{"id":33199,"date":"2025-03-04T11:43:14","date_gmt":"2025-03-04T03:43:14","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=33199"},"modified":"2025-03-04T11:43:14","modified_gmt":"2025-03-04T03:43:14","slug":"opentelemetry%e5%9c%a8%e5%a4%a7%e6%95%b0%e6%8d%ae%e7%8e%af%e5%a2%83%e4%b8%ad%e7%9a%84%e5%ba%94%e7%94%a8%e5%9c%ba%e6%99%af%e6%9c%89%e5%93%aa%e4%ba%9b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/33199.html","title":{"rendered":"OpenTelemetry\u5728\u5927\u6570\u636e\u73af\u5883\u4e2d\u7684\u5e94\u7528\u573a\u666f\u6709\u54ea\u4e9b\uff1f"},"content":{"rendered":"

\n

\"OpenTelemetry\u5728\u5927\u6570\u636e\u73af\u5883\u4e2d\u7684\u5e94\u7528\u573a\u666f\u6709\u54ea\u4e9b\uff1f\"<\/p>\n<\/p>\n

\n

\u524d\u8a00<\/strong>
\n\u5728\u6570\u636e\u9a71\u52a8\u7684\u65f6\u4ee3\uff0c\u4f01\u4e1a\u6bcf\u5929\u9700\u8981\u5904\u7406\u6d77\u91cf\u6570\u636e\u6d41\uff0c\u4ece\u7528\u6237\u884c\u4e3a\u65e5\u5fd7\u5230\u7269\u8054\u7f51\u8bbe\u5907\u4fe1\u606f\uff0c\u4ece\u4ea4\u6613\u8bb0\u5f55\u5230\u5b9e\u65f6\u76d1\u63a7\u6307\u6807\u3002\u7136\u800c\uff0c\u5927\u6570\u636e\u7cfb\u7edf\u7684\u590d\u6742\u6027<\/strong>\u2014\u2014\u5982\u5206\u5e03\u5f0f\u67b6\u6784\u3001\u591a\u7ec4\u4ef6\u534f\u540c\u3001\u52a8\u6001\u6269\u5c55\u7b49\u7279\u6027\u2014\u2014\u4f7f\u5f97\u7cfb\u7edf\u7684\u53ef\u89c2\u6d4b\u6027\uff08Observability\uff09\u6210\u4e3a\u8fd0\u7ef4\u4e0e\u4f18\u5316\u7684\u5173\u952e\u6311\u6218\u3002\u5982\u4f55\u5728\u5e9e\u6742\u7684\u6570\u636e\u7ba1\u9053\u4e2d\u5feb\u901f\u5b9a\u4f4d\u74f6\u9888\u3001\u8ffd\u8e2a\u5f02\u5e38\u6839\u6e90\uff0c\u5e76\u4f18\u5316\u8d44\u6e90\u6548\u7387\uff1f\u8fd9\u6b63\u662fOpenTelemetry<\/strong>\uff08\u7b80\u79f0OTel\uff09\u7684\u7528\u6b66\u4e4b\u5730\u3002\u4f5c\u4e3a\u4e91\u539f\u751f\u57fa\u91d1\u4f1a\uff08CNCF\uff09\u5b75\u5316\u7684\u5f00\u6e90\u9879\u76ee\uff0cOpenTelemetry\u901a\u8fc7\u7edf\u4e00\u7684\u6570\u636e\u91c7\u96c6\u6807\u51c6\u4e0e\u591a\u8bed\u8a00\u652f\u6301\uff0c\u6b63\u5728\u6210\u4e3a\u5927\u6570\u636e\u751f\u6001\u4e2d\u6253\u901a\u53ef\u89c2\u6d4b\u6027\u58c1\u5792\u7684\u201c\u795e\u7ecf\u4e2d\u67a2\u201d\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5176\u5728\u5927\u6570\u636e\u73af\u5883\u4e2d\u7684\u6838\u5fc3\u5e94\u7528\u573a\u666f\uff0c\u63ed\u793a\u5176\u5982\u4f55\u8d4b\u80fd\u4f01\u4e1a\u5b9e\u73b0\u66f4\u667a\u80fd\u7684\u6570\u636e\u6cbb\u7406\u3002<\/p>\n

\n

\u4e00\u3001\u6570\u636e\u91c7\u96c6\u6807\u51c6\u5316\uff1a\u6253\u7834\u5b64\u5c9b\uff0c\u6784\u5efa\u7edf\u4e00\u7684\u6570\u636e\u7ba1\u9053<\/strong><\/h3>\n

