e00\u6b65\uff0c\u56e0\u679c\u63a8\u7406\u5f15\u64ce<\/strong>\uff08\u5982\u8d1d\u53f6\u65af\u7f51\u7edc\u3001\u683c\u5170\u6770\u56e0\u679c\u68c0\u9a8c\uff09\u80fd\u591f\u5206\u6790\u6307\u6807\u95f4\u7684\u76f8\u5173\u6027\u3002\u4f8b\u5982\uff0c\u67d0\u89c6\u9891\u5e73\u53f0\u7684\u5361\u987f\u95ee\u9898\uff0c\u6700\u7ec8\u88ab\u5b9a\u4f4d\u5230CDN\u8282\u70b9\u8d1f\u8f7d\u4e0e\u7528\u6237\u5730\u57df\u5206\u5e03\u7684\u9690\u6027\u5173\u8054\u3002\u8fd9\u79cd\u6df1\u5ea6\u5206\u6790\u80fd\u529b\uff0c\u4f7f\u5f97\u8fd0\u7ef4\u4eba\u5458\u4e0d\u518d\u75b2\u4e8e\u201c\u6551\u706b\u201d\uff0c\u800c\u662f\u7cbe\u51c6\u9501\u5b9a\u6839\u56e0\u3002<\/p>\n

\n

\u56db\u3001\u53ef\u89c6\u5316\u4e0e\u53ef\u89c2\u6d4b\u6027\u589e\u5f3a<\/strong><\/h3>\n

\u6570\u636e\u4ef7\u503c\u9700\u8981\u901a\u8fc7\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\u624d\u80fd\u91ca\u653e\u3002\u591a\u7ef4\u6570\u636e\u94bb\u53d6\u6280\u672f<\/strong>\u5141\u8bb8\u7528\u6237\u4ece\u4e1a\u52a1\u5927\u76d8\uff08\u5982GMTA\uff1a\u5168\u5c40\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\uff09\u9010\u5c42\u4e0b\u94bb\uff0c\u76f4\u81f3\u5355\u4e2a\u8bf7\u6c42\u7684\u8c03\u7528\u94fe\u8be6\u60c5\u3002\u67d0\u5934\u90e8\u4e91\u670d\u52a1\u5546\u7684\u5e94\u7528\u6027\u80fd\u76d1\u63a7\uff08APM\uff09\u5de5\u5177\u4e2d\uff0c3D\u62d3\u6251\u56fe\u4e0e\u70ed\u529b\u56fe\u7684\u7ed3\u5408\uff0c\u8ba9\u8d44\u6e90\u7ade\u4e89\u95ee\u9898\u4e00\u76ee\u4e86\u7136\u3002<\/p>\n

\u53ef\u89c2\u6d4b\u6027\uff08Observability\uff09<\/strong>\u7406\u5ff5\u6b63\u5728\u91cd\u5851\u76d1\u63a7\u4f53\u7cfb\u3002\u901a\u8fc7\u6574\u5408\u6307\u6807\uff08Metrics\uff09\u3001\u65e5\u5fd7\uff08Logs\uff09\u3001\u94fe\u8def\u8ffd\u8e2a\uff08Traces\uff09\u4e09\u5927\u652f\u67f1\uff0c\u5e76\u5f15\u5165\u6301\u7eed\u5256\u6790\uff08Continuous Profiling\uff09<\/strong>\u6280\u672f\uff0c\u5f00\u53d1\u8005\u53ef\u76f4\u63a5\u5b9a\u4f4d\u4ee3\u7801\u4e2d\u9ad8\u8017\u65f6\u7684\u51fd\u6570\uff0c\u751a\u81f3\u53d1\u73b0\u5185\u5b58\u6cc4\u6f0f\u7684\u4ee3\u7801\u884c\u3002<\/p>\n

\n

\u4e94\u3001AI\u9a71\u52a8\u7684\u9884\u6d4b\u4e0e\u81ea\u6cbb\u4fee\u590d<\/strong><\/h3>\n

