{"id":32738,"date":"2025-03-04T10:44:40","date_gmt":"2025-03-04T02:44:40","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=32738"},"modified":"2025-03-04T10:44:40","modified_gmt":"2025-03-04T02:44:40","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%e5%ba%94%e5%af%b9%e5%a4%a7%e8%a7%84%e6%a8%a1%e6%95%b0%e6%8d%ae%e7%9b%91%e6%8e%a7%e6%8c%91%e6%88%98%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/32738.html","title":{"rendered":"\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u5e94\u5bf9\u5927\u89c4\u6a21\u6570\u636e\u76d1\u63a7\u6311\u6218\uff1f"},"content":{"rendered":"

\n

\"\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u5e94\u5bf9\u5927\u89c4\u6a21\u6570\u636e\u76d1\u63a7\u6311\u6218\uff1f\"<\/p>\n<\/p>\n

\n

\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u6bcf\u5929\u4ea7\u751f\u7684\u65e5\u5fd7\u3001\u6307\u6807\u548c\u94fe\u8def\u6570\u636e\u6b63\u4ee5\u6307\u6570\u7ea7\u589e\u957f\u3002\u67d0\u56fd\u9645\u91d1\u878d\u673a\u6784\u7684\u76d1\u63a7\u7cfb\u7edf\u66fe\u8bb0\u5f55\u5230\u5355\u65e5\u5904\u7406\u6570\u636e\u91cf\u7a81\u783435TB<\/strong>\uff0c\u800c\u5168\u7403\u5934\u90e8\u7535\u5546\u5e73\u53f0\u7684\u5b9e\u65f6\u4ea4\u6613\u76d1\u63a7\u6bcf\u79d2\u9700\u5206\u6790200\u4e07\u6761<\/strong>\u4e8b\u4ef6\u6d41\u3002\u8fd9\u79cd\u91cf\u7ea7\u7684\u6570\u636e\u6d2a\u6d41\u4e0d\u4ec5\u8ba9\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u6349\u895f\u89c1\u8098\uff0c\u66f4\u66b4\u9732\u51fa\u4e00\u4e2a\u5c16\u9510\u77db\u76fe\uff1a\u5982\u4f55\u5728\u786e\u4fdd\u4e1a\u52a1\u8fde\u7eed\u6027\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u7cbe\u51c6\u7684\u7cfb\u7edf\u6d1e\u5bdf\uff1f<\/strong><\/p>\n

\u8fd9\u6b63\u662f\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\uff08Zero-Instrumentation Observability\uff09<\/strong>\u6280\u672f\u8bde\u751f\u7684\u65f6\u4ee3\u80cc\u666f\u3002\u5b83\u901a\u8fc7\u65e0\u4ee3\u7406\u91c7\u96c6\u3001\u667a\u80fd\u4e0a\u4e0b\u6587\u5173\u8054\u3001\u52a8\u6001\u91c7\u6837<\/strong>\u4e09\u5927\u6838\u5fc3\u673a\u5236\uff0c\u5728\u4e0d\u4fee\u6539\u4ee3\u7801\u3001\u4e0d\u5f71\u54cd\u7cfb\u7edf\u6027\u80fd<\/strong>\u7684\u524d\u63d0\u4e0b\uff0c\u91cd\u6784\u4e86\u5927\u89c4\u6a21\u76d1\u63a7\u7684\u6280\u672f\u8303\u5f0f\u3002<\/p>\n

\n

\u4e00\u3001\u4f20\u7edf\u6570\u636e\u76d1\u63a7\u7684\u4e09\u5927\u81f4\u547d\u4f24<\/h3>\n

\u5f53\u6570\u636e\u89c4\u6a21\u7a81\u7834PB\u7ea7<\/strong>\u95e8\u69db\uff0c\u4f20\u7edf\u76d1\u63a7\u4f53\u7cfb\u66b4\u9732\u51fa\u96be\u4ee5\u903e\u8d8a\u7684\u74f6\u9888\uff1a<\/p>\n