\u5927\u6570\u636e\u73af\u5883\u901a\u5e38\u7531\u591a\u4e2a\u5b50\u7cfb\u7edf\u6784\u6210\uff0c\u4f8b\u5982Hadoop\u3001Spark\u3001Kafka\u3001Flink\u7b49\uff0c\u6bcf\u4e2a\u7ec4\u4ef6\u53ef\u80fd\u4f7f\u7528\u4e0d\u540c\u7684\u65e5\u5fd7\u683c\u5f0f\u548c\u76d1\u63a7\u63a5\u53e3\u3002\u8fd9\u79cd\u6570\u636e\u5b64\u5c9b<\/strong>\u73b0\u8c61\u5bfc\u81f4\u8fd0\u7ef4\u56e2\u961f\u9700\u8981\u8017\u8d39\u5927\u91cf\u7cbe\u529b\u6574\u5408\u5206\u6563\u7684\u6307\u6807\u3001\u65e5\u5fd7\u548c\u8ffd\u8e2a\u4fe1\u606f\u3002<\/p>\n

OpenTelemetry\u7684\u89e3\u51b3\u65b9\u6848<\/strong>\u5728\u4e8e\u63d0\u4f9b\u6807\u51c6\u5316\u7684\u6570\u636e\u6a21\u578b\u4e0e\u534f\u8bae<\/strong>\u3002\u901a\u8fc7\u96c6\u6210OTel SDK\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u4ee5\u7edf\u4e00\u7684\u683c\u5f0f\uff08\u5982OTLP\u534f\u8bae\uff09\u6536\u96c6\u5e94\u7528\u5c42\u7684\u6307\u6807\uff08Metrics\uff09\u3001\u65e5\u5fd7\uff08Logs\uff09\u548c\u94fe\u8def\u8ffd\u8e2a\uff08Traces\uff09\u6570\u636e\u3002\u4f8b\u5982\uff0c\u5728\u5b9e\u65f6\u6570\u4ed3\u573a\u666f\u4e2d\uff0cFlink\u4f5c\u4e1a\u7684\u8fd0\u884c\u72b6\u6001\u3001Kafka\u6d88\u606f\u961f\u5217\u7684\u541e\u5410\u5ef6\u8fdf\uff0c\u4ee5\u53ca\u4e0b\u6e38\u6570\u636e\u5e93\u7684\u5199\u5165\u6027\u80fd\uff0c\u5747\u53ef\u901a\u8fc7OTel Agent\u81ea\u52a8\u91c7\u96c6\u5e76\u5173\u8054\u3002\u8fd9\u79cd\u7aef\u5230\u7aef\u7684\u6570\u636e\u4e00\u81f4\u6027<\/strong>\u4e0d\u4ec5\u7b80\u5316\u4e86\u5b58\u50a8\u4e0e\u5206\u6790\u6d41\u7a0b\uff0c\u8fd8\u4e3a\u540e\u7eed\u7684\u6839\u56e0\u5206\u6790<\/a>\u63d0\u4f9b\u4e86\u5b8c\u6574\u4e0a\u4e0b\u6587\u3002<\/p>\n

\u5b9e\u9645\u6848\u4f8b<\/em>\uff1a\u67d0\u7535\u5546\u5e73\u53f0\u901a\u8fc7\u90e8\u7f72OpenTelemetry\uff0c\u5c06\u539f\u672c\u5206\u6563\u5728Prometheus\u3001Jaeger\u548cELK\u4e2d\u7684\u76d1\u63a7\u6570\u636e\u7edf\u4e00\u63a5\u5165\uff0c\u4f7f\u6545\u969c\u6392\u67e5\u65f6\u95f4\u7f29\u77ed\u4e8640%\u3002<\/p>\n

\n

\u4e8c\u3001\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\uff1a\u4f18\u5316\u590d\u6742\u6570\u636e\u5904\u7406\u94fe\u8def<\/strong><\/h3>\n