\u5728\u76d1\u63a7\u9886\u57df\uff0cAI\u6b63\u4ece\u201c\u4e8b\u540e\u5206\u6790\u201d\u8d70\u5411\u201c\u4e8b\u524d\u9884\u9632\u201d\u3002\u65f6\u5e8f\u9884\u6d4b\u6a21\u578b<\/strong>\uff08\u5982Prophet\u3001DeepAR\uff09\u53ef\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u9884\u6d4b\u8d44\u6e90\u4f7f\u7528\u8d8b\u52bf\uff0c\u63d0\u524d\u89e6\u53d1\u5f39\u6027\u6269\u7f29\u5bb9\u3002\u67d0\u7269\u6d41\u4f01\u4e1a\u7684\u4ed3\u50a8\u7ba1\u7406\u7cfb\u7edf\u901a\u8fc7\u9884\u6d4b\u6a21\u578b\uff0c\u5c06\u670d\u52a1\u5668\u8d44\u6e90\u5229\u7528\u7387\u7a33\u5b9a\u572885%\u7684\u9ec4\u91d1\u533a\u95f4\u3002<\/p>\n

\u66f4\u524d\u6cbf\u7684\u573a\u666f\u4e2d\uff0c\u81ea\u52a8\u5316\u6839\u56e0\u5206\u6790<\/a>\uff08RCA\uff09<\/strong>\u4e0e\u81ea\u6108\u5f15\u64ce<\/strong>\u5f00\u59cb\u843d\u5730\u3002\u5f53\u7cfb\u7edf\u68c0\u6d4b\u5230\u6570\u636e\u5e93\u6162\u67e5\u8be2\u6fc0\u589e\u65f6\uff0c\u53ef\u81ea\u52a8\u6267\u884c\u67e5\u8be2\u4f18\u5316\u5efa\u8bae\u3001\u5207\u6362\u8bfb\u5199\u5206\u79bb\u7b56\u7565\uff0c\u751a\u81f3\u56de\u6eda\u5f02\u5e38\u7248\u672c\u3002Gartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c50%\u7684\u8fd0\u7ef4\u544a\u8b66\u5c06\u7531AI\u8f85\u52a9\u5904\u7406\uff0c\u54cd\u5e94\u6548\u7387\u63d0\u5347\u8d8560%\u3002<\/p>\n

\n

\u516d\u3001\u5b89\u5168\u4e0e\u5408\u89c4\u7684\u76d1\u63a7\u878d\u5408<\/strong><\/h3>\n

\u968f\u7740\u300a\u6570\u636e\u5b89\u5168\u6cd5\u300b\u7b49\u6cd5\u89c4\u7684\u51fa\u53f0\uff0c\u6027\u80fd\u76d1\u63a7\u5fc5\u987b\u4e0e\u5b89\u5168\u5ba1\u8ba1\u6df1\u5ea6\u6574\u5408\u3002\u9690\u79c1\u6570\u636e\u8131\u654f\u6280\u672f<\/strong>\u786e\u4fdd\u76d1\u63a7\u8fc7\u7a0b\u4e2d\u4e0d\u4f1a\u6cc4\u9732\u7528\u6237\u654f\u611f\u4fe1\u606f\uff08\u5982\u8eab\u4efd\u8bc1\u53f7\u3001\u652f\u4ed8\u91d1\u989d\uff09\u3002\u67d0\u94f6\u884c\u5728APM\u5de5\u5177\u4e2d\u5185\u7f6e\u52a8\u6001\u8131\u654f\u89c4\u5219\uff0c\u65e2\u6ee1\u8db3\u4e86\u6545\u969c\u6392\u67e5\u9700\u6c42\uff0c\u53c8\u7b26\u5408PCI-DSS\u5408\u89c4\u8981\u6c42\u3002<\/p>\n

\u96f6\u4fe1\u4efb\u67b6\u6784<\/strong>\u4e0b\u7684\u76d1\u63a7\u4f53\u7cfb\u9700\u8981\u5f3a\u5316\u8eab\u4efd\u9a8c\u8bc1\u4e0e\u6700\u5c0f\u6743\u9650\u7ba1\u63a7\u3002\u901a\u8fc7\u533a\u5757\u94fe\u6280\u672f\u5b9e\u73b0\u76d1\u63a7\u65e5\u5fd7\u7684\u9632\u7be1\u6539\u5b58\u8bc1\uff0c\u5df2\u6210\u4e3a\u91d1\u878d\u3001\u653f\u52a1\u9886\u57df\u7684\u65b0\u5174\u5b9e\u8df5\u3002<\/p>\n