    \n
  1. \u4fb5\u5165\u5f0f\u63a2\u9488\u5f15\u53d1\u7684\u6027\u80fd\u96ea\u5d29<\/strong>\uff1a\u5d4c\u5165\u5f0fSDK\u53ef\u80fd\u4f7f\u5173\u952e\u4e1a\u52a1\u63a5\u53e3\u54cd\u5e94\u5ef6\u8fdf\u589e\u52a0300%<\/strong>\uff0c\u67d0\u4e91\u670d\u52a1\u5546\u66fe\u56e0\u76d1\u63a7\u4ee3\u7406\u8fc7\u8f7d\u5bfc\u81f4\u6838\u5fc3\u7cfb\u7edf\u5b95\u673a\n<\/li>\n
  2. \u6570\u636e\u5b64\u5c9b\u9020\u6210\u7684\u8ba4\u77e5\u76f2\u533a<\/strong>\uff1a\u65e5\u5fd7\u3001\u6307\u6807\u3001\u8ffd\u8e2a\u6570\u636e\u5206\u79bb\u5b58\u50a8\uff0c\u4f7f\u5f97\u6545\u969c\u6839\u56e0\u5206\u6790<\/a><\/a>\u9700\u8981\u8de86-8\u4e2a\u7cfb\u7edf<\/strong>\u624b\u52a8\u5173\u8054\n<\/li>\n
  3. \u6279\u91cf\u5904\u7406\u5e26\u6765\u7684\u51b3\u7b56\u6ede\u540e<\/strong>\uff1a\u57fa\u4e8eT+1\u7684\u6570\u636e\u4ed3\u5e93\u5206\u6790\uff0c\u5728\u9762\u5bf9\u6bcf\u79d210\u4e07+QPS<\/strong>\u7684\u5b9e\u65f6\u4e1a\u52a1\u65f6\u5b8c\u5168\u5931\u6548\n<\/li>\n<\/ol>\n

    \u8fd9\u4e9b\u75db\u70b9\u76f4\u63a5\u50ac\u751f\u4e86\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u7684\u6280\u672f\u6f14\u8fdb\u3002Gartner\u9884\u6d4b\uff0c\u52302025\u5e74\u91c7\u7528\u975e\u4fb5\u5165\u5f0f\u76d1\u63a7\u6280\u672f\u7684\u4f01\u4e1a\uff0cMTTR\uff08\u5e73\u5747\u6545\u969c\u4fee\u590d\u65f6\u95f4\uff09\u5c06\u7f29\u77ed\u81f3\u4f20\u7edf\u6a21\u5f0f\u76841<\/sup>⁄3<\/sub><\/strong><\/em>\u3002<\/p>\n

    \n

    \u4e8c\u3001\u96f6\u4fb5\u6270\u67b6\u6784\u7684\u4e09\u5927\u6280\u672f\u7a81\u7834<\/h3>\n

    1. \u65e0\u4fb5\u5165\u5f0f\u6570\u636e\u91c7\u96c6<\/strong><\/h4>\n

    \u901a\u8fc7eBPF<\/a>\u6280\u672f<\/strong>\u5728\u5185\u6838\u5c42\u5b9e\u73b0\u7f51\u7edc\u6d41\u91cf\u6355\u83b7\uff0c\u65e0\u9700\u5b89\u88c5\u4efb\u4f55\u4ee3\u7406\u7a0b\u5e8f\u3002\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u8fd0\u7528\u8be5\u6280\u672f\u540e\uff0c\u670d\u52a1\u5668\u8d44\u6e90\u6d88\u8017\u964d\u4f4e82%<\/strong>\uff0c\u540c\u65f6\u5b8c\u6574\u6355\u83b7\u4e86\u6240\u6709\u5fae\u670d\u52a1\u95f4\u7684gRPC\u8c03\u7528\u94fe\u8def\u3002<\/p>\n

    *\u52a8\u6001\u91c7\u6837\u5f15\u64ce*\u53ef\u6839\u636e\u4e1a\u52a1\u4f18\u5148\u7ea7\u81ea\u52a8\u8c03\u6574\u6570\u636e\u91c7\u96c6\u7c92\u5ea6\uff1a\u5728\u6d41\u91cf\u6d2a\u5cf0\u65f6\u805a\u7126\u5173\u952e\u4e8b\u52a1\uff0c\u95f2\u65f6\u6269\u5c55\u76d1\u63a7\u7ef4\u5ea6\u3002\u8fd9\u79cd\u5f39\u6027\u673a\u5236\u4f7f\u5b58\u50a8\u6210\u672c\u4e0b\u964d40%-60%<\/strong>\u3002<\/p>\n

    2. \u4e0a\u4e0b\u6587\u667a\u80fd\u7f16\u7ec7\uff08Context Weaving\uff09<\/strong><\/h4>\n

    \u5728\u6570\u636e\u63a5\u5165\u9636\u6bb5\u81ea\u52a8\u6ce8\u5165\u4e1a\u52a1\u8bed\u4e49\u6807\u7b7e<\/strong>\uff0c\u4f8b\u5982\u5c06Kafka\u6d88\u8d39\u8005\u5ef6\u8fdf\u4e0e\u8ba2\u5355\u652f\u4ed8\u72b6\u6001\u5173\u8054\u3002\u67d0\u96f6\u552e\u5de8\u5934\u7684\u5b9e\u8df5\u8868\u660e\uff0c\u8fd9\u79cd\u4e0a\u4e0b\u6587\u5173\u8054\u4f7f\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u4ece\u5c0f\u65f6\u7ea7\u538b\u7f29\u52305\u5206\u949f\u5185<\/strong>\u3002<\/p>\n