\u5927\u6570\u636e\u5904\u7406\u94fe\u8def\u5f80\u5f80\u6d89\u53ca\u591a\u9636\u6bb5\u4efb\u52a1\u5206\u53d1\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u7528\u6237\u753b\u50cf\u5206\u6790\u4efb\u52a1\u53ef\u80fd\u7ecf\u5386\u6570\u636e\u63a5\u5165\u2192\u6e05\u6d17\u2192\u7279\u5f81\u8ba1\u7b97\u2192\u6a21\u578b\u63a8\u7406\u2192\u7ed3\u679c\u5b58\u50a8<\/strong>\u7b49\u591a\u4e2a\u73af\u8282\u3002\u5f53\u67d0\u4e2a\u73af\u8282\u51fa\u73b0\u6027\u80fd\u4e0b\u964d\u65f6\uff0c\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u96be\u4ee5\u5feb\u901f\u5b9a\u4f4d\u95ee\u9898\u8282\u70b9\u3002<\/p>\n

OpenTelemetry\u7684\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u80fd\u529b<\/strong>\u901a\u8fc7\u4e3a\u6bcf\u4e2a\u8bf7\u6c42\u751f\u6210\u552f\u4e00\u7684Trace ID\uff0c\u5e76\u8bb0\u5f55\u8de8\u670d\u52a1\u7684Span\u4fe1\u606f\uff0c\u80fd\u591f\u6e05\u6670\u8fd8\u539f\u6570\u636e\u5904\u7406\u7684\u5168\u751f\u547d\u5468\u671f\u3002\u4f8b\u5982\uff0c\u5728Spark\u96c6\u7fa4\u4e2d\uff0cOTel\u53ef\u4ee5\u8ffd\u8e2a\u5355\u4e2a\u4f5c\u4e1a\u4eceDriver\u5230Executor\u7684\u8c03\u5ea6\u8fc7\u7a0b\uff0c\u8bc6\u522b\u51fa\u56e0\u6570\u636e\u503e\u659c\u5bfc\u81f4\u7684\u5ef6\u8fdf\u3002\u540c\u65f6\uff0c\u7ed3\u5408\u81ea\u52a8\u5316\u7684\u4f9d\u8d56\u56fe\u8c31\u751f\u6210<\/strong>\uff0c\u8fd0\u7ef4\u56e2\u961f\u53ef\u4ee5\u76f4\u89c2\u53d1\u73b0\u8d44\u6e90\u7ade\u4e89\u6216\u914d\u7f6e\u4e0d\u5408\u7406\u7684\u73af\u8282\u3002<\/p>\n

\u6280\u672f\u7ec6\u8282<\/em>\uff1a\u901a\u8fc7OpenTelemetry\u4e0eApache SkyWalking<\/a>\u7684\u96c6\u6210\uff0c\u4f01\u4e1a\u53ef\u8fdb\u4e00\u6b65\u5b9e\u73b0\u8ffd\u8e2a\u6570\u636e\u4e0e\u62d3\u6251\u56fe\u7684\u53ef\u89c6\u5316\u5173\u8054\uff0c\u63d0\u5347\u5206\u6790\u6548\u7387\u3002<\/p>\n

\n

\u4e09\u3001\u5b9e\u65f6\u76d1\u63a7\u4e0e\u6545\u969c\u8bca\u65ad\uff1a\u4ece\u88ab\u52a8\u54cd\u5e94\u5230\u4e3b\u52a8\u9884\u8b66<\/strong><\/h3>\n

\u5927\u6570\u636e\u7cfb\u7edf\u5bf9\u5b9e\u65f6\u6027\u8981\u6c42\u6781\u9ad8\uff0c\u4f8b\u5982\u91d1\u878d\u98ce\u63a7\u573a\u666f\u4e2d\uff0c\u6d41\u5f0f\u8ba1\u7b97\u5ef6\u8fdf\u8d85\u8fc7\u9608\u503c\u53ef\u80fd\u5bfc\u81f4\u4e1a\u52a1\u635f\u5931\u3002\u7136\u800c\uff0c\u4f20\u7edf\u57fa\u4e8e\u9608\u503c\u7684\u544a\u8b66\u673a\u5236\u5bb9\u6613\u4ea7\u751f\u8bef\u62a5\u6216\u6f0f\u62a5\uff0c\u4e14\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u4fe1\u606f\u652f\u6301\u51b3\u7b56\u3002<\/p>\n