\n

\u4e03\u3001\u8fb9\u7f18\u8ba1\u7b97\u4e0e5G\u573a\u666f\u7684\u9002\u914d\u6311\u6218<\/strong><\/h3>\n

\u5728\u7269\u8054\u7f51\u4e0e5G\u65f6\u4ee3\uff0c\u6027\u80fd\u76d1\u63a7\u7684\u8fb9\u754c\u6b63\u5728\u5411\u8fb9\u7f18\u7aef\u5ef6\u4f38\u3002\u8f7b\u91cf\u5316\u91c7\u96c6\u6846\u67b6<\/strong>\uff08\u5982OpenTelemetry\u7684\u5d4c\u5165\u5f0fSDK\uff09\u53ef\u5728\u8d44\u6e90\u53d7\u9650\u7684\u8bbe\u5907\u4e0a\u8fd0\u884c\uff0c\u540c\u65f6\uff0c\u8fb9\u7f18-\u4e91\u7aef\u534f\u540c\u5206\u6790<\/strong>\u6280\u672f\u901a\u8fc7\u8054\u90a6\u5b66\u4e60\uff0c\u5728\u4fdd\u62a4\u6570\u636e\u9690\u79c1\u7684\u524d\u63d0\u4e0b\u5b9e\u73b0\u6a21\u578b\u4f18\u5316\u3002\u67d0\u5236\u9020\u4f01\u4e1a\u7684\u9884\u6d4b\u6027\u7ef4\u62a4\u7cfb\u7edf\uff0c\u6b63\u662f\u901a\u8fc7\u8fb9\u7f18\u8282\u70b9\u5b9e\u65f6\u5206\u6790\u8bbe\u5907\u632f\u52a8\u6570\u636e\uff0c\u63d0\u524d14\u5929\u9884\u8b66\u4e86\u751f\u4ea7\u7ebf\u6545\u969c\u98ce\u9669\u3002<\/p>\n

\n

\u672a\u6765\u8d8b\u52bf\uff1a\u4ece\u201c\u76d1\u63a7\u201d\u5230\u201c\u4e1a\u52a1\u6d1e\u5bdf\u201d<\/h3>\n