    3. \u8fb9\u7f18\u667a\u80fd\u9884\u5904\u7406<\/strong><\/h4>\n

    \u5728\u6570\u636e\u6e90\u5934\u5b8c\u6210\u5f02\u5e38\u6a21\u5f0f\u8bc6\u522b<\/strong>\uff0c\u4ec5\u4e0a\u4f20\u4ef7\u503c\u5bc6\u5ea6\u9ad8\u7684\u6570\u636e\u7247\u6bb5\u3002\u7269\u8054\u7f51\u9886\u57df\u67d0\u5934\u90e8\u5382\u5546\u5e94\u7528\u8be5\u6280\u672f\u540e\uff0c\u4f20\u8f93\u5e26\u5bbd\u5360\u7528\u51cf\u5c1175%<\/strong>\uff0c\u540c\u65f6\u68c0\u6d4b\u523098.7%<\/strong>\u7684\u8bbe\u5907\u5f02\u5e38\u3002<\/p>\n

    \n

    \u4e09\u3001\u7834\u89e3PB\u7ea7\u76d1\u63a7\u7684\u5b9e\u6218\u5bc6\u7801<\/h3>\n

    1. \u6d41\u5f0f\u5904\u7406\u67b6\u6784\u7684\u8fdb\u5316<\/strong><\/h4>\n

    \u91c7\u7528Apache Flink+Kafka<\/strong>\u6784\u5efa\u7684\u5b9e\u65f6\u5904\u7406\u7ba1\u9053\uff0c\u80fd\u5728200ms\u5185<\/strong>\u5b8c\u6210\u4e07\u4ebf\u7ea7\u6570\u636e\u70b9\u7684\u5f02\u5e38\u68c0\u6d4b\u3002\u67d0\u8bc1\u5238\u4ea4\u6613\u6240\u501f\u52a9\u8be5\u65b9\u6848\uff0c\u5c06\u884c\u60c5\u5ef6\u8fdf\u9884\u8b66\u51c6\u786e\u7387\u63d0\u5347\u81f399.99%<\/strong>\u3002<\/p>\n

    2. \u53ef\u89e3\u91caAI\u6a21\u578b\u7684\u5e94\u7528<\/strong><\/h4>\n

    \u6df1\u5ea6\u68ee\u6797\u7b97\u6cd5\u4e0eLSTM\u795e\u7ecf\u7f51\u7edc\u7684\u7ed3\u5408\uff0c\u4f7f\u9884\u6d4b\u6027\u7ef4\u62a4\u7684\u8bef\u62a5\u7387\u964d\u4f4e\u81f31.2%<\/strong>\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u6a21\u578b\u80fd\u8f93\u51fa\u7279\u5f81\u91cd\u8981\u6027\u6392\u5e8f<\/strong>\uff0c\u5e2e\u52a9\u8fd0\u7ef4\u4eba\u5458\u7406\u89e3\u7b97\u6cd5\u51b3\u7b56\u4f9d\u636e\u3002<\/p>\n

    3. \u81ea\u9002\u5e94\u5b58\u50a8\u7b56\u7565<\/strong><\/h4>\n

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      \n
    • \u70ed\u6570\u636e\uff1a\u4fdd\u755972\u5c0f\u65f6<\/strong>\uff0c\u91c7\u7528\u5185\u5b58\u52a0\u901f\u67e5\u8be2\n<\/li>\n
    • \u6e29\u6570\u636e\uff1a\u538b\u7f29\u5b58\u50a830\u5929\uff0c\u652f\u6301\u4e9a\u79d2\u7ea7\u68c0\u7d22\n<\/li>\n
    • \u51b7\u6570\u636e\uff1a\u5f52\u6863\u81f3\u5bf9\u8c61\u5b58\u50a8\uff0c\u6ee1\u8db3\u5408\u89c4\u5ba1\u8ba1\u9700\u6c42\n<\/li>\n<\/ul>\n

      \u8be5\u7b56\u7565\u4f7f\u67d0\u94f6\u884c\u7684\u6570\u636e\u5b58\u50a8\u6210\u672c\u76f4\u964d58%<\/strong>\uff0c\u4e14\u672a\u4e22\u5931\u4efb\u4f55\u5173\u952e\u4e8b\u4ef6\u7684\u8ffd\u6eaf\u80fd\u529b\u3002<\/p>\n