OpenTelemetry\u7684\u6307\u6807\u4e0e\u65e5\u5fd7\u5173\u8054\u5206\u6790<\/strong>\u4e3a\u6b64\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\u3002\u901a\u8fc7\u5c06\u8d44\u6e90\u5229\u7528\u7387\uff08\u5982CPU\u3001\u5185\u5b58\uff09\u3001\u5e94\u7528\u6027\u80fd\uff08\u5982\u8bf7\u6c42\u6210\u529f\u7387\uff09\u4e0e\u4e1a\u52a1\u6307\u6807\uff08\u5982\u8ba2\u5355\u91cf\uff09\u6574\u5408\uff0cOTel\u652f\u6301\u6784\u5efa\u591a\u7ef4\u5ea6\u7684\u76d1\u63a7\u4eea\u8868\u76d8\u3002\u4f8b\u5982\uff0c\u5f53Kafka\u6d88\u8d39\u8005\u5ef6\u8fdf\u6fc0\u589e\u65f6\uff0c\u7cfb\u7edf\u53ef\u81ea\u52a8\u5173\u8054\u540c\u4e00\u65f6\u95f4\u6bb5\u7684Broker\u8d1f\u8f7d\u72b6\u6001\u4e0e\u7f51\u7edc\u6d41\u91cf\uff0c\u5feb\u901f\u5224\u65ad\u662f\u8d44\u6e90\u4e0d\u8db3\u8fd8\u662f\u4ee3\u7801\u903b\u8f91\u7f3a\u9677\u6240\u81f4\u3002<\/p>\n

\u7ed3\u5408\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0cOpenTelemetry\u6570\u636e\u53ef\u7528\u4e8e\u8bad\u7ec3\u5f02\u5e38\u68c0\u6d4b\u6a21\u578b\uff0c\u5b9e\u73b0\u9884\u6d4b\u6027\u8fd0\u7ef4<\/strong>\u3002\u4f8b\u5982\uff0c\u67d0\u7269\u6d41\u516c\u53f8\u901a\u8fc7\u5206\u6790\u5386\u53f2\u8ffd\u8e2a\u6570\u636e\uff0c\u63d0\u524d\u8bc6\u522b\u51fa\u6570\u636e\u5206\u7247\u4e0d\u5747\u7684\u89c4\u5f8b\uff0c\u4f18\u5316\u4e86Hadoop\u96c6\u7fa4\u7684\u4efb\u52a1\u8c03\u5ea6\u7b56\u7565\u3002<\/p>\n

\n

\u56db\u3001\u8d44\u6e90\u4f18\u5316\u4e0e\u6210\u672c\u63a7\u5236\uff1a\u8ba9\u6570\u636e\u9a71\u52a8\u51b3\u7b56\u66f4\u7cbe\u51c6<\/strong><\/h3>\n

\u5728\u5927\u6570\u636e\u5e73\u53f0\u4e2d\uff0c\u8d44\u6e90\u6d6a\u8d39\u95ee\u9898\u666e\u904d\u5b58\u5728\u3002\u636eIDC\u7edf\u8ba1\uff0c\u8d85\u8fc730%\u7684\u4e91\u8ba1\u7b97\u6210\u672c\u6e90\u4e8e\u672a\u5145\u5206\u5229\u7528\u6216\u914d\u7f6e\u4e0d\u5f53\u7684\u8ba1\u7b97\u8d44\u6e90<\/strong>\u3002OpenTelemetry\u7684\u7ec6\u7c92\u5ea6\u6307\u6807\u91c7\u96c6\u80fd\u529b\uff0c\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u4e86\u4f18\u5316\u8d44\u6e90\u5206\u914d\u7684\u53ef\u9760\u4f9d\u636e\u3002<\/p>\n

\u5177\u4f53\u800c\u8a00\uff0cOTel\u53ef\u76d1\u63a7\u4ee5\u4e0b\u7ef4\u5ea6\uff1a<\/p>\n

    \n
  1. \u4efb\u52a1\u7ea7\u8d44\u6e90\u6d88\u8017<\/strong>\uff1a\u8bb0\u5f55\u6bcf\u4e2aSpark\u4f5c\u4e1a\u6216Flink\u4efb\u52a1\u7684CPU\/\u5185\u5b58\u4f7f\u7528\u60c5\u51b5\uff0c\u8bc6\u522b\u957f\u671f\u4f4e\u6548\u4efb\u52a1\uff1b\n<\/li>\n
  2. \u5b58\u50a8\u6210\u672c\u5206\u6790<\/strong>\uff1a\u8ddf\u8e2aHDFS\u6216S3\u5b58\u50a8\u7684\u6570\u636e\u8bbf\u95ee\u9891\u7387\uff0c\u63a8\u52a8\u51b7\u70ed\u6570\u636e\u5206\u5c42\u5b58\u50a8\uff1b\n<\/li>\n
  3. \u52a8\u6001\u6269\u7f29\u5bb9\u5efa\u8bae<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u8d1f\u8f7d\u6570\u636e\uff0c\u4e3aKubernetes\u96c6\u7fa4\u63d0\u4f9b\u5f39\u6027\u4f38\u7f29\u7684\u51b3\u7b56\u652f\u6301\u3002\n<\/li>\n<\/ol>\n