\u5f53\u6280\u672f\u5806\u6808\u8d8b\u4e8e\u5b8c\u5584\uff0c\u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u4e0b\u4e00\u4e2a\u6218\u573a\u5c06\u662f\u4e1a\u52a1\u8bed\u4e49\u5316\u6620\u5c04<\/strong>\u3002\u901a\u8fc7\u5c06\u6280\u672f\u6307\u6807\uff08\u5982API\u5ef6\u8fdf\uff09\u4e0e\u4e1a\u52a1KPI\uff08\u5982\u8d2d\u7269\u8f66\u8f6c\u5316\u7387\uff09\u5173\u8054\uff0c\u4f01\u4e1a\u80fd\u591f\u76f4\u63a5\u91cf\u5316\u6280\u672f\u6295\u5165\u5bf9\u8425\u6536\u7684\u5f71\u54cd\u3002\u67d0\u96f6\u552e\u5e73\u53f0\u7684\u6848\u4f8b\u663e\u793a\uff0c\u5c06\u652f\u4ed8\u63a5\u53e3\u6027\u80fd\u4f18\u53160.3\u79d2\uff0c\u5e26\u52a8\u5b63\u5ea6GMV\u589e\u957f2.1%\uff0c\u8fd9\u4fbf\u662f\u76d1\u63a7\u4ef7\u503c\u4ece\u8fd0\u7ef4\u5c42\u5411\u51b3\u7b56\u5c42\u8dc3\u8fc1\u7684\u660e\u8bc1\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u4e1a\u52a1\u7cfb\u7edf\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u4ece\u5fae\u670d\u52a1\u67b6\u6784\u5230\u6df7\u5408\u4e91\u90e8\u7f72\uff0c\u4ece\u8fb9\u7f18\u8ba1\u7b97\u5230\u7269\u8054\u7f51\u7ec8\u7aef\uff0c\u6bcf\u4e00\u4e2a\u73af\u8282\u7684\u6027\u80fd\u6ce2\u52a8\u90fd\u53ef\u80fd\u5f15\u53d1\u8774\u8776\u6548\u5e94\uff0c\u8f7b\u5219\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\uff0c\u91cd\u5219\u9020\u6210\u4e1a\u52a1\u4e2d\u65ad\u3002\u4f20\u7edf\u7684\u76d1\u63a7\u624b\u6bb5\u5982\u540c\u76f2\u4eba\u6478\u8c61\uff0c\u4ec5\u80fd\u6355\u6349\u7cfb\u7edf\u5c40\u90e8\u7684\u8fd0\u884c\u72b6\u6001\u3002\u800c\u5168\u666f\u6027\u80fd\u76d1\u63a7\uff08Full-Stack Performance Monitoring\uff09\u7684\u51fa\u73b0\uff0c\u72b9\u5982\u4e3aIT\u7cfb\u7edf\u88c5\u4e0a\u4e86\u4e00\u5957\u9ad8\u7cbe\u5ea6CT\u626b\u63cf\u4eea\uff0c\u80fd\u591f\u7a7f\u900f\u5c42\u7ea7\u58c1\u5792\uff0c\u5b9e\u73b0\u5168\u94fe\u8def\u3001\u591a\u7ef4\u5ea6\u7684\u6027\u80fd\u900f\u89c6\u3002\u8fd9\u79cd\u76d1\u63a7\u65b9\u5f0f\u7684\u5b9e\u73b0\uff0c\u9700\u8981\u54ea\u4e9b\u6838\u5fc3\u6280\u672f\u652f\u6491\uff1f\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u5176\u80cc\u540e\u7684\u5173\u952e\u6280\u672f\u4f53\u7cfb\u3002 \u4e00\u3001\u6570\u636e\u91c7\u96c6\u4e0e\u805a\u5408\uff1a\u5168\u666f\u76d1\u63a7\u7684\u57fa\u77f3 \u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u7b2c\u4e00\u9053\u95e8\u69db\u662f\u5168\u6808\u6570\u636e\u91c7\u96c6\u3002\u4e0d\u540c\u4e8e\u4f20\u7edf\u76d1\u63a7\u7684\u5355\u70b9\u91c7\u6837\uff0c\u5168\u666f\u76d1\u63a7\u9700\u8981\u8986\u76d6\u4ece\u786c\u4ef6\u5c42\uff08\u5982\u670d\u52a1\u5668CPU\u3001\u5185\u5b58\uff09\u3001\u4e2d\u95f4\u4ef6\uff08\u5982\u6570\u636e\u5e93\u3001\u6d88\u606f\u961f\u5217\uff09\u3001\u5e94\u7528\u5c42\uff08\u4ee3\u7801\u7ea7\u6027\u80fd\u6307\u6807\uff09\u5230\u7528\u6237\u4f53\u9a8c\uff08\u9875\u9762\u52a0\u8f7d\u901f\u5ea6\u3001API\u54cd\u5e94\u65f6\u95f4\uff09\u7684\u5b8c\u6574\u94fe\u6761\u3002 \u4ee5\u4e91\u8ba1\u7b97\u73af\u5883\u4e3a\u4f8b\uff0c\u5bb9\u5668\u5316\u90e8\u7f72\u7684\u52a8\u6001\u7279\u6027\u8981\u6c42\u76d1\u63a7\u5de5\u5177\u5fc5\u987b\u5177\u5907\u52a8\u6001\u63a2\u9488\u6ce8\u5165\u6280\u672f\u3002\u901a\u8fc7\u65e0\u4fb5\u5165\u5f0f\u7684Agent\u6216eBPF\uff08\u6269\u5c55\u578b\u4f2f\u514b\u5229\u5305\u8fc7\u6ee4\u5668\uff09\uff0c\u5728\u4e0d\u4fee\u6539\u5e94\u7528\u4ee3\u7801\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u65f6\u6293\u53d6\u7f51\u7edc\u6d41\u91cf\u3001\u7cfb\u7edf\u8c03\u7528\u7b49\u5e95\u5c42\u6570\u636e\u3002\u540c\u65f6\uff0c\u7edf\u4e00\u5143\u6570\u636e\u7ba1\u7406\u6280\u672f\u80fd\u591f\u5c06\u6765\u81ea\u4e0d\u540c\u6280\u672f\u6808\u7684\u6307\u6807\uff08\u5982Prometheus\u7684\u65f6\u5e8f\u6570\u636e\u3001ELK\u7684\u65e5\u5fd7\u4fe1\u606f\uff09\u8fdb\u884c\u6807\u51c6\u5316\u5173\u8054\uff0c\u6d88\u9664\u6570\u636e\u5b64\u5c9b\u3002 \u4e8c\u3001\u5b9e\u65f6\u6d41\u5904\u7406\u4e0e\u667a\u80fd\u964d\u566a \u5f53\u6570\u636e\u91c7\u96c6\u91cf\u8fbe\u5230\u6bcf\u79d2\u767e\u4e07\u7ea7\u65f6\uff0c\u5982\u4f55\u5b9e\u73b0\u4f4e\u5ef6\u8fdf\u5904\u7406\u6210\u4e3a\u6838\u5fc3\u6311\u6218\u3002\u6d41\u5f0f\u8ba1\u7b97\u5f15\u64ce\uff08\u5982Apache Flink\u3001Kafka Streams\uff09\u901a\u8fc7\u5185\u5b58\u8ba1\u7b97\u548c\u7a97\u53e3\u5316\u805a\u5408\uff0c\u5c06\u539f\u59cb\u6570\u636e\u5b9e\u65f6\u8f6c\u6362\u4e3a\u53ef\u5206\u6790\u7684\u6307\u6807\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u5728\u201c\u53cc\u5341\u4e00\u201d\u671f\u95f4\uff0c\u901a\u8fc7\u6d41\u5f0f\u8ba1\u7b97\u5b9e\u65f6\u7edf\u8ba1\u6bcf\u79d2\u8ba2\u5355\u5904\u7406\u91cf\uff0c\u53ca\u65f6\u9884\u8b66\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u98ce\u9669\u3002 \u6d77\u91cf\u6570\u636e\u4e2d\u5f80\u5f80\u6df7\u6742\u7740\u5927\u91cf\u566a\u58f0\u3002\u6b64\u65f6\uff0c\u5f02\u5e38\u68c0\u6d4b\u7b97\u6cd5\uff08\u5982\u5b64\u7acb\u68ee\u6797\u3001LSTM\u65f6\u5e8f\u9884\u6d4b\uff09\u80fd\u591f\u81ea\u52a8\u8bc6\u522b\u7a81\u589e\u7684\u9519\u8bef\u7387\u6216\u54cd\u5e94\u5ef6\u8fdf\uff0c\u907f\u514d\u201c\u8bef\u62a5\u98ce\u66b4\u201d\u3002\u67d0\u91d1\u878d\u4f01\u4e1a\u7684\u5b9e\u8df5\u8868\u660e\uff0c\u7ed3\u5408\u52a8\u6001\u9608\u503c\u7684\u667a\u80fd\u964d\u566a\u6280\u672f\uff0c\u53ef\u5c06\u544a\u8b66\u51c6\u786e\u7387\u63d0\u534740%\u4ee5\u4e0a\u3002 \u4e09\u3001\u62d3\u6251\u6620\u5c04\u4e0e\u4f9d\u8d56\u5206\u6790 \u73b0\u4ee3\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\uff0c\u670d\u52a1\u95f4\u7684\u8c03\u7528\u5173\u7cfb\u9519\u7efc\u590d\u6742\u3002\u52a8\u6001\u62d3\u6251\u53d1\u73b0\u6280\u672f\u901a\u8fc7\u89e3\u6790\u65e5\u5fd7\u4e2d\u7684TraceID\u3001SpanID\uff08\u5982OpenTelemetry\u6807\u51c6\uff09\uff0c\u81ea\u52a8\u7ed8\u5236\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31\u3002\u5f53\u67d0\u4e2a\u5fae\u670d\u52a1\u51fa\u73b0\u6027\u80fd\u74f6\u9888\u65f6\uff0c\u56fe\u8c31\u53ef\u76f4\u89c2\u663e\u793a\u5176\u4e0a\u4e0b\u6e38\u5f71\u54cd\u8303\u56f4\u3002 \u66f4\u8fdb\u4e00\u6b65\uff0c\u56e0\u679c\u63a8\u7406\u5f15\u64ce\uff08\u5982\u8d1d\u53f6\u65af\u7f51\u7edc\u3001\u683c\u5170\u6770\u56e0\u679c\u68c0\u9a8c\uff09\u80fd\u591f\u5206\u6790\u6307\u6807\u95f4\u7684\u76f8\u5173\u6027\u3002\u4f8b\u5982\uff0c\u67d0\u89c6\u9891\u5e73\u53f0\u7684\u5361\u987f\u95ee\u9898\uff0c\u6700\u7ec8\u88ab\u5b9a\u4f4d\u5230CDN\u8282\u70b9\u8d1f\u8f7d\u4e0e\u7528\u6237\u5730\u57df\u5206\u5e03\u7684\u9690\u6027\u5173\u8054\u3002\u8fd9\u79cd\u6df1\u5ea6\u5206\u6790\u80fd\u529b\uff0c\u4f7f\u5f97\u8fd0\u7ef4\u4eba\u5458\u4e0d\u518d\u75b2\u4e8e\u201c\u6551\u706b\u201d\uff0c\u800c\u662f\u7cbe\u51c6\u9501\u5b9a\u6839\u56e0\u3002 \u56db\u3001\u53ef\u89c6\u5316\u4e0e\u53ef\u89c2\u6d4b\u6027\u589e\u5f3a \u6570\u636e\u4ef7\u503c\u9700\u8981\u901a\u8fc7\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\u624d\u80fd\u91ca\u653e\u3002\u591a\u7ef4\u6570\u636e\u94bb\u53d6\u6280\u672f\u5141\u8bb8\u7528\u6237\u4ece\u4e1a\u52a1\u5927\u76d8\uff08\u5982GMTA\uff1a\u5168\u5c40\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\uff09\u9010\u5c42\u4e0b\u94bb\uff0c\u76f4\u81f3\u5355\u4e2a\u8bf7\u6c42\u7684\u8c03\u7528\u94fe\u8be6\u60c5\u3002\u67d0\u5934\u90e8\u4e91\u670d\u52a1\u5546\u7684\u5e94\u7528\u6027\u80fd\u76d1\u63a7\uff08APM\uff09\u5de5\u5177\u4e2d\uff0c3D\u62d3\u6251\u56fe\u4e0e\u70ed\u529b\u56fe\u7684\u7ed3\u5408\uff0c\u8ba9\u8d44\u6e90\u7ade\u4e89\u95ee\u9898\u4e00\u76ee\u4e86\u7136\u3002 \u53ef\u89c2\u6d4b\u6027\uff08Observability\uff09\u7406\u5ff5\u6b63\u5728\u91cd\u5851\u76d1\u63a7\u4f53\u7cfb\u3002\u901a\u8fc7\u6574\u5408\u6307\u6807\uff08Metrics\uff09\u3001\u65e5\u5fd7\uff08Logs\uff09\u3001\u94fe\u8def\u8ffd\u8e2a\uff08Traces\uff09\u4e09\u5927\u652f\u67f1\uff0c\u5e76\u5f15\u5165\u6301\u7eed\u5256\u6790\uff08Continuous Profiling\uff09\u6280\u672f\uff0c\u5f00\u53d1\u8005\u53ef\u76f4\u63a5\u5b9a\u4f4d\u4ee3\u7801\u4e2d\u9ad8\u8017\u65f6\u7684\u51fd\u6570\uff0c\u751a\u81f3\u53d1\u73b0\u5185\u5b58\u6cc4\u6f0f\u7684\u4ee3\u7801\u884c\u3002 \u4e94\u3001AI\u9a71\u52a8\u7684\u9884\u6d4b\u4e0e\u81ea\u6cbb\u4fee\u590d \u5728\u76d1\u63a7\u9886\u57df\uff0cAI\u6b63\u4ece\u201c\u4e8b\u540e\u5206\u6790\u201d\u8d70\u5411\u201c\u4e8b\u524d\u9884\u9632\u201d\u3002\u65f6\u5e8f\u9884\u6d4b\u6a21\u578b\uff08\u5982Prophet\u3001DeepAR\uff09\u53ef\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u9884\u6d4b\u8d44\u6e90\u4f7f\u7528\u8d8b\u52bf\uff0c\u63d0\u524d\u89e6\u53d1\u5f39\u6027\u6269\u7f29\u5bb9\u3002\u67d0\u7269\u6d41\u4f01\u4e1a\u7684\u4ed3\u50a8\u7ba1\u7406\u7cfb\u7edf\u901a\u8fc7\u9884\u6d4b\u6a21\u578b\uff0c\u5c06\u670d\u52a1\u5668\u8d44\u6e90\u5229\u7528\u7387\u7a33\u5b9a\u572885%\u7684\u9ec4\u91d1\u533a\u95f4\u3002 \u66f4\u524d\u6cbf\u7684\u573a\u666f\u4e2d\uff0c\u81ea\u52a8\u5316\u6839\u56e0\u5206\u6790\uff08RCA\uff09\u4e0e\u81ea\u6108\u5f15\u64ce\u5f00\u59cb\u843d\u5730\u3002\u5f53\u7cfb\u7edf\u68c0\u6d4b\u5230\u6570\u636e\u5e93\u6162\u67e5\u8be2\u6fc0\u589e\u65f6\uff0c\u53ef\u81ea\u52a8\u6267\u884c\u67e5\u8be2\u4f18\u5316\u5efa\u8bae\u3001\u5207\u6362\u8bfb\u5199\u5206\u79bb\u7b56\u7565\uff0c\u751a\u81f3\u56de\u6eda\u5f02\u5e38\u7248\u672c\u3002Gartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c50%\u7684\u8fd0\u7ef4\u544a\u8b66\u5c06\u7531AI\u8f85\u52a9\u5904\u7406\uff0c\u54cd\u5e94\u6548\u7387\u63d0\u5347\u8d8560%\u3002 \u516d\u3001\u5b89\u5168\u4e0e\u5408\u89c4\u7684\u76d1\u63a7\u878d\u5408 \u968f\u7740\u300a\u6570\u636e\u5b89\u5168\u6cd5\u300b\u7b49\u6cd5\u89c4\u7684\u51fa\u53f0\uff0c\u6027\u80fd\u76d1\u63a7\u5fc5\u987b\u4e0e\u5b89\u5168\u5ba1\u8ba1\u6df1\u5ea6\u6574\u5408\u3002\u9690\u79c1\u6570\u636e\u8131\u654f\u6280\u672f\u786e\u4fdd\u76d1\u63a7\u8fc7\u7a0b\u4e2d\u4e0d\u4f1a\u6cc4\u9732\u7528\u6237\u654f\u611f\u4fe1\u606f\uff08\u5982\u8eab\u4efd\u8bc1\u53f7\u3001\u652f\u4ed8\u91d1\u989d\uff09\u3002\u67d0\u94f6\u884c\u5728APM\u5de5\u5177\u4e2d\u5185\u7f6e\u52a8\u6001\u8131\u654f\u89c4\u5219\uff0c\u65e2\u6ee1\u8db3\u4e86\u6545\u969c\u6392\u67e5\u9700\u6c42\uff0c\u53c8\u7b26\u5408PCI-DSS\u5408\u89c4\u8981\u6c42\u3002 \u96f6\u4fe1\u4efb\u67b6\u6784\u4e0b\u7684\u76d1\u63a7\u4f53\u7cfb\u9700\u8981\u5f3a\u5316\u8eab\u4efd\u9a8c\u8bc1\u4e0e\u6700\u5c0f\u6743\u9650\u7ba1\u63a7\u3002\u901a\u8fc7\u533a\u5757\u94fe\u6280\u672f\u5b9e\u73b0\u76d1\u63a7\u65e5\u5fd7\u7684\u9632\u7be1\u6539\u5b58\u8bc1\uff0c\u5df2\u6210\u4e3a\u91d1\u878d\u3001\u653f\u52a1\u9886\u57df\u7684\u65b0\u5174\u5b9e\u8df5\u3002 \u4e03\u3001\u8fb9\u7f18\u8ba1\u7b97\u4e0e5G\u573a\u666f\u7684\u9002\u914d\u6311\u6218 \u5728\u7269\u8054\u7f51\u4e0e5G\u65f6\u4ee3\uff0c\u6027\u80fd\u76d1\u63a7\u7684\u8fb9\u754c\u6b63\u5728\u5411\u8fb9\u7f18\u7aef\u5ef6\u4f38\u3002\u8f7b\u91cf\u5316\u91c7\u96c6\u6846\u67b6\uff08\u5982OpenTelemetry\u7684\u5d4c\u5165\u5f0fSDK\uff09\u53ef\u5728\u8d44\u6e90\u53d7\u9650\u7684\u8bbe\u5907\u4e0a\u8fd0\u884c\uff0c\u540c\u65f6\uff0c\u8fb9\u7f18-\u4e91\u7aef\u534f\u540c\u5206\u6790\u6280\u672f\u901a\u8fc7\u8054\u90a6\u5b66\u4e60\uff0c\u5728\u4fdd\u62a4\u6570\u636e\u9690\u79c1\u7684\u524d\u63d0\u4e0b\u5b9e\u73b0\u6a21\u578b\u4f18\u5316\u3002\u67d0\u5236\u9020\u4f01\u4e1a\u7684\u9884\u6d4b\u6027\u7ef4\u62a4\u7cfb\u7edf\uff0c\u6b63\u662f\u901a\u8fc7\u8fb9\u7f18\u8282\u70b9\u5b9e\u65f6\u5206\u6790\u8bbe\u5907\u632f\u52a8\u6570\u636e\uff0c\u63d0\u524d14\u5929\u9884\u8b66\u4e86\u751f\u4ea7\u7ebf\u6545\u969c\u98ce\u9669\u3002 \u672a\u6765\u8d8b\u52bf\uff1a\u4ece\u201c\u76d1\u63a7\u201d\u5230\u201c\u4e1a\u52a1\u6d1e\u5bdf\u201d \u5f53\u6280\u672f\u5806\u6808\u8d8b\u4e8e\u5b8c\u5584\uff0c\u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u4e0b\u4e00\u4e2a\u6218\u573a\u5c06\u662f\u4e1a\u52a1\u8bed\u4e49\u5316\u6620\u5c04\u3002\u901a\u8fc7\u5c06\u6280\u672f\u6307\u6807\uff08\u5982API\u5ef6\u8fdf\uff09\u4e0e\u4e1a\u52a1KPI\uff08\u5982\u8d2d\u7269\u8f66\u8f6c\u5316\u7387\uff09\u5173\u8054\uff0c\u4f01\u4e1a\u80fd\u591f\u76f4\u63a5\u91cf\u5316\u6280\u672f\u6295\u5165\u5bf9\u8425\u6536\u7684\u5f71\u54cd\u3002\u67d0\u96f6\u552e\u5e73\u53f0\u7684\u6848\u4f8b\u663e\u793a\uff0c\u5c06\u652f\u4ed8\u63a5\u53e3\u6027\u80fd\u4f18\u53160.3\u79d2\uff0c\u5e26\u52a8\u5b63\u5ea6GMV\u589e\u957f2.1%\uff0c\u8fd9\u4fbf\u662f\u76d1\u63a7\u4ef7\u503c\u4ece\u8fd0\u7ef4\u5c42\u5411\u51b3\u7b56\u5c42\u8dc3\u8fc1\u7684\u660e\u8bc1\u3002<\/p>\n","protected":false},"author":4,"featured_media":36486,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-36485","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product-news"],"_links":{"self":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/36485","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/comments?post=36485"}],"version-history":[{"count":1,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/36485\/revisions"}],"predecessor-version":[{"id":36487,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/36485\/revisions\/36487"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media\/36486"}],"wp:attachment":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media?parent=36485"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/categories?post=36485"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/tags?post=36485"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}