      \n

      \u56db\u3001\u843d\u5730\u573a\u666f\u4e2d\u7684\u4ef7\u503c\u9a8c\u8bc1<\/h3>\n
        \n
      1. \u91d1\u878d\u7ea7\u4ea4\u6613\u76d1\u63a7<\/strong>\uff1a\u67d0\u652f\u4ed8\u5e73\u53f0\u90e8\u7f72\u96f6\u4fb5\u6270\u65b9\u6848\u540e\uff0c\u5728\u53cc\u5341\u4e00\u671f\u95f4\u6210\u529f\u6355\u83b7132\u8d77<\/strong>\u9690\u853d\u7684\u8d44\u91d1\u6d41\u8f6c\u5f02\u5e38\uff0c\u800cCPU\u5360\u7528\u7387\u59cb\u7ec8\u4f4e\u4e8e15%<\/strong>\n<\/li>\n
      2. \u7269\u8054\u7f51\u8bbe\u5907\u7ba1\u7406<\/strong>\uff1a\u901a\u8fc7\u8fb9\u7f18\u8282\u70b9\u9884\u5206\u6790\uff0c\u67d0\u667a\u80fd\u5de5\u5382\u5b9e\u73b0\u8bbe\u5907\u6545\u969c\u9884\u8b66\u51c6\u786e\u738791.3%<\/strong>\uff0c\u4e14\u672a\u589e\u52a0\u4efb\u4f55\u786c\u4ef6\u6295\u5165\n<\/li>\n
      3. \u4e91\u539f\u751f\u73af\u5883\u6cbb\u7406<\/strong>\uff1aKubernetes\u96c6\u7fa4\u7684Pod\u7ea7\u6307\u6807\u91c7\u96c6\u7cbe\u5ea6\u8fbe\u5230\u6beb\u79d2\u7ea7<\/strong>\uff0c\u8d44\u6e90\u753b\u50cf\u5b8c\u6574\u5ea6\u4ece67%\u8dc3\u5347\u81f398%<\/strong>\n<\/li>\n<\/ol>\n

        \u8fd9\u4e9b\u5b9e\u8df5\u5370\u8bc1\u4e86*\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027*\u7684\u6838\u5fc3\u4f18\u52bf\uff1a\u5728\u4fdd\u6301\u7cfb\u7edf\u539f\u751f\u6001\u8fd0\u884c\u7684\u540c\u65f6\uff0c\u6784\u5efa\u8d77\u7ec6\u7c92\u5ea6\u3001\u5b9e\u65f6\u5316\u3001\u81ea\u9002\u5e94\u7684\u76d1\u63a7\u80fd\u529b<\/strong>\u3002<\/p>\n

        \n

        \u4e94\u3001\u901a\u5411\u667a\u80fd\u8fd0\u7ef4\u7684\u4e0b\u4e00\u7ad9<\/h3>\n

        \u5f53\u96f6\u4fb5\u6270\u67b6\u6784\u4e0e\u56e0\u679c\u63a8\u7406\u5f15\u64ce<\/strong>\u7ed3\u5408\uff0c\u7cfb\u7edf\u4e0d\u4ec5\u80fd\u53d1\u73b0\u95ee\u9898\uff0c\u66f4\u80fd\u9884\u6d4b\u6545\u969c\u4f20\u5bfc\u8def\u5f84\u3002\u67d0\u4e91\u8ba1\u7b97\u5382\u5546\u7684\u5b9e\u9a8c\u6570\u636e\u663e\u793a\uff0c\u8fd9\u79cd\u524d\u77bb\u6027\u5206\u6790\u53ef\u9884\u963283%<\/strong>\u7684\u6f5c\u5728\u670d\u52a1\u4e2d\u65ad\u3002<\/p>\n

        \u968f\u7740\u6570\u5b57\u5b6a\u751f<\/strong>\u6280\u672f\u7684\u878d\u5165\uff0c\u4f01\u4e1a\u5c06\u83b7\u5f97\u5168\u751f\u547d\u5468\u671f\u7684\u7cfb\u7edf\u4eff\u771f\u80fd\u529b\u3002\u8fd9\u610f\u5473\u7740\u5728\u65b0\u529f\u80fd\u4e0a\u7ebf\u524d\uff0c\u5c31\u80fd\u5728\u865a\u62df\u73af\u5883\u4e2d\u9a8c\u8bc1\u5176\u5bf9\u76d1\u63a7\u4f53\u7cfb\u7684\u5f71\u54cd\u2014\u2014\u8fd9\u6b63\u662f\u96f6\u4fb5\u6270\u7406\u5ff5\u4ece\u88ab\u52a8\u54cd\u5e94<\/strong>\u5411\u4e3b\u52a8\u9632\u5fa1<\/strong>\u8de8\u8d8a\u7684\u5173\u952e\u4e00\u6b65\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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