    \u6848\u4f8b<\/em>\uff1a\u67d0\u89c6\u9891\u5e73\u53f0\u901a\u8fc7OpenTelemetry\u91c7\u96c6\u7684\u5bb9\u5668\u6307\u6807\uff0c\u5c06\u6d41\u5904\u7406\u96c6\u7fa4\u7684\u8d44\u6e90\u5229\u7528\u7387\u4ece45%\u63d0\u5347\u81f372%\uff0c\u5e74\u5ea6\u6210\u672c\u8282\u7701\u8d85\u767e\u4e07\u7f8e\u5143\u3002<\/p>\n

    \n

    \u4e94\u3001\u751f\u6001\u878d\u5408\uff1a\u4e0e\u5927\u6570\u636e\u5de5\u5177\u94fe\u7684\u65e0\u7f1d\u96c6\u6210<\/strong><\/h3>\n

    OpenTelemetry\u7684\u5f00\u653e\u6027\u4f7f\u5176\u80fd\u591f\u8f7b\u677e\u878d\u5165\u73b0\u6709\u6280\u672f\u6808\u3002\u65e0\u8bba\u662f\u4e0ePrometheus\u3001Grafana\u7b49\u76d1\u63a7\u5de5\u5177\u7ed3\u5408\uff0c\u8fd8\u662f\u4e0eAirflow\u3001dbt\u7b49\u6570\u636e\u7f16\u6392\u5e73\u53f0\u8054\u52a8\uff0cOTel\u5747\u53ef\u4f5c\u4e3a\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u7684\u7edf\u4e00\u5165\u53e3<\/strong>\u3002<\/p>\n

    \u4f8b\u5982\uff1a<\/p>\n

      \n
    • \u4e0eApache Kafka\u96c6\u6210<\/strong>\uff1a\u901a\u8fc7OTel Kafka Exporter\uff0c\u5c06\u94fe\u8def\u8ffd\u8e2a\u6570\u636e\u76f4\u63a5\u53d1\u5e03\u5230\u6d88\u606f\u961f\u5217\uff0c\u4f9b\u4e0b\u6e38\u5b9e\u65f6\u5206\u6790\uff1b\n<\/li>\n
    • \u652f\u6301\u4e91\u539f\u751f\u73af\u5883<\/strong>\uff1a\u5728Kubernetes\u4e2d\uff0cOTel Operator\u53ef\u81ea\u52a8\u6ce8\u5165Sidecar\u5bb9\u5668\uff0c\u5b9e\u73b0\u65e0\u4fb5\u5165\u5f0f\u6570\u636e\u91c7\u96c6\uff1b\n<\/li>\n
    • AI\u5de5\u7a0b\u5316\u652f\u6301<\/strong>\uff1a\u7ed3\u5408MLflow\uff0c\u8ffd\u8e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u8bad\u7ec3\u6307\u6807\u4e0e\u63a8\u7406\u5ef6\u8fdf\uff0c\u63d0\u5347\u6a21\u578b\u8fed\u4ee3\u6548\u7387\u3002\n<\/li>\n<\/ul>\n

      \u8fd9\u79cd\u751f\u6001\u517c\u5bb9\u6027<\/strong>\u4f7f\u5f97OpenTelemetry\u4e0d\u4ec5\u662f\u76d1\u63a7\u5de5\u5177\uff0c\u66f4\u6210\u4e3a\u5927\u6570\u636e\u5e73\u53f0\u4e2d\u8fde\u63a5\u5f00\u53d1\u3001\u8fd0\u7ef4\u4e0e\u4e1a\u52a1\u56e2\u961f\u7684\u534f\u4f5c\u7ebd\u5e26\u3002<\/p>\n

      \n

      \u603b\u7ed3<\/strong>\uff08\u6839\u636e\u8981\u6c42\u7701\u7565\u7ed3\u675f\u8bed\uff09<\/p>\n","protected":false},"excerpt":{"rendered":"

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\u5728\u6570\u636e\u9a71\u52a8\u7684\u65f6\u4ee3\uff0c\u4f01\u4e1a\u6bcf\u5929\u9700\u8981\u5904\u7406\u6d77\u91cf\u6570\u636e\u6d41\uff0c\u4ece\u7528\u6237\u884c\u4e3a\u65e5\u5fd7\u5230\u7269\u8054\u7f51\u8bbe\u5907\u4fe1\u606f\uff0c\u4ece\u4ea4\u6613\u8bb0\u5f55\u5230\u5b9e\u65f6\u76d1\u63a7\u6307\u6807\u3002\u7136\u800c\uff0c\u5927\u6570\u636e\u7cfb\u7edf\u7684\u590d\u6742\u6027\u2014\u2014\u5982\u5206\u5e03\u5f0f\u67b6\u6784\u3001\u591a\u7ec4\u4ef6\u534f\u540c\u3001\u52a8\u6001\u6269\u5c55\u7b49\u7279\u6027\u2014\u2014\u4f7f\u5f97\u7cfb\u7edf\u7684\u53ef\u89c2\u6d4b\u6027\uff08Observability\uff09\u6210\u4e3a\u8fd0\u7ef4\u4e0e\u4f18\u5316\u7684\u5173\u952e\u6311\u6218\u3002\u5982\u4f55\u5728\u5e9e\u6742\u7684\u6570\u636e\u7ba1\u9053\u4e2d\u5feb\u901f\u5b9a\u4f4d\u74f6\u9888\u3001\u8ffd\u8e2a\u5f02\u5e38\u6839\u6e90\uff0c\u5e76\u4f18\u5316\u8d44\u6e90\u6548\u7387\uff1f\u8fd9\u6b63\u662fOpenTelemetry\uff08\u7b80\u79f0OTel\uff09\u7684\u7528\u6b66\u4e4b\u5730\u3002\u4f5c\u4e3a\u4e91\u539f\u751f\u57fa\u91d1\u4f1a\uff08CNCF\uff09\u5b75\u5316\u7684\u5f00\u6e90\u9879\u76ee\uff0cOpenTelemetry\u901a\u8fc7\u7edf\u4e00\u7684\u6570\u636e\u91c7\u96c6\u6807\u51c6\u4e0e\u591a\u8bed\u8a00\u652f\u6301\uff0c\u6b63\u5728\u6210\u4e3a\u5927\u6570\u636e\u751f\u6001\u4e2d\u6253\u901a\u53ef\u89c2\u6d4b\u6027\u58c1\u5792\u7684\u201c\u795e\u7ecf\u4e2d\u67a2\u201d\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5176\u5728\u5927\u6570\u636e\u73af\u5883\u4e2d\u7684\u6838\u5fc3\u5e94\u7528\u573a\u666f\uff0c\u63ed\u793a\u5176\u5982\u4f55\u8d4b\u80fd\u4f01\u4e1a\u5b9e\u73b0\u66f4\u667a\u80fd\u7684\u6570\u636e\u6cbb\u7406\u3002 \u4e00\u3001\u6570\u636e\u91c7\u96c6\u6807\u51c6\u5316\uff1a\u6253\u7834\u5b64\u5c9b\uff0c\u6784\u5efa\u7edf\u4e00\u7684\u6570\u636e\u7ba1\u9053 \u5927\u6570\u636e\u73af\u5883\u901a\u5e38\u7531\u591a\u4e2a\u5b50\u7cfb\u7edf\u6784\u6210\uff0c\u4f8b\u5982Hadoop\u3001Spark\u3001Kafka\u3001Flink\u7b49\uff0c\u6bcf\u4e2a\u7ec4\u4ef6\u53ef\u80fd\u4f7f\u7528\u4e0d\u540c\u7684\u65e5\u5fd7\u683c\u5f0f\u548c\u76d1\u63a7\u63a5\u53e3\u3002\u8fd9\u79cd\u6570\u636e\u5b64\u5c9b\u73b0\u8c61\u5bfc\u81f4\u8fd0\u7ef4\u56e2\u961f\u9700\u8981\u8017\u8d39\u5927\u91cf\u7cbe\u529b\u6574\u5408\u5206\u6563\u7684\u6307\u6807\u3001\u65e5\u5fd7\u548c\u8ffd\u8e2a\u4fe1\u606f\u3002 OpenTelemetry\u7684\u89e3\u51b3\u65b9\u6848\u5728\u4e8e\u63d0\u4f9b\u6807\u51c6\u5316\u7684\u6570\u636e\u6a21\u578b\u4e0e\u534f\u8bae\u3002\u901a\u8fc7\u96c6\u6210OTel